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0.933, + "patch_similarity": 0.17, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 637, + 651 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 500, + 514 + ] + ] + } + ] + }, { "left_pr_number": 46895, "right_pr_number": 46958, @@ -1933,6 +2679,88 @@ ] } ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 46958, + "code_similarity": 0.325, + "size_similarity": 0.369, + "file_overlap": 0.333, + "area_overlap": 0.364, + "patch_similarity": 0.156, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 651 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 514 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43451-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 46707 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 46707, + "code_similarity": 0.026, + "size_similarity": 0.069, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.079, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -2415,7 +3243,7 @@ "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", "status": "open", - "confidence": 0.55, + "confidence": 0.8, "canonical_issue_number": 45561, "canonical_pr_number": 45645, "issue_numbers": [ @@ -2426,7 +3254,9 @@ 45645 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { @@ -2504,7 +3334,7 @@ "cluster_id": "cluster-47013-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #47013.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 47013, "canonical_pr_number": 47026, "issue_numbers": [ @@ -2515,9 +3345,7 @@ 47046 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -2736,217 +3564,6 @@ } ] }, - { - "cluster_id": "cluster-46970-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46986, - "issue_numbers": [], - "pr_numbers": [ - 46970, - 46986 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46970, - "right_pr_number": 46986, - "code_similarity": 0.138, - "size_similarity": 0.285, - "file_overlap": 0.194, - "area_overlap": 0.038, - "patch_similarity": 0.061, - "shared_filenames": [ - "src/transformers/models/falcon_mamba/modeling_falcon_mamba.py", - "src/transformers/models/granitemoehybrid/modeling_granitemoehybrid.py", - "src/transformers/models/lfm2_moe/modeling_lfm2_moe.py", - "src/transformers/models/nemotron_h/modeling_nemotron_h.py", - "src/transformers/models/qwen3_5/modeling_qwen3_5.py", - "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py" - ], - "shared_file_areas": [ - { - "filename": 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in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -3256,7 +3874,7 @@ "cluster_id": "cluster-43451-2", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46836 + 46707 ], "target_issue_number": null, "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." @@ -3312,7 +3930,7 @@ 45639 ], "target_issue_number": 45561, - "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-45647-3", @@ -3342,48 +3960,35 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-4", - "canonical_pr_number": 46895, + "cluster_id": "cluster-46894-6", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 46958 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46907-7", + "cluster_id": "cluster-46907-14", "canonical_pr_number": 46907, "duplicate_pr_numbers": [ + 46908, + 46926, 46927, 46949, - 46951, + 46970, 46971, - 47055, - 47056 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46907-7 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-46908-5", - "canonical_pr_number": 46926, - "duplicate_pr_numbers": [ - 46908, + 46986, + 47006, 47054, + 47055, + 47056, 47057, 47058 ], "target_issue_number": null, - "reason": "PRs in cluster-46908-5 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-46970-2", - "canonical_pr_number": 46986, - "duplicate_pr_numbers": [ - 46970 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46970-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46907-14 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -3392,7 +3997,7 @@ 47046 ], "target_issue_number": 47013, - "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference evidence." }, { "cluster_id": "cluster-47048-3", @@ -3405,15 +4010,15 @@ } ], "best_issue": { - "cluster_id": "cluster-46894-4", + "cluster_id": "cluster-46894-6", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 6 inbound references.", - "score": 146.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 166.0 }, "best_pr": { - "cluster_id": "cluster-43979-11", - "pr_number": 44007, - "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 238.886 + "cluster_id": "cluster-46907-14", + "pr_number": 46907, + "reason": "PR #46907 is the strongest global PR candidate because it is open, belongs to a cluster with 14 artifacts, links to 0 issues, and carries 11 review/discussion events.", + "score": 281.974 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 05cdcd9dd4891cf70c58ca12d0fad739d169f6ac..ca979f0583dd6dbe381854d62cf69e1f91e63df4 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": "20260705T060758Z", - "generated_at": "2026-07-05T06:18:09Z", + "snapshot_id": "20260705T120019Z", + "generated_at": "2026-07-05T12:10:18Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:24643", "issue:30277", @@ -132,355 +132,397 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "82f9a1ec9fbd68097d9f773b7bb2353a92764a69633b568909e17e935b80ef31", + "prepared_review_unit_hash": "968a0ec2ee0c07987f6ee2bb6e4718e91dea26b17f5e6afc33abeb6e794ca10f", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46572, - "estimated_input_tokens": 11643, - "estimated_eval_tokens": 23542 + "serialized_chars": 46563, + "estimated_input_tokens": 11641, + "estimated_eval_tokens": 23538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but there are two conservative duplicate subgroups: a ZeRO-3 index-out-of-bounds/loading-failure subgroup and a docs-cleanup subgroup about v5 removals. The ZeRO-3 items look like near-duplicates, not provably exact duplicates from the packet alone.", + "summary": "This set is mostly a mixed bag of unrelated model-specific bugs and docs/runtime compatibility reports. The only clear issue duplicates are the ZeRO-3/BertModel index-0 failures (43596 \u2194 43638) and the torch 2.4.1 incompatibility reports (45800 \u2194 46515). No PRs were provided.", "confidence": 0.86, - "canonical_issue_reason": "Issue 43638 is the clearest representative of the ZeRO-3 'index 0 is out of bounds' subgroup. It is a likely near-duplicate of 43596 and closely related to 41762, but the packet only supports a conservative same-bug grouping, not an exact-duplicate claim.", + "canonical_issue_reason": "issue:43596 is the clearest and earliest representative of the repeated DeepSpeed ZeRO-3 / empty-index BertModel failure, and it is a direct duplicate of issue:43638.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43638 is the best global issue representative because it names the core ZeRO-3 index-out-of-bounds failure most specifically and sits at the center of the strongest near-duplicate cluster in the packet.", + "best_issue_reason": "issue:43596 is the best global issue anchor because it states the concrete zero3 init/index-out-of-bounds bug clearly and has the strongest duplicate counterpart in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different bugs: Qwen3.5 config attribute error vs streaming chat/completions failure." + "reason": "Different failures: missing config attribute vs streaming chat/completions API error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/backend problems; no shared concrete fix path." + "reason": "Different model/platform bugs: AMD GPU failure vs MPS histogram integer error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are runtime failures, but the model and failure mechanism differ." + "reason": "Both are hardware/model issues, but the concrete failures are unrelated." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is not the same as the AMD GPU device-map failure." + "reason": "Different dtype/runtime contexts; not the same underlying bug." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and different failure modes; not one bug." + "reason": "Different models and symptoms; one is GPU support, the other a broken example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and AMD GPU failure are unrelated." + "reason": "Different code paths: AMD GPU support vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collectives mismatch and ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export and Qwen3Moe FP8 failure are different code paths." + "reason": "Different export/import/fp8 failures; not the same bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-to-ONNX vs auto device-mapping CUDA assert are different bugs." + "reason": "ONNX export issue vs device-map cuda assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash and docs cleanup are not the same underlying issue." + "reason": "Both touch downstream tasks/docs, but they are different issue types and changes." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue and GenerationMixin import error are distinct." + "reason": "ONNX export bug vs GenerationMixin import breakage are unrelated." }, { "left": "issue:44509", "right": "issue:44512", - "accept": true, - "reason": "Both are docs cleanup for v5 removals, so they can be fixed together." + "accept": false, + "reason": "Both are docs cleanup items, but they reference different removed features." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL embedding unpacking bug and resume-training/trust-remote-code bug are unrelated." + "reason": "Different training/resume failures with no shared concrete code path." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different training/device-map problems with no shared concrete fix." + "reason": "Local resume/trust-remote-code issue is unrelated to multi-GPU YOLO device mapping." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch and Gemma4 device mismatch are different bugs." + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index-ish errors, but the ZeRO-3 loading bug is a different code path from the mask-shape mismatch." + "reason": "Both involve errors, but the observed failures and models differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 loading failure and resume-from-local-model behavior are unrelated." + "reason": "BertModel ZeRO-3 index error is unrelated to resume/trust-remote-code behavior." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad error family, but not the same concrete bug or code path." + "reason": "Same broad DeepSpeed area, but different concrete failure signatures." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal input issues: mask indexing vs video token/feature mismatch." + "reason": "Mask indexing bug vs video token/template mismatch are unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic index error and GPT-OSS tensor-parallel issue are unrelated." + "reason": "Different failure modes: mask indexing vs TP-only MoE issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training bug and broken example documentation are unrelated." + "reason": "Resume training issue and broken Nemotron example are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration bug and training resume bug are different." + "reason": "Video StopIteration and training-resume issues do not match." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor preset bug and ONNX export error are unrelated." + "reason": "BarkProcessor voice preset bug is unrelated to ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures are different." + "reason": "Both mention DeepSpeed, but the concrete collective mismatch vs index-0 failure are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-out-of-bounds loading failure; 43596 is a likely near-duplicate of 43638." + "reason": "Same DeepSpeed ZeRO-3 empty-index/BertModel failure, with near-identical error text and setup." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel bug are unrelated." + "reason": "Liger cross-entropy routing and GPT-OSS TP support are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA save/load output mismatch are different issues." + "reason": "Detokenization bug and LoRA merge/save mismatch are different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA merge/save mismatch are unrelated." + "reason": "NVFP4 runtime failure and LoRA reload mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure and remote-code config_class error are not the same bug." + "reason": "Processor failure and remote-code config_class error are different code paths." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and backend/device-map problems." + "reason": "Different models and devices; no shared bug." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training errors differ: weight-shape assertion vs collective mismatch." + "reason": "Both are DeepSpeed-related, but the runtime error details are different." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpoint recompute mismatch is not the same as a mask/indexing error." + "reason": "Activation-checkpointing/FSDP tensor recompute issue is unrelated to mask indexing." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram backend issue and multi-GPU device-map issue are unrelated." + "reason": "MPS histogram error and multi-GPU YOLO failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model family, but the CPU offload incompatibility and uninitialized-memory materialization are different bugs." + "reason": "Same model family, but CPU offload incompatibility and meta-materialization memory corruption are not the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel issue are unrelated." + "reason": "BertModel ZeRO-3 index failure and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 model failure and AMD GPU support issue are different." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different errors: Gemma3 config vs Mistral tokenizer patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4, but device mismatch and reverse embedding lookup are distinct failures." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "These are the same torch 2.4.1 compatibility problem reported with nearly identical wording." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing issue is unrelated to Qwen3 device-map cuda assert." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch compatibility issue vs specific Qwen NVFP4 runtime error." + "reason": "Generic torch-version incompatibility and Qwen-3 NVFP4 failure are not the same bug." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and MPS integer-histogram limitation are unrelated." + "reason": "Autocast dtype mismatch and only-TP MoE issue are different." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Grouped_mm tracing failure and image-preprocessor dtype mismatch are different bugs." + "reason": "Torch dynamo grouped_mm tracing error and image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model/runtime failures with no shared fix." + "reason": "Different models, different dtype/runtime errors." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and failure modes." + "reason": "Different model families and failure modes." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Different Qwen variants and different bugs." + "reason": "NVFP4 runtime failure and TRL unpacking failure are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and unsupported MPS op are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram support are unrelated." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different models and backend problems." + "reason": "Different model/runtime layers with no shared concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Both are model-related, but the errors are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL embedding unpacking bug and GPT-OSS tensor-parallel issue are unrelated." + "reason": "TRL SFT unpacking issue and GPT-OSS TP issue are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy issue and TRL SFT trainer bug are unrelated." + "reason": "Liger-kernel cross-entropy use and TRL trainer unpacking are different bugs." }, { "left": "issue:41762", "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 'index 0 out of bounds' loading failure, just reported on a different model." + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but the concrete models and errors differ." }, { "left": "issue:43827", "right": "issue:44512", - "accept": true, - "reason": "Both are docs references left behind after v5 removals." + "accept": false, + "reason": "Both are docs issues, but they concern different removed topics." }, { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Both describe the same torch 2.4.1 incompatibility." + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS integer histogram error are unrelated." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Both are Gemma4 bugs, but the device mismatch and reverse-embedding lookup are different problems." + "reason": "Different model/runtime issues; no shared bug." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Different models and failures: Gemma3 config attribute vs Mistral tokenizer regex patch crash." + "reason": "DeepSpeed collective mismatch and Trainer API signature mismatch are unrelated." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:34928", + "right": "issue:36010", "accept": false, - "reason": "Repeated pair is still unrelated: autocast mismatch vs unsupported MPS op." + "reason": "FSDP activation-checkpointing issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU model support issue and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy issue and mask/index shape error are not the same bug." + "reason": "Liger kernel cross-entropy and mask-shape IndexError are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is plausible, but the writeup overstates the evidence in a few places. In particular, calling issue 43596 an \"exact match\" to 43638 and describing an \"exact duplicate relationship\" is stronger than what the packet supports: the titles are highly similar and the issues look like likely duplicates, but there is no explicit duplicate linkage or body text here proving exact sameness. Please soften that language to \"near-duplicate\" / \"likely duplicate\" and keep the subgroup claim conservative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the titles: issue:43596 \u2194 issue:43638 share the same ZeRO-3 / index-out-of-bounds BertModel failure, and issue:45800 \u2194 issue:46515 are both torch 2.4.1 incompatibility reports. The other soft-edge rejections are also cautious and consistent with the visible issue titles. No PR pairs were provided, so there is nothing mergeability-related to flag." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -496,7 +538,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:36010", "issue:39290", @@ -591,14 +633,14 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "68c40c7a65f2cf3fcaf76bdc02d931deb39307bbd2bbd871b1dc2910f580424b", + "prepared_review_unit_hash": "4c39f8a8441724d68fce588b9983bc156e2d637077aaa6d903b2eb6540f16196", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, @@ -613,270 +655,270 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous issue noise. I found two likely duplicate clusters: the DeepSpeed ZeRO-3 load/indexing failures and the v5 AutoTokenizer wrong-token-id regression. All other soft pairs look unrelated.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45920 is the broadest and clearest representative of the tokenizer regression cluster; it covers multiple model families and is more general than issue:45812.", + "summary": "This cluster is mostly a grab bag of unrelated model/runtime regressions. The only strong duplicate candidate is the AutoTokenizer v5 token-ID regression pair (Granite-specific vs broader multi-model report).", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the broadest and most central report: it describes the same AutoTokenizer wrong-token-ID regression across many model families in v5, making it the best representative of the underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global issue candidate here because it most clearly captures a recurring, cross-model v5 tokenizer bug that the paired report also points to.", + "best_issue_reason": "issue:45920 best captures the shared failure mode with the widest model coverage and clearest regression framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention torch/version breakage, but they describe different incompatibilities and different failure modes." + "reason": "Both are version-compatibility complaints, but they describe different breakages and different triggers; not the same underlying bug." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and different bugs: corrupted checkpoint vs missing text-encoder weights." + "reason": "Completely different models and symptoms; no shared code-path evidence." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different stack and symptom; vLLM/PaddleOCR-VL load failure is unrelated to the USE_DISTRIBUTED=0 PyTorch support break." + "reason": "vLLM model-loading failure vs torch/distributed compatibility regression; unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Both report the same ZeRO-3 initialization/load path producing an index-out-of-bounds on empty tensors during model loading." + "accept": false, + "reason": "Both mention ZeRO-3 and an index error, but the model paths and failure contexts differ too much to treat as the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding_window_pattern missing in vLLM and Qwen3 auto-device-map cuda assert are different code paths and failures." + "reason": "Different models, different subsystems, and different errors." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they cover different outdated references and are not the same documentation defect." + "reason": "Both are docs issues only; they do not point to the same underlying change." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Unrelated runtime errors: missing Float8 storage vs PyTorch build/distributed support break." + "reason": "Unrelated runtime/storage error vs distributed build compatibility issue." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different models/features and different failures; no evidence of a shared underlying bug." + "reason": "Different tasks and failure modes; no duplicate evidence." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "A detokenization regression is unrelated to outdated RAG examples." + "reason": "Tokenizer detokenization bug vs outdated RAG examples; unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-map forward mismatch and chat-template video token mismatch are different issues." + "reason": "Different model families and different device vs chat-template/video-token failures." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are distinct bugs." + "reason": "Processor loading vs device-map forward mismatch; not the same bug." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint and NVFP4 compatibility are different problems." + "reason": "Corrupted checkpoint report vs ModelOpt compatibility request; unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." + "reason": "Model loading failure vs documentation issue; unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both are regressions in recent versions, but they affect different subsystems and error modes." + "reason": "Broad remote_code regressions are not the same as USE_DISTRIBUTED=0 support breakage." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same v5 tokenizer regression causing wrong token IDs across multiple model families; 45920 is the broader report." + "reason": "Both report the same AutoTokenizer v5 regression causing wrong token IDs; 45920 is the broader multi-model manifestation and 45812 is a Granite-specific instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading failures, but they concern different models and likely different root causes." + "reason": "Different models and different loading failures." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure is unrelated to RAG documentation drift." + "reason": "NVFP4 runtime error vs documentation/examples issue; unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params API break is unrelated to the PyTorch distributed build issue." + "reason": "bitsandbytes parameter-construction incompatibility is unrelated to torch distributed support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the models, stack, and failures are different enough that this does not look like one bug." + "reason": "Both mention sliding-window behavior, but they target different model families and distinct failures." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Different error shapes and different contexts; one is a mask-length mismatch, the other a zero-3/empty tensor index error." + "reason": "Both are index errors under ZeRO-3, but one is a mask/tensor shape mismatch and the other is an empty-dimension load error; not clearly the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + "reason": "Whisper inference failure and table QA crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-specific loading problems with no clear shared root cause." + "reason": "Different models, different loading issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig breakage are separate compatibility issues." + "reason": "Torch version incompatibility vs pydantic model-field breakage; unrelated." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crash are unrelated." + "reason": "Tokenizer detokenization regression and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load/runtime failure does not match the pydantic config regression." + "reason": "Whisper runtime failure vs config/pydantic breakage; unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat behavior, but one is transformers chat and the other is streaming chat/completions; too different to merge." + "reason": "Both involve Qwen3.5, but one is chat crash and the other is streaming API failure; not enough evidence for the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 load/index error is unrelated to the torch/transformers version incompatibility." + "reason": "Shared zero3-ish failure theme only; different model/setup and different compatibility scope." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to YOLO multi-GPU device-map auto failure." + "reason": "Grouped_mm tracing error and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 runtime issue and table QA crash are not the same bug." + "reason": "Different model/runtime areas and unrelated symptoms." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different failure modes: missing config attr in vLLM versus Gemma4 forward device mismatch." + "reason": "Gemma config/vLLM issue vs Gemma4 device-mapping forward issue; different code paths and errors." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram_int error." + "reason": "Chat streaming API failure vs MPS histogram kernel limitation; unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma3 sliding_window config issue are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral grouped_mm tracing and MPS histogram_int errors are unrelated." + "reason": "Different MoE-related runtime failures, but not the same concrete code-path problem." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different MoE-related symptoms, but different models, execution modes, and likely root causes." + "reason": "Grouped_mm tracing error vs autocast dtype mismatch; different bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading failure and template-node compilation error are unrelated." + "reason": "Processor failure and template-node compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Weight-tying bug and corrupted checkpoint report are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid-method calls and YOLO multi-GPU device-map failure are different bugs." + "reason": "Different model families and different invalid-method/device-map problems." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask-shape mismatch and ZeRO-3 zero-sized index error are different failure signatures." + "reason": "Both are tensor/index errors, but the symptoms and model contexts do not match closely enough." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class AttributeError are unrelated." + "reason": "Flash-attn fallback gating and remote-code model_class config_class error are different issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a different config issue than the pydantic PretrainedConfig regression." + "reason": "Config field missing after v5 update vs pydantic field breakage; unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility break is unrelated to Gemma4 device placement mismatch." + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted duplicate clusters are supported by the titles: ZeRO-3 load/index-out-of-bounds (41762/43596) and the v5 AutoTokenizer wrong-token-id regression (45812/45920). The remaining soft-edge rejects are generally defensible as different models, stacks, or failure modes." + "feedback": "The summary is well grounded in the packet. The one accepted pair (issue:45812 vs issue:45920) is a clear title-level duplicate around the same AutoTokenizer v5 wrong-token-ID regression, and the rejected soft-edge verdicts stay appropriately conservative given the available evidence." }, "evaluator_used": true, "retried": false, @@ -895,7 +937,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:39186", "issue:40990", @@ -978,227 +1020,230 @@ "issue:45183|issue:46463", "issue:44918|issue:45507" ], - "prepared_review_unit_hash": "9fbe597630892ba93fb13dd2ca5fca6a3fd4f54febb702235f99fa86dd1ff67d", + "prepared_review_unit_hash": "5b0d89794d98c385a6004f4ff494fffb7c9b4e00f6aea367e892165f3b44ef46", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36240, - "estimated_input_tokens": 9060, - "estimated_eval_tokens": 18376 + "serialized_chars": 36245, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of distinct Transformers bug reports spanning model loading, multimodal preprocessing, quantization, cache behavior, and validation errors. The soft pairs share broad themes but do not look like the same underlying defect, so none are accepted.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45020 is the broadest, clearest regression report in the set: recent versions breaking remote_code models. It is concrete, user-facing, and representative of the cluster\u2019s recurring loading regressions.", + "summary": "The cluster is mostly heterogeneous transformer/model-specific bugs. I only see one duplicate-grade soft edge: the Qwen3.5 video-input regression pair. The rest are related at a broad subsystem level but look like distinct bugs or changes.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45020 is the broadest, most representative regression in the set: recent-transformers breakage around remote_code/custom-model loading, which is the closest shared theme across several nearby issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most generally useful canonical issue because it captures a high-impact, cross-model failure mode with clear actionable scope.", + "best_issue_reason": "issue:45020 is the best cluster anchor because it is the most general user-facing regression and has the widest potential overlap with the other loading/custom-model failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different bugs: PaddleOCR-VL model load failure versus gpt-oss GGUF architecture support." + "reason": "Different bugs: PaddleOCR-VL load failure vs GGUF gpt-oss support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape-related failures, but one is a mask/tensor index mismatch and the other is a TRL SFT unpacking issue." + "reason": "Different failure modes: mask/index shape mismatch vs TRL unpacking of Qwen3.5 embeddings." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different code paths: torch dynamo/grouped_mm tracing failure versus tensor-parallel-only GPT-OSS MoE behavior." + "reason": "Different concrete problems: torch dynamo grouped_mm tracing error vs GPT-OSS tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Unrelated symptoms: autocast dtype mismatch in Phi-tiny-MoE versus streaming chat/completions failure in Qwen3.5." + "reason": "Different models and code paths: autocast dtype mismatch vs Qwen3.5 streaming API failure." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "One is an int4 quantization memory regression; the other is a tied-weights issue on translation models." + "reason": "Different regressions: int4 OOM/memory behavior vs tied-weights handling in translation models." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming inference in chat/completions." + "reason": "Unrelated issues: gpt-oss GGUF support vs Qwen3.5 chat/completions streaming." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different regressions: unexpected _is_hf_initialized arg in init_empty_weights versus pydantic PretrainedConfig field breakage." + "reason": "Different bugs: init_empty_weights compatibility vs pydantic PretrainedConfig field regression." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is not the same bug as the v5.4.0 pydantic model break." + "reason": "Different areas: Qwen3-MoE sliding-window behavior vs PretrainedConfig/pydantic breakage." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the failing shapes and initialization contexts are different." + "reason": "Both are IndexError-shaped, but the affected paths and causes differ." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal models, but one is an image-preprocessor dtype mismatch and the other is a video feature/token count mismatch." + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video feature/token mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code compatibility breakage is not the same as the torch 2.4.1 / transformers 5.8.0 incompatibility report." + "reason": "Remote-code regression and torch/transformers version incompatibility are different problems." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one reports degraded text embeddings and the other nonsensical AutoModel/pipeline outputs; not clearly the same defect." + "reason": "Same model family, but one is degraded SigLIP2 quality and the other is AutoModel/pipeline misbehavior." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both are video-related, but the regression scope and failure modes differ." + "accept": true, + "reason": "Both describe the same Qwen3.5 video-input regression: video features and video tokens do not match." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + "reason": "Different models and failures: Nemotron example breakage vs YOLO multi-GPU device-map issues." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Both touch Qwen multimodal internals, but one is text_config unwrapping and the other is uninitialized inv_freq after to_empty materialization." + "reason": "Different loading/model-init bugs: text_config unwrap vs uninitialized rotary embedding memory after to_empty()." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3/BERT indexing failure is unrelated to resuming training with locally downloaded remote_code models." + "reason": "Different issues: DeepSpeed ZeRO-3/BERT init IndexError vs trust_remote_code resume path." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 fallback issues and remote-code model_class/config_class errors are different code paths." + "reason": "FlashAttention availability/fallback and remote-code config_class errors are not the same bug." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different failures: multimodal dtype mismatch versus TRL SFT embedding unpacking." + "reason": "Different multimodal/training paths: image dtype mismatch vs TRL SFT embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error is unrelated to the TRL SFT trainer embedding issue." + "reason": "Different code paths: FSDP 2-D weight error vs Qwen3.5/TR L embedding unpacking." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and FlashAttention fallback blocking are distinct regressions." + "reason": "Different breakages: Jupyter custom-model initialization vs flash-attn2 fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific issues." + "reason": "Different models and symptoms: GPT-OSS perplexity vs GLM5 issue." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve remote_code/custom-module loading, but one is a leaf-directory cache collision while the other is wrong module loading after save_pretrained; not enough to merge." + "reason": "Both involve trust_remote_code/custom loading, but one is a leaf-dir cache collision and the other is wrong module selection after save_pretrained; not enough evidence of one bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 lm_head tie-breaking affects a different model and path than the translation-model tied-weights regression." + "reason": "Both mention tied weights, but the model families and failure modes differ." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and FlashAttention fallback blocking are unrelated." + "reason": "Different bugs: FineGrainedFP8Config failure vs flash-attn2 fallback blocking." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different issue from tied weights on translation models." + "reason": "Quantization/offloading behavior and tied-weights handling are unrelated." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer activation bug and a docs typo are not the same underlying change." + "reason": "Different domains entirely: DSA indexer discussion vs documentation typo." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weight handling in translation models." + "reason": "Different issues: Qwen3.5 paged-attention crash vs tied-weights regression." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a removed run-command doc reference are separate documentation issues." + "reason": "Different kinds of typos in unrelated places." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied weights in translation models." + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "The generic input_ids/inputs_embeds XOR validation issue and T5 decoder-input validation are related in spirit but not the same bug." + "reason": "Both are validation/error-message bugs, but they target different validation paths and are not clearly the same concrete defect." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 TRL embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Different models and failures: TRL embedding unpacking vs GraniteMoEHybrid invalid method call." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative in the soft-edge calls. The only accepted pair is plausibly duplicate-grade from the titles, and the rest of the rejections stay within the evidence in the packet without overstating sameness." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1213,7 +1258,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:24643", "issue:28530", @@ -1295,20 +1340,20 @@ "issue:43824|issue:43872", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "6512e6351e1c37c8217add90b99bb2362ffa3fd98d60f5214ed122826cd52fe4", + "prepared_review_unit_hash": "c1c7bb8707e718d7b3d4a8a29e76fef3a13bf70d2ff795840532e9de2e3c50d4", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36287, + "serialized_chars": 36286, "estimated_input_tokens": 9072, "estimated_eval_tokens": 18400 }, @@ -1317,198 +1362,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly a mix of unrelated bug reports, but the non-persistent-buffer regression is a small three-way duplicate cluster: #43644, #43950, and #44534 all describe the same Transformers v5 corruption of `register_buffer(persistent=False)` state. The other soft-edge candidates remain too broad or too code-path-specific to merge.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #43950 is the best canonical issue because it states the regression at the right level of specificity (`from_pretrained()` corrupts non-persistent buffers in Transformers 5.x) while cleanly subsuming the near-duplicate reports #43644 and #44534.", + "summary": "Most candidates are still distinct issues despite broad topical overlap. The strongest duplicate-like clusters are the non-persistent buffer regression and the Gemma4 quantized embedder dtype-cast bug. The SigLIP2 pair 43054\u219443493 is too weakly supported from titles/metadata alone and should be treated as uncertain rather than accepted.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43950 is the clearest concrete regression in this set: `from_pretrained()` silently corrupts non-persistent buffers, and it anchors the strongest nearby duplicate-looking variants.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43950 is the strongest representative of the duplicate buffer-corruption cluster: it is the most explicit about the `from_pretrained()` failure mode and general enough to cover the paraphrased reports.", + "best_issue_reason": "43950 is the best overall issue anchor because it describes a specific, fixable code-path regression with the strongest evidence for close variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are loading/tokenization failures, but they involve different models and likely different code paths; not the same bug." + "reason": "Both are model-loading/tokenizer problems, but they affect different models and failure modes." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failure modes; too different to merge." + "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder output corruption and the other is a CodeLlama leading-space round-trip bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Same model family only in a broad sense; one is a docs/example mismatch with quantization failure, the other is a text-embedding quality regression." + "reason": "Docs-example failures are not the same bug as the SigLIP2 text-embedding quality regression." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent-buffer regression in Transformers v5, described with slightly different wording." + "reason": "Same underlying regression: `from_pretrained()` / v5 mishandles non-persistent buffers and fills them with junk." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "A trainer API compatibility error and a DeepSpeed ZeRO-3 loading index error are unrelated failures." + "reason": "Custom loss signature compatibility and DeepSpeed ZeRO-3 loading are unrelated failures." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "One is missing fields from `AutoConfig.from_pretrained(..., trust_remote_code=True)`; the other is buffer corruption during `from_pretrained()`. Different problems." + "reason": "Both involve loading behavior, but one is missing `trust_remote_code` fields and the other is buffer corruption." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "One is a bitsandbytes parameter signature incompatibility; the other is a missing storage class error. Not the same bug." + "reason": "Different quantization/storage errors with different libraries and code paths." }, { "left": "issue:46899", "right": "issue:46932", - "accept": false, - "reason": "These are closely related Gemma4 quantization reports, but #46932 reads like a follow-up/fix note rather than a clearly separate duplicate of the exact same defect." + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is the fix-focused duplicate of 46899." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different symptoms and subsystems: dtype mismatch with autocast vs a flash-attn crash from 3D `position_ids` handling." + "reason": "Different issues: autocast dtype mismatch versus Qwen3.5 attention/position_ids crash." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizer regressions, but they affect different model families and different failure modes." + "reason": "Both are tokenizer regressions, but they target different model families and likely different code paths." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Both are about tokenization/behavior changes, but one is a SigLIP2 embedding-quality issue and the other is a broad version-dependent tokenization change." + "reason": "SigLIP2 embedding quality and generic tokenizer changes are not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Related SigLIP/SigLIP2 surface area, but one is zero probabilities and the other is worse text embeddings; not the same concrete bug." + "reason": "Both concern SigLIP2, but one is zero probabilities and the other is comparative embedding quality." }, { "left": "issue:45987", "right": "issue:46858", - "accept": false, - "reason": "Both concern `get_seq_length()`, but one is an API contract mismatch and the other is backend-specific tensor arithmetic breakage." + "accept": true, + "reason": "Same `StaticCache.get_seq_length()` contract bug: it returns the wrong tensor form and breaks downstream arithmetic." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both involve non-persistent buffers, but #45902 is a specific `inv_freq` uninitialized-memory case after `to_empty(cuda)`, not the same regression as #43950." + "accept": true, + "reason": "Same non-persistent-buffer regression, with 45902 being a specific `inv_freq` materialization instance." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "One is a flash-attention crash due to 3D `position_ids`; the other is CPU offload incompatibility in rotary embedding. Different code paths." + "reason": "Different Qwen3.5 / attention issues: flash-attn packed-sequence misinterpretation versus CPU-offload incompatibility." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one reports worse embeddings and the other compares HF vs JAX implementation discrepancy; not enough to merge." + "reason": "Both are SigLIP2-related, but the evidence is too broad: comparative quality regression versus HF/JAX discrepancy could still be different concrete bugs." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is gradient checkpointing with PEFT LoRA and the other is int4 quantization reserved-memory growth. Different defects." + "reason": "LoRA checkpointing behavior and int4 memory/OOM regression are unrelated." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared-state rebuilding and Qwen3.5 non-persistent buffer initialization are unrelated." + "reason": "Different bugs: Gemma4 FSDP2 attention state handling versus Qwen3_5Moe buffer initialization." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "A bad tokenizer import error for Voxtral and a missing tied-weights attribute for Molmo are different issues." + "reason": "Bad AutoTokenizer error messaging and Molmo tied-weights attribute failure are unrelated." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is generic load-time noise; the other is inability to load a specific model. Not the same underlying bug." + "reason": "Generic loading noise and a specific model load failure are not the same issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different models and different failure types: detokenization regression vs `import_utils` KeyError on Python 3.13." + "reason": "Tokenizer detokenization regression and Python 3.13 import error are unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training DeepSpeed weight-shape runtime error and early-stopping metric misconfiguration are unrelated." + "reason": "DeepSpeed training weight-shape error and early-stopping metric handling are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is noisy logging and the other is a model loading failure for a specific checkpoint." + "reason": "Generic load noise and a specific BERT model load failure are unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both mention remote code / config loading regressions, but one is missing fields in `AutoConfig` return objects while the other is a broader compatibility report." + "reason": "`trust_remote_code` missing fields may be part of the broader topic, but the titles do not show the same concrete bug." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Both are memory-efficiency concerns, but one is PEFT/gradient checkpointing and the other is Qwen3 MoE training memory usage." + "reason": "Different models and different loading failures." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "One is a ZeRO-3 load-time index error for Gemma3; the other is a FineGrainedFP8Config failure for Qwen3 MoE." + "reason": "Import-name mismatch and bitsandbytes constructor incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete code path is evident." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for a specific model and flash-attn fallback logic are unrelated." + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:43881", + "right": "issue:41553", "accept": false, - "reason": "Both are model-loading issues, but one is an AutoTokenizer import error and the other is a `glm-4v-9b` loading failure; no shared root cause is evident." + "reason": "A specific model load failure and an AutoTokenizer error-message bug are different problems." }, { - "left": "issue:43824", + "left": "issue:43828", "right": "issue:43872", "accept": false, - "reason": "An unavailable model class import and a bitsandbytes parameter incompatibility are different failures." + "reason": "Autocast dtype mismatch and bitsandbytes parameter construction error are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only loading error and a generic GLM5 issue are not the same bug." + "reason": "Different model families and failure modes; no shared concrete code path is evident." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is mostly conservative, but it overstates the duplicate structure. The packet also contains issue 43644 ('Transformers 5.0.0 fills non-persistent buffers with junk'), which is essentially the same non-persistent-buffer regression family as 43950/44534 and is not accounted for in the canonicalization. Because of that, the claim that there is only one clear duplicate pair and that #43950 is the best/general representative is not fully grounded in the packet. The rest of the soft-edge rejections look reasonably conservative." + "feedback": "The summary is mostly conservative, but one accepted soft edge overstates the evidence: issue:43054 \u2194 issue:43493. In the packet, that pair is only linked by broad SigLIP2 similarity (soft_similarity, no shared targets), and the titles could still describe different bugs (quality regression vs HF/JAX discrepancy). I\u2019d keep that as uncertain unless the bodies confirm the same concrete defect. The other accepted pairs look more defensible." }, "evaluator_used": true, "retried": true, @@ -1527,7 +1578,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:24643", "issue:30064", @@ -1593,8 +1644,8 @@ "issue:43827|issue:44509", "issue:43872|issue:44291", "issue:45488|issue:46489", - "issue:43404|issue:43950", "issue:46894|issue:46897", + "issue:43404|issue:43950", "issue:45020|issue:46661", "issue:43792|issue:44220", "issue:43257|issue:45305", @@ -1608,14 +1659,14 @@ "issue:41093|issue:44805", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "c6e1effece72fdd07ee8ec6048f30cca98be4ea18dda002bf6a33280980c6fef", + "prepared_review_unit_hash": "c68836ea910ed66d27bd31c1b8c57253fb322a4132dc80b8869d664cdb701155", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, @@ -1630,186 +1681,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are false positives across unrelated subsystems, but a few are genuine duplicates: docs cleanup after v5 pipeline removals, the `_is_hf_initialized` init-empty-weights regression, Qwen3 ZeRO-3 weight-loading failures, and the training-loss double-shift bug.", - "confidence": 0.76, - "canonical_issue_reason": "issue:46894 is the clearest umbrella report for the training-loss double-shift regression and is the better representative of that duplicate pair than the narrower Florence2 report.", + "summary": "The set is mostly unrelated; only a few true duplicate pairs stand out: the v5 docs/pipeline-removal reports, the `_is_hf_initialized` incompatibility reports, the mask-shape mismatch reports, and the training-loss double-shift reports.", + "confidence": 0.71, + "canonical_issue_reason": "44509 is the clearest canonical for the docs/pipeline-removal duplicate pair: it states the removed tasks explicitly, while 43827 is the same issue in a broader form.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46894 has the broadest, most reusable description of the underlying bug pattern and the strongest case for serving as the cluster\u2019s canonical issue.", + "best_issue_reason": "43872 is the strongest concrete bug report in the set: it names the exact `_is_hf_initialized` incompatibility and has a direct, code-level fix surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different bugs: MPS histogram/int issue vs device_map forward mismatch." + "reason": "Different bugs: MPS Int histogram support vs a Gemma4 PLE device-mapping forward mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different code paths: tokenizer regex crash vs flash-attn fallback gating." + "reason": "Different code paths: Mistral regex patch crash vs flash-attn2 fallback gating." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code regression vs Gemma4 PLE device placement bug." + "reason": "Broadly both regressions, but not the same concrete failure; remote_code loading is unrelated to Gemma4 device placement." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Related area, but not the same concrete failure; add-new-model-like tokenizer mapping bug vs generic remote_code breakage." + "reason": "Tokenizer-mapping failure is not the same as the remote_code model-loading regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different models and symptoms: autocast dtype mismatch vs device placement mismatch." + "reason": "Autocast dtype mismatch for Phi MoE is unrelated to Gemma4 device-map placement." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA/Qwen3_moe compatibility issue vs tied-embeddings warning; not the same bug." + "reason": "Both mention Qwen/LoRA, but one is a hf4.x->hf5.x loading break and the other is just a gradient-checkpointing warning." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both model-loading failures, but different underlying problems and model classes." + "reason": "Both are model-loading issues, but for different models and different root causes." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Generic remote_code breakage vs Kimi tokenizer codec/regex regression." + "reason": "Tokenizer regression details differ: remote_code breakage vs Kimi codec/regex handling." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both tokenizer performance regressions, but different APIs and likely different hot paths." + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and different code paths." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Unrelated: bitsandbytes/_is_hf_initialized incompatibility vs YOLO multi-GPU device map failure." + "reason": "bitsandbytes init argument incompatibility is unrelated to YOLO multi-GPU device-map failures." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Different remote-code loader bugs: text_config unwrapping vs missing config_class." + "reason": "Both concern model factory/loading logic, but the failures are different: composite-config unwrapping vs missing config_class on remote-code models." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both report removed v5 pipeline tasks (summarization/translation/text2text-generation) still referenced in documentation." + "reason": "Same docs regression: both report stale pipeline-task references removed in v5." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` TypeError during model loading/init_empty_weights; 44291 is the generalized report of the same regression." + "reason": "Same underlying `_is_hf_initialized`/`init_empty_weights` incompatibility; the error surface is the same arg mismatch." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Same broad tokenizer area, but not enough evidence they are the same underlying bug or fix target." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Different problems: lm_head tying bug vs silent corruption of non-persistent buffers." + "reason": "Both affect DeepSeek tokenizers, but one is ByteLevel pre-tokenizer replacement and the other is a separate output-regression gap." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same training-loss double-shift bug pattern; Florence2 looks like a model-specific instance of the same regression." + "reason": "Same training-loss double-shift bug pattern; the model names differ, but the underlying bug appears the same." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying in Mistral3 and non-persistent-buffer corruption are unrelated regressions." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Not the same concrete bug; broad remote_code regressions should not be merged with the specific config_class AttributeError report." + "reason": "Different failures in model loading; one is generic remote_code breakage, the other is a specific config_class attribute error." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both audio/Whisper-related, but the titles point to different failures and code paths." + "reason": "Whisper run failure is too broad to equate confidently with the specific fbank-feature function issue." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Different issues: Qwen3 MOE weight conversion/loading vs gradient averaging under DeepSpeed GAS." + "reason": "Both involve DeepSpeed/Qwen, but one is weight conversion at load time and the other is gradient averaging during training." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "LoRA gradient-checkpointing effectiveness vs missing supports_gradient_checkpointing flag; related theme, different bug." + "reason": "Related to gradient checkpointing, but one is PEFT LoRA behavior and the other is a missing flag on a trust_remote_code variant." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Both mention shape errors, but the model/training contexts and exact mismatches are different." + "reason": "Different symptoms and code paths: custom trainer signature mismatch vs tensor-mask shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 weight-loading failure pattern across Qwen3 family variants; likely one loader regression." + "accept": false, + "reason": "Both are ZeRO-3 load failures, but they affect different Qwen variants and the titles point to different missing-weight failures." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different models; too little evidence of a shared root cause." + "reason": "Both are checkpoint/model loading issues, but for different architectures with no shared concrete bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer failures: bad Voxtral error message vs est-roberta tokenizer loading breakage." + "reason": "Both are tokenizer loading issues, but the reported failure modes and models are different." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Unrelated: RLHF gradient explosion/SDPA fallback vs flash_attention s_aux=None crash." + "reason": "RLHF gradient explosion from 3D position_ids is unrelated to the flash_attention s_aux=None crash." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video regressions, but the affected models and reported failures differ enough to avoid merging." + "reason": "Both involve Qwen video regressions, but one is a broad v5.3 video-input regression and the other is a specific StopIteration path." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same generic error shape, but different reports and likely different underlying causes." + "accept": true, + "reason": "Same generic mask-shape mismatch error; the numeric dimensions differ, but the failure mode is the same." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different subsystems: DeepSpeed training error vs image processor segmentation-map failure." + "reason": "DeepSpeed training weight-dimension error is unrelated to void segmentation-map processing." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the accepted soft-edge pairs are conservative and supported by the titles: the docs regression pair, the `_is_hf_initialized` init-empty-weights regression, the Qwen3 ZeRO-3 weight-loading pair, and the training-loss double-shift pair. The false verdicts also read appropriately cautious given only the available evidence." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough to look mergeable as the same bugfixes. I don\u2019t see an overstatement that rises above the available evidence." }, "evaluator_used": true, "retried": false, @@ -1828,7 +1879,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:36010", "issue:38175", @@ -1900,14 +1951,14 @@ "issue:44560|issue:45685", "issue:42617|issue:43366", "issue:43550|issue:44910", - "issue:44560|issue:44918", "issue:36010|issue:42915", + "issue:44560|issue:44918", "issue:44683|issue:46515", "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", - "issue:38175|issue:43994", "issue:44560|issue:44805", + "issue:38175|issue:43994", "issue:45672|issue:46899", "issue:43632|issue:45834", "issue:44877|issue:45030", @@ -1916,20 +1967,20 @@ "issue:42491|issue:43720", "issue:44661|issue:44805" ], - "prepared_review_unit_hash": "57c57bfc0ad08b2db0944f78527dec842176923827c2dd08b150602b5beecba4", + "prepared_review_unit_hash": "8e6a618ceadaa8542948cd79dfbf5e847add2baebc5791786f3eb79663f6721f", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38360, + "serialized_chars": 38358, "estimated_input_tokens": 9590, "estimated_eval_tokens": 19436 }, @@ -1938,228 +1989,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: one clear duplicate pair around custom model initialization, one likely duplicate pair around SIGLIP2 output corruption, and many unrelated model-specific regressions.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43632 is the broadest representative of the loading/initialization regression subgroup, centered on the Transformers v5 `_is_hf_initialized` breakage; the other nearby reports are either more specific variants or unrelated.", + "summary": "This cluster is mostly heterogeneous and should not be merged wholesale. Only two pairs look like true duplicates: the Transformers 5 custom-model initialization regressions, and the SigLIP2 broken-output reports.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43646 is the broadest and clearest umbrella for the custom-model initialization regression in Transformers 5, covering the nearby init-related reports better than the narrower flag-specific issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the best umbrella issue in this set because it captures the main cross-cutting Transformers v5 model-initialization regression theme, even though the overall cluster contains many unrelated bugs.", + "best_issue_reason": "issue:43646 is the best representative issue overall because it states the core regression most generally and can absorb the closest duplicate-style reports around custom model initialization.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different failures: Qwen3.5 PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + "reason": "Different model families and failures: Qwen3.5 cache/path crash vs NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading-related, but one is NemotronH checkpoint loading and the other is Sam3Model text-encoder weights not loading; not the same bug." + "reason": "Both are model-loading failures, but they involve different models and different code paths." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support request vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "Unrelated bugs: GGUF architecture support vs a Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both mention tokenizer/model loading, but the affected models and symptoms differ; no clear shared code-path." + "reason": "Both concern tokenizer loading, but the models and failure modes differ." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated: GGUF architecture support vs Qwen3-MoE sliding_window behavior." + "reason": "Completely different issues: GGUF support vs Qwen3-MoE sliding-window behavior." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different Qwen model bugs: temporal position-id scaling vs uninitialized inv_freq after meta materialization." + "reason": "Both involve embeddings/position-related internals, but they are different models and distinct bugs." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Deepspeed Zero3/BertModel index error is not the same as a general torch 2.4.1 incompatibility report." + "reason": "Different root causes: Zero3 BertModel init crash vs a torch version incompatibility report." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: track leakage in batched inference vs empty-transcription generation failure." + "reason": "Both are audio bugs, but one is batched track leakage and the other is empty-transcription generation failure." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: GGUF support for gpt-oss vs missing Float8 storage during loading." + "reason": "No shared underlying bug; one is GGUF architecture support, the other is a float8 storage issue." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is FSDP2 shared_kv_states rebuild and the other is device_map forward mismatch; different problems." + "reason": "Same model family, but different concrete bugs: per-layer shared_kv_states handling vs device placement mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Specific Zero3/BertModel index error is not the same as a generic torch version incompatibility." + "reason": "Different failures: Zero3 BertModel init index error vs general torch 2.4.1 incompatibility." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different root issues: Qwen3Moe FP8 failure vs meta-device loading regression." + "reason": "Different code paths: FineGrainedFP8Config failure vs meta-device loading regression." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index error are unrelated." + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-input indexing." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to meta-device loading breakage." + "reason": "Import error for a specific VL class is not the same bug as meta-device loading breakage." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model families and symptoms: Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration." + "reason": "Different models and symptoms: image preprocessor dtype mismatch vs video embedding StopIteration." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying bug: Transformers 5.0.0 breaks custom model initialization; the notebook-specific report is just a more specific instance of the general issue." + "reason": "Same underlying Transformers 5 custom model initialization regression; 43646 is just the broader report." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve Qwen3.5/cache behavior, but one is a Flash Attention position_ids crash and the other is a static-cache slice arithmetic issue; not the same bug." + "reason": "Both involve attention/cache internals, but the Qwen3.5 flash-attn crash and static-cache arithmetic bug are distinct." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated: Qwen3-vl embedding video StopIteration vs MPS histogram support for MoE integers." + "reason": "No underlying match: Qwen3-vl video handling vs MPS histogram support for Int tensors." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime problem is unrelated to GGUF gpt-oss support." + "reason": "Unrelated: 3d_parallel.py runtime issue vs GGUF model-architecture support." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and code paths: Bamba SDPA torch.compile failure vs Qwen3.5 Flash Attention memory access crash." + "reason": "Different bugs in different models: SDPA/torch.compile on Bamba vs Qwen3.5 position-id handling in flash attention." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Both are Qwen-related, but one is video embedding StopIteration and the other is TRL SFT unpacking failure; not the same defect." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 loading." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + "reason": "Both are Qwen3.5-related, but one is a video StopIteration and the other is SFT embedding unpacking." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Torch>=2.9 flex_attention compilation failure is the opposite end of the version spectrum from a torch 2.4.1 incompatibility report." + "reason": "Torch version issues, but one is compiled flex_attention on >=2.9 and the other is incompatibility with 2.4.1." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but on different model families and likely different fixes; not the same underlying bug." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate tokenizer code paths." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 PLE device mismatch is unrelated to a generic torch version incompatibility." + "reason": "Gemma4 device-map forward mismatch is unrelated to a generic torch 2.4.1 incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Add-new-model-like / tokenizer mapping issue is unrelated to Gemma4 device placement during forward." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": true, - "reason": "Likely the same SIGLIP2 regression: both report incorrect/nonsensical outputs for google/siglip2-base-patch16-224." + "reason": "Different bugs: tokenizer-mapping model insertion failure vs Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different Qwen3-vl/OCR-related errors with distinct symptoms and no shared concrete code-path." + "reason": "No shared code path; video StopIteration is not the same as a mask-shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 model regression: one reports zero probabilities, the other nonsensical outputs through AutoModel/pipeline." }, { "left": "issue:45672", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4 multimodal quantization issues, but one is torch.finfo on uint8 audio modules and the other is unsafe dtype casting in embedders; too different to merge." + "reason": "Both are Gemma4 audio/vision quantization issues, but they involve different failing paths and symptoms." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Broad v5 initialization regression and Kosmos2.5 long-OCR index error are unrelated." + "reason": "Transformers 5 init-flag regression is unrelated to Kosmos2.5 long OCR indexing." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config loading/validation, but they affect different model configs and do not clearly share the same bug." + "reason": "Both are config-validation related, but they concern different models and separate validation failures." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/BertModel index error is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." + "reason": "Zero3 BertModel training crash is unrelated to add-new-model-like/tokenizer mapping logic." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: deepspeed zero3 init index error vs new-model helper rejection in tokenizer mappings." + "reason": "Distinct problems: Zero3/Bert index error vs tokenizer-mapping helper failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA/hf4.x compatibility and BitNet packed-weight loading are separate issues." + "reason": "Different regressions: Qwen3 MoE LoRA loading on hf5.x vs BitNet packed-weight loading in accelerate." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping helper failure is unrelated to the shape-mismatch index error." + "reason": "Tokenizer-mapping helper failure is unrelated to the mask/tensor shape IndexError." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative: it identifies the clear custom-model-init duplicate pair, treats the SIGLIP2 pair as likely rather than certain, and does not overclaim the many unrelated issues as related. The soft-edge rejections are also generally cautious and defensible from the titles alone." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the cluster as mostly heterogeneous, flags only the two strongest duplicate-style pairs, and the negative pairwise judgments generally distinguish different models or code paths rather than overclaiming duplication. The canonical choice of issue:43646 is also supported by the titles as the broader custom-model initialization report." }, "evaluator_used": true, "retried": false, @@ -2178,7 +2229,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:38175", "issue:39692", @@ -2242,8 +2293,8 @@ "issue:45313|issue:45357", "issue:45507|issue:46468", "issue:43644|issue:43645", - "issue:39692|issue:43994", "issue:43257|issue:43854", + "issue:39692|issue:43994", "issue:44488|issue:44991", "issue:43856|issue:43873", "issue:43854|issue:43931", @@ -2261,20 +2312,20 @@ "issue:44402|issue:44488", "issue:39692|issue:44960" ], - "prepared_review_unit_hash": "9d6f35dae5ae99e5e94f77991d3ea44700af6df3650b3f7bb90b5dc5d2af412d", + "prepared_review_unit_hash": "1e253bea2bf61c2a1e1d5ade41756f30db1e569dd5fe8da24f250aa363368824", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36359, + "serialized_chars": 36357, "estimated_input_tokens": 9090, "estimated_eval_tokens": 18436 }, @@ -2283,207 +2334,207 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "There is one clear duplicate pair in this cluster: the Transformers v5 non-persistent-buffer junk regression. The other soft pairs are conservative rejects because they share only broad themes (model family, loading, quantization, flash-attention, etc.) without the same concrete bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43644 is the earlier report of the same non-persistent-buffer junk regression; issue:44534 restates the same symptom with very similar wording.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. Only a few soft edges look like true duplicates: the non-persistent-buffer regression, the resize_token_embeddings propagation bug, and the training-loss double-shift bug class.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43644 is the cleanest concrete regression in the set and has the strongest duplicate signal (paired with 44534). It is more representative than the very model-specific reports and more actionable than the broader umbrella complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue in this set because it cleanly names the confirmed duplicate regression and is the earlier report in the pair.", + "best_issue_reason": "43644 is the best overall issue candidate because it is specific, reproducible, and clearly maps to a shared code-path bug rather than a vague subsystem complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different problems: dequantized-model load/offload failure vs Strix Halo mmap-related OOM." + "reason": "Both involve offload/memory behavior, but one is a device_map=auto dequantized-model load failure and the other is mmap/OOM on Strix Halo; different bugs." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is an inference/probability bug and the other is a docs example with model/processor mismatch and quantization errors." + "reason": "Same model family, but one reports zero probabilities and the other documents example/model-processor and quantization errors; not the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: Transformers v5 filling non-persistent buffers with junk; titles and symptom descriptions match closely." + "reason": "Near-identical non-persistent-buffer regression titles; same underlying v5 junk-in-buffer bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Same broad Qwen3 area, but different concrete failures and code paths (cuda assert on auto device map vs FineGrainedFP8Config failure)." + "reason": "Both are Qwen3-related, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; different failure modes." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated bugs: Qwen3 MoE FP8 config failure vs Strix Halo mmap/OOM workaround." + "reason": "Quantization/FP8 vs mmap/offload OOM are unrelated code paths." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different models and issues: LoRA/qwen3_moe compatibility across branches vs Gemma4 embedding resize propagation." + "reason": "LoRA qwen3_moe hf4.x/hf5.x compatibility is unrelated to resize_token_embeddings behavior in Gemma4." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and failures: GLM5 issue vs Qwen3.5 flash-attention generation crash." + "reason": "GLM5 and Qwen3.5 flash-attention crashes are different model/code paths." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but they concern different checkpoints and there is not enough evidence they stem from the same code-path bug." + "reason": "Both fail to load specific BERT repos, but the titles do not establish the same root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading issue vs Qwen3.5 TP-plan missing linear_attn entries; different causes." + "reason": "Checkpoint-loading failure for NemotronH is not the same as missing linear_attn entries causing TP errors in Qwen3.5." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading of composite checkpoints and the other is from_config leaving config.dtype stale." + "reason": "One is dtype being ignored on multimodal AutoModelForCausalLM loading; the other is config.dtype staying stale after from_config." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 bugs: ZeRO-3 language_model weight loading vs save_pretrained visual-encoder key regression." + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-key regression are different problems." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failures; no shared code-path bug is evident." + "reason": "Invalid-method calls in GraniteMoEHybrid and a broken Nemotron example are unrelated." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different regressions: buffer initialization bug vs Jupyter custom-model initialization breakage." + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are different regressions." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Same model family, but one is a broken documentation example and the other is a bad AutoModel/pipeline output regression." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash model loading in tests." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash loading in tests." + "reason": "Both are SigLIP2-related, but documentation/example breakage is not the same as nonsensical AutoModel/pipeline outputs." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading regressions, but they affect different models and likely different tokenizer paths." + "reason": "Different repos and different failure surfaces: model loading vs tokenizer loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different symptoms and mechanisms: Qwen3 MoE training memory inefficiency vs quantization offloading failure." + "reason": "Qwen3 MoE training-memory inefficiency and quantization offload not working are related broadly, but not the same concrete bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different load-time failures for different models: GLM-4.7-Flash test loading vs Qwen3-VL weight-shape mismatch." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL shape mismatch are separate model-loading issues." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Unrelated bugs: cross-branch Qwen3 MoE LoRA compatibility vs generic resize_token_embeddings propagation issue." + "reason": "LoRA qwen3_moe compatibility is unrelated to generic resize_token_embeddings propagation." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is training inefficiency and the other is int4 quantization reserved-memory OOM." + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory/OOM." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math bug vs optimizer argument handling; different subsystems." + "reason": "Trainer checkpoint-resume max_steps math and SGD args not being used are unrelated training bugs." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model-specific bugs: qwen3_moe branch compatibility vs t5gemma embedding resize propagation." + "reason": "Qwen3 MoE hf4.x/hf5.x incompatibility is not the same as T5Gemma resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different issues: GLM5 report vs quantized-model save/load breakage with sinq." + "reason": "GLM5 loading and sinq save/load breakage are separate issues." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both affect save/load, but one is extra_state handling and the other is init_empty_weights/_is_hf_initialized compatibility." + "reason": "extra_state handling in save/from_pretrained is different from the unexpected _is_hf_initialized argument in init_empty_weights." }, { "left": "issue:46897", "right": "issue:46901", - "accept": false, - "reason": "Similar training-loss-shift pattern, but they are different model implementations and not clearly the same concrete bug." + "accept": true, + "reason": "Both describe the same training-loss double-shift pattern: labels are shifted incorrectly before computing loss." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions in different model families; not the same underlying bug." + "reason": "Tokenizer pre-tokenizer override in LlamaTokenizer and wrong Granite token IDs are different tokenizer regressions." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Similar API surface, but different model architectures and embedding components; insufficient evidence of one shared bug." + "accept": true, + "reason": "Same resize_token_embeddings bug pattern: embeddings/output heads are not updated correctly across closely related model classes." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are distinct runtime errors." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash_attention, but one is a packed-sequence/position_ids crash and the other is an s_aux=None AttributeError." + "reason": "Flash-Attention illegal memory access on Qwen3.5 due to position_ids is unrelated to sink-less s_aux=None crashes." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different models and symptoms: vocab-size/token mismatch vs model loading failure." + "reason": "Tokenizer vocab-size mismatch in one model is not the same as a model-loading failure in another." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated model families and bugs; only superficial similarity in being model-specific regressions." + "reason": "SigLIP2 example/model issues and GLM5 are entirely different model families and bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The core duplicate call on issue:43644 \u2194 issue:44534 is grounded, but the canonical_issue_reason overstates the evidence by calling 43644 the 'more complete' report. In the packet, 44534 has the longer body length, so completeness is not supported here. The rest of the soft-edge rejections read conservative enough, but this unsupported comparative claim means I can\u2019t accept the summary as written." + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft edges are conservative: 43644/44534 are near-identical, 46897/46901 are clearly the same double-shift training-loss bug class, and 45276/45335 are plausibly the same resize_token_embeddings propagation defect across related model implementations. The rejected pairs are also appropriately cautious and do not overclaim duplicate status from shared model families or broad symptom overlap." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2499,7 +2550,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:36010", "issue:39404", @@ -2553,8 +2604,8 @@ "issue:43425|issue:43957", "issue:41720|issue:44155", "issue:45663|issue:45759", - "issue:43404|issue:43454", "issue:44291|issue:44756", + "issue:43404|issue:43454", "issue:42947|issue:45704", "issue:43873|issue:44387", "issue:44079|issue:46829", @@ -2578,24 +2629,24 @@ "issue:45292|issue:45335", "issue:43645|issue:44164", "issue:42175|issue:43957", - "issue:44402|issue:44451", "issue:43646|issue:43708", + "issue:44402|issue:44451", "issue:44589|issue:44756" ], - "prepared_review_unit_hash": "24780ce2d5060a6333a1dd156e862c60b0ded63649f46703cdccb8545ff9aae7", + "prepared_review_unit_hash": "ece9747e9e055fae90cfdc5ca6936edb5c410dc76187759a28df922f66cb6ca9", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36536, + "serialized_chars": 36533, "estimated_input_tokens": 9134, "estimated_eval_tokens": 18524 }, @@ -2604,204 +2655,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only loosely similar and should remain separate. The only clear duplicate chain is the `resize_token_embeddings` regression affecting output/input embeddings across model variants; everything else looks like distinct bugs.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45292 is the broadest, most generic report of the shared `resize_token_embeddings` bug, and it cleanly subsumes the model-specific variants in 45276 and 45335.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate-like subgroup is the token-embedding resize regression around `resize_token_embeddings` / output embeddings, where one generic report best represents the shared bug.", + "confidence": 0.9, + "canonical_issue_reason": "`issue:45292` is the broadest and most general description of the embedding-resize regression, and it best captures the shared bug behind the duplicate-like `Gemma-4` report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative of the only convincing duplicate cluster here because it states the underlying bug without model-specific narrowing.", + "best_issue_reason": "`issue:45292` is the clearest umbrella issue for the resize-token-embeddings problem and is the best representative of the only convincing duplicate subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are loading-related, but one is a Torch compatibility failure and the other is a `torch.device(\"meta\")` model-loading regression; different root causes." + "reason": "Different failures: torch-version compatibility vs model loading with `torch.device(\"meta\")`." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert during auto device mapping is unrelated to AudioFlamingo batched inference token/embedding leakage." + "reason": "Unrelated bugs: CUDA assert with Qwen3 auto device mapping vs AudioFlamingo batched inference leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 `KeyError` and Qwen multimodal `text_config` unwrapping are different code paths and different failures." + "reason": "Different code paths: Gemma4 FSDP/shared KV state error vs Qwen multimodal `text_config` unwrapping." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Both mention lm_head tying, but they are model-specific reports with different affected architectures and likely different fixes." + "reason": "Unrelated issues: `init_empty_weights` argument handling vs mmap/OOM on Strix Halo." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated problems." + "reason": "Both involve `lm_head` tying, but they are model-specific reports with different model classes and no clear same code path." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is a different bug from T5/apex RMSNorm memory leak." + "reason": "Different problems: LoRA gradient checkpointing behavior vs T5/apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve memory/quantization, but one is offloading behavior and the other is increased reserved CUDA memory under int4." + "reason": "Both touch quantization/offloading, but the concrete bugs differ: offload behavior vs int4 reserved-memory/OOM regression." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment logic is unrelated to VideoPrism's incorrect `hidden_states` field mapping." + "reason": "Different data-structure/output bugs: `ModelOutput` key assignment vs VideoPrism hidden-state field mismatch." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention state bug and Qwen3_5Moe CPU-offload incompatibility are separate issues." + "reason": "Different failures in different layers: Gemma4 training/FSDP bug vs Qwen3_5 MoE rotary embedding CPU-offload incompatibility." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "`init_empty_weights` loading error and MXFP4 quantization fallback are different model-loading regressions." + "reason": "Both are quantization/load issues, but they concern different formats/models and distinct loading failures." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated." + "reason": "Completely different symptoms: import error for `GenerationMixin` vs Whisper pipeline `return_language` regression." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "One is ineffective gradient checkpointing with LoRA; the other is checkpointing not allowed in eval mode." + "reason": "Different gradient-checkpointing issues: ineffective with PEFT LoRA vs unusable in eval mode." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batching leak and Gemma4 PLE device mismatch are not the same underlying bug." + "reason": "Unrelated model bugs: audio batching/token leakage vs Gemma4 PLE device mismatch." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization OOM and Strix Halo mmap OOM are both memory-related but arise from different mechanisms." + "reason": "Different regressions: int4 quantization memory growth vs mmap-induced OOM on Strix Halo." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and Strix Halo mmap disablement target different failure modes." + "reason": "Different loading/resource issues: `torch.device(\"meta\")` model loading vs mmap/OOM behavior." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config and Gemma4 FSDP2 attention state rebuilding are unrelated." + "reason": "No shared underlying bug: SwitchTransformers sparse-layer config vs Gemma4 FSDP shared state handling." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the broken official Nemotron example are separate reports, not one concrete bug." + "reason": "Both Nemotron-related, but one is checkpoint loading and the other is an example script failure; not the same concrete bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both describe the same `resize_token_embeddings` propagation failure; 45276 is the Gemma4-specific manifestation of the broader 45292 bug." + "reason": "Clear duplicate-like match: both report `resize_token_embeddings` failing to propagate updates to embeddings/output embeddings in Gemma4 / related models." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Qwen VL video-input regression and strict config loading for granite_speech are different subsystems and different bugs." + "reason": "Different regressions: video-input handling in Qwen VL models vs strict config blocking `granite_speech`." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction is unrelated to RLHF NaNs from 3D position_ids and SDPA fallback." + "reason": "Gradient-checkpointing failure in eval mode is unrelated to RLHF NaNs from 3D position IDs / SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` save/load handling and Strix Halo mmap OOM do not share the same root cause." + "reason": "Different save/load vs memory-management problems." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are both tokenizer-adjacent but distinct bugs." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 KeyError are separate implementation issues." + "reason": "Different subsystems: flash-attention integration crash vs Gemma4 training/FSDP issue." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test loading of GLM-4.7-Flash and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Separate issues: unit-test model loading failure vs regression in `save_pretrained` checkpoint correctness." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation from `save_pretrained` is a different issue than loading the wrong custom module after saving." + "reason": "Both involve custom-model save/load, but one is about permissions propagation and the other about loading the wrong custom module." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Both are the same embedding-resize regression: 45292 is the generic output-embedding report and 45335 is the decoder-embedding variant." + "accept": false, + "reason": "Related theme, but not the same concrete bug: generic output embedding resize vs `t5gemma` decoder embedding propagation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to `extra_state` save/from_pretrained handling." + "reason": "Different custom-model problems: Jupyter notebook initialization breakage vs `extra_state` save/load handling." }, { "left": "issue:42175", "right": "issue:43957", "accept": false, - "reason": "Missing TensorFlow in the torch extra and meta-device model-loading failures are unrelated." + "reason": "Unrelated backend packaging issue vs model loading with `meta` device." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are different bugs." + "reason": "Different areas entirely: custom model initialization regression vs Trainer resume/max_steps calculation." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Custom model initialization regression and `resume_from_checkpoint` max_steps calculation are unrelated." + "reason": "Different tokenizer/model-loading issues with no shared code path." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are different low-level problems." + "reason": "Unrelated low-level storage-type error vs mmap/OOM behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only supported duplicate cluster is the resize_token_embeddings trio around 45292/45276/45335, and the other pair rejections are appropriately cautious." + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly unrelated, and it identifies `issue:45292` as the best generic representative of the resize-token-embeddings subgroup. The soft-edge verdicts are conservative overall, with the notable resize-related pair handled appropriately and no obvious overstatement beyond the evidence." }, "evaluator_used": true, "retried": false, @@ -2820,7 +2871,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:36032", "issue:39404", @@ -2890,8 +2941,8 @@ "issue:43906|issue:44530", "issue:43994|issue:44079", "issue:44265|issue:44898", - "issue:36032|issue:43452", "issue:46050|issue:46326", + "issue:36032|issue:43452", "issue:44164|issue:45759", "issue:39404|issue:44912", "issue:43906|issue:46326", @@ -2905,14 +2956,14 @@ "issue:43632|issue:47050", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "2d55080040718aa84e31238e8de0321881a572fac0eb3ee92f0dbf0e3b2571d7", + "prepared_review_unit_hash": "1af0da6cf97a123081be40db683fbe34b315122ea42c8aee6c1f6cc654741369", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, @@ -2927,204 +2978,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by unrelated Transformers v5 regression reports across different model families and subsystems. The soft pairs mostly share only broad symptom words (tokenization, dtype mismatch, loading, docs, or training loss), not a clearly identical bug or patch target, so they should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45812 is the strongest representative because it is a concrete, high-signal v5 regression with a clear user-facing failure mode and broad impact within one subsystem (tokenization), unlike the more generic or model-specific reports elsewhere in the cluster.", + "summary": "These items are mostly separate Transformers v5 regressions and model-specific bugs, not true duplicates. I would keep one broad model-loading regression as the representative issue and reject all soft-edge pair merges.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43611 is the broadest, most reusable representative of the set: a clear Transformers v5 model-loading regression with generic impact, unlike the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best overall issue to anchor this cluster: it is specific enough to be actionable, clearly describes a regression, and is more representative than vague umbrella reports or one-off model loading errors.", + "best_issue_reason": "issue:43611 best captures the common triage theme here and is the most general user-facing regression among mostly narrow, unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Both describe a training-loss label-shift bug, but they are for different model families and lack evidence of the same shared implementation path." + "reason": "Same symptom pattern, but different models and no evidence of one shared code path." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is a Torch compatibility complaint, the other is a dtype mismatch in a specific model under autocast; the failure modes and code paths are different." + "reason": "Torch incompatibility and autocast dtype mismatch are different failure modes." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in slow tokenizer conversion vs a CodeLlama encode/decode spacing bug; these are unrelated tokenizer issues." + "reason": "Performance regression in tokenizer conversion is unrelated to CodeLlama round-trip tokenization." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is a correctness regression; slow convert_tokens_to_ids is a performance regression, not the same bug." + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are distinct tokenizer bugs." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language and a generic tokenization-change report are not the same concrete failure." + "reason": "Whisper pipeline language handling is not the same as a general tokenization regression." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and a compiler template-node error are different subsystems and different root causes." + "reason": "Qwen3.5 cache group-type crash and template compilation error are different code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve v5 loading behavior, but one is base_model_prefix loading and the other is custom model init in notebooks; no shared concrete bug is shown." + "reason": "Generic model-loading base_model_prefix breakage is separate from notebook custom-model initialization." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch incompatibility and multi-GPU device-map failure are different issues; they only overlap at a high level." + "reason": "Torch version incompatibility and multi-GPU device_map failure are unrelated." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline return_language and from_pretrained-inside-classes describe different call paths and different symptoms." + "reason": "Whisper return_language failure is not the same as from_pretrained-in-class inconsistency." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention failure on torch>=2.9 is unrelated to Gemma4 device mismatch in forward." + "reason": "flex_attention compilation on torch>=2.9 is unrelated to Gemma4 device placement at forward time." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility is not the same as the Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Torch compatibility and Mistral-3 dtype mismatch are different bugs." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "These are both broad compatibility complaints, but they target different models and distinct failures." + "reason": "Broad torch compatibility issues do not match a Gemma4 device mismatch bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are regression reports, but one is a video-input model family regression and the other is a tensor-mask shape error; not the same bug." + "reason": "Video-input regression and mask-shape IndexError are different symptoms and likely different fixes." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and compiler template-node errors are unrelated runtime/compiler problems." + "reason": "Missing Float8 storage support is unrelated to template compilation errors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they discuss different pipeline/task deprecations and do not point to one underlying issue." + "reason": "Both are docs-related, but they concern different removed/changed pipeline APIs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an older issue and a PagedAttentionCache crash on Qwen3.5 are different problems." + "reason": "An isolated reproduction and a Qwen3.5 cache crash are not the same bug." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Wrong SigLIP2 outputs and incorrect ModelOutput key assignment are unrelated correctness bugs." + "reason": "Incorrect SigLIP outputs and ModelOutput key assignment are separate issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures via torch_compilable_check and Perceiver interpolation failures involve different code paths and different triggers." + "reason": "torch.export failure with torch_compilable_check is unrelated to Perceiver positional encoding handling." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and gguf_file from_pretrained breakage are separate loading issues." + "reason": "Quantized save/load breakage and mistral_common continue_final_message are different code paths." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Quantization save/load breakage and continue_final_message behavior in mistral_common tokenizers are unrelated." + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file loading failures are unrelated loader bugs." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and from_config text_config unwrapping are different serialization/configuration bugs." + "reason": "extra_state save/load handling is distinct from composite config unwrapping in from_config." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper language return and MXFP4 quantization fallback are unrelated regressions." + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated regressions." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These refer to different tokenizer behaviors and different model stacks; no shared defect is demonstrated." + "reason": "A reproduction of an older issue is not the same as the mistral_common final-message bug." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction errors and tokenizer loading failures for EMBEDDIA/est-roberta are different issues." + "reason": "CamemBERT MLM predictions and EMBEDDIA tokenizer loading are different problems." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is a tokenizer file load issue and the other is a Mistral regex patch crash; not the same bug." + "reason": "Tokenizer loading regression and Mistral regex patch crash affect different tokenizer paths." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device mismatch in forward and Gemma4 multimodal 4-bit dtype-cast breakage are distinct failures." + "reason": "Both are Gemma4, but one is device placement and the other is quantized multimodal dtype casting." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss classification bug and training-loss double-shift bug are both loss-related but not the same underlying defect." + "reason": "Single-label zero-loss classification and ASR training double-shift are not the same bug." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are separate performance/memory issues." + "reason": "Training memory inefficiency in Qwen3 MoE is different from mmap OOM on Strix Halo." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3-VL weight-shape mismatch are both model-loading issues, but with different concrete errors." + "reason": "Qwen3-VL loading breakage and weight-shape mismatch are related only at a high level, not the same concrete issue." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated issues." + "reason": "extra_state handling and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "_is_hf_initialized flag regression and CanineModel fp16 ONNX export dtype mismatch are different bug classes." + "reason": "_is_hf_initialized flag breakage is unrelated to Canine ONNX fp16 attention dtype mismatch." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." + "reason": "Zero3+BertModel IndexError and compiled flex_attention on torch>=2.9 are different failures." } ] }, @@ -3146,7 +3197,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:34567", "issue:36032", @@ -3229,208 +3280,202 @@ "issue:43317|issue:43482", "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "e128507d98f0b61cd5c14a15216d10a2ef8d5aa04560b0f3350029a19252e4e1", + "prepared_review_unit_hash": "178f581a4bbc053b2379a23158d9e6db4051cdebc2872d738c3fff570878a33e", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36751, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated regression reports. The only plausible duplicate pair is the GGUF-loading regression on v5, where one issue is the generic breakage and the other is a model-specific manifestation. No PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43452 is the broadest report of the GGUF loading regression, affecting both AutoTokenizer and AutoModelForCausalLM; it is the best umbrella issue for the related Qwen2.5-GGUF failure.", + "summary": "Mostly a heterogeneous set of unrelated regressions, with one plausible duplicate pair around the audio feature-extraction path. Most other soft links are only broad topic similarity (often model-loading or tokenizer-regression adjacent) and are too weak to merge.", + "confidence": 0.56, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one must be chosen, issue 43646 is the broadest user-facing v5 custom-model initialization regression among the mostly unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the strongest canonical issue candidate because it describes the underlying loading-path breakage in a model-agnostic way and can subsume the more specific GGUF symptom report.", + "best_issue_reason": "Issue 43646 is the best cluster representative because it is a general, high-impact transformers v5 regression affecting model initialization, whereas most other issues are narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different problems: one is a generic zero-loss classification regression, the other is a Florence2 training-loss double-shift bug." + "reason": "Both mention loss-path regressions, but they affect different model families and likely different training-code bugs." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different tokenizer/load paths." + "reason": "Both are model-loading failures, but for different models and with no clear shared concrete code path." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures: ScandiBERT load failure vs a Mistral regex patch crash." + "reason": "Different tokenizer problems: one is a model load regression, the other is a Mistral regex/backend-tokenizer crash." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about junk in non-persistent buffers." + "reason": "Both are transformers v5 regressions, but one is base-model loading and the other is buffer initialization; not the same bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Unrelated issues: tokenizer BPE marker handling vs lm_head weight tying in Mistral3." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated issues." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizers, but one is about AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder output regression." + "reason": "Both involve tokenizer loading/output, but the titles point to different failure modes and different concrete fixes." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Completely different areas: T5 tokenizer method conflict vs Qwen3Moe FP8 config failure." + "reason": "Completely different areas: T5 tokenizer API conflict vs Qwen3MoE FP8 loading." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model-architecture regressions: CLIP structure mismatch vs Sam3 text encoder weights not loading." + "reason": "Different model architecture regressions with unrelated symptoms." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Different codepaths: Mistral multimodal dtype mismatch vs a compilation/template-node error." + "reason": "Image-preprocessor dtype mismatch and template compilation error are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Different bugs in different models: Whisper pipeline return_language vs CamemBERT masked LM predictions." + "reason": "Whisper pipeline language output and CamemBERT masked-LM predictions are unrelated bugs." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "No shared underlying bug: model registration failure vs torch flex_attention compilation on newer torch." + "reason": "Model-registration failure and compiled flex_attention failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Trust-remote-code config field loss is unrelated to PagedAttentionCache's linear_attention crash." + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache crash are different code paths." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload-related, but they target different models and different failure mechanisms." + "reason": "Both are device-placement issues, but they affect different models and mechanisms." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Same broad Qwen family, but distinct concrete failures: FP8 config vs PagedAttentionCache group-type crash." + "reason": "FP8 config failure and linear_attention group-type crash are distinct bugs." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading regressions, but they are different models and not clearly the same underlying defect." - }, - { - "left": "issue:40990", - "right": "issue:43421", - "accept": false, - "reason": "Perplexity regression on a model is unrelated to runtime post-processor updates for special tokens." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Different failures: torch dynamo grouped_mm tracing error vs template-node compilation error." - }, - { - "left": "issue:34567", - "right": "issue:40444", - "accept": false, - "reason": "Trainer token-count tracking and multimodal iterable-dataset failures are unrelated." + "reason": "Both are loading failures, but the model-specific causes are not shown to be the same." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 custom-model regressions, but one concerns buffers and the other model initialization behavior." + "reason": "Both are v5 regressions around custom models, but one concerns non-persistent buffers and the other custom initialization; too broad to merge." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different subsystems: multimodal fine-tuning with iterable datasets vs mistral_common tokenizer behavior." + "reason": "Multimodal iterable-dataset failure and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Apple Silicon allocator warmup error and _is_hf_initialized flag regression are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backend availability issues, but different backends and different failure points." + "reason": "Both concern backend selection, but tensorflow installation omission and tensorflow_text mapping are different backend problems." }, { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "Related audio area, but one is a feature-extractor arg bug and the other is a lower-level fbank feature issue; not clearly the same defect." + "accept": true, + "reason": "Both point to the same audio feature-extraction path; the generic _torch_extract_fbank_features() issue plausibly underlies the unsupported-center-arg crash." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to Jupyter custom model initialization." + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper special-token bugs, but one is decode-API behavior and the other is generation failure on empty transcription." + "reason": "Both are Whisper special-token issues, but one is decode-option handling and the other is empty-transcription generation failure; not clearly the same bug." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Same underlying GGUF loading regression on v5: the generic `gguf_file` breakage matches the Qwen2.5-GGUF load failure." + "accept": false, + "reason": "Both involve GGUF loading, but the titles suggest different loader failures and no shared concrete code path." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different models and likely different tokenizer/load regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-compilation TypeError and GraniteMoE invalid-method call are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different offload/loading problems: dequantized model device_map handling vs Qwen2.5-GGUF version-specific load failure." + "reason": "Dequantized device_map offload failure and GGUF loading failure are different regressions." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different model families and different load/runtime paths; no same-bug evidence." + "reason": "PEFT local-checkpoint loading and mistral_common final-message handling are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The only accepted duplicate pair, issue:43452 vs issue:43482, is reasonably supported by the titles as a generic GGUF loading regression versus a model-specific manifestation. The rest of the verdicts appropriately avoid over-claiming similarity, and there are no PR pairs to assess." + "feedback": "The summary is grounded in the packet: it treats the cluster as mostly heterogeneous, names one plausible audio-feature-extraction duplicate pair, and avoids overclaiming mergeability for the rest. The selected representative/canonical issue is defensible given the titles, and the single accepted soft edge is plausibly the same path while the rejected pairs are conservatively separated by model/failure-mode differences." }, "evaluator_used": true, "retried": false, @@ -3449,7 +3494,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:28530", "issue:34567", @@ -3462,6 +3507,7 @@ "issue:43322", "issue:43377", "issue:43404", + "issue:43425", "issue:43531", "issue:43540", "issue:43632", @@ -3516,222 +3562,229 @@ "issue:43994|issue:44610", "issue:44464|issue:45987", "issue:42915|issue:44291", - "issue:44451|issue:45081", "issue:36032|issue:43742", + "issue:44451|issue:45081", "issue:44008|issue:46899", "issue:44062|issue:44987", "issue:44265|issue:44610", "issue:43322|issue:43540", - "issue:42915|issue:44589", "issue:43632|issue:46821", + "issue:42915|issue:44589", "issue:44479|issue:45325", "issue:43883|issue:44991", - "issue:43089|issue:45987", "issue:43531|issue:44877", - "issue:36032|issue:41720" + "issue:43089|issue:45987", + "issue:36032|issue:41720", + "issue:43425|issue:44403" ], - "prepared_review_unit_hash": "53e3b227ebbee2bae89fb56aeb9a9bcd75629b08d7feb5ed72abb82bc1771b3e", + "prepared_review_unit_hash": "25218393dd919e28cf5d80938bb7f4973604f1881a6edd03701abe57fb195e91", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36004, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a collection of mostly unrelated Transformers bug reports; the soft pairs are mostly same-surface-area but not the same underlying defect, so they should stay separate.", - "confidence": 0.65, - "canonical_issue_reason": "Issue 43646 is the broadest, most central regression-style report in the set: Transformers v5 breaking custom model initialization. It is a reasonable anchor for the cluster\u2019s general v5/model-init breakage theme.", + "summary": "These issues are mostly unrelated, model-specific or version-specific regressions in Transformers rather than duplicates of one bug. The closest subcluster is the v5/custom-initialization/_is_hf_initialized family, but even there the reports describe different failure modes.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43632 is the best representative of the only coherent mini-cluster here: a broad Transformers v5 regression around `_is_hf_initialized` and model initialization. It is the most root-cause-oriented title among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best standalone representative because it describes a general, high-impact API break rather than a model-specific symptom.", + "best_issue_reason": "43632 is the strongest single issue to anchor triage because it describes the core regression most broadly and could plausibly subsume nearby initialization reports, even though the rest of the set is not duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is a chat-template sampling-rate default bug and the other is a batching/padding-mask encoder mismatch." + "reason": "Both are audio-related, but one is a processor sampling-rate default bug and the other is a MIMI batching/padding-mask mismatch; different code paths." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both involve xLSTM training, but they describe different failures: multiple bugs for small models vs a train-mode unpacking crash." + "reason": "Both are xLSTM, but one is a trio of training bugs for smaller models and the other is a train-mode unpacking crash; not the same underlying defect." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading errors, but they affect different models and different code paths." + "reason": "One is a missing model attribute for Molmo tied-weights logic; the other is a tokenizer/model load failure for a specific BERT checkpoint." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "No concrete overlap beyond generic runtime failure; different models and different device-mapping behavior." + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated bugs." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "One is about noisy loading messages, the other is a tokenizer regex patch crash; not the same bug." + "reason": "Noise while loading a transformer is not the same as the Mistral regex patch crash; different symptoms and paths." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization corruption." + "reason": "Both are Transformer v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization; distinct failures." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both concern custom/remote-code model initialization, but the failures are different: notebook-defined custom models vs missing config_class on remote-code models." + "reason": "Notebook/custom-model init regression and remote-code `config_class` missing are different initialization/loading problems." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Different subsystems: fine-grained FP8 Qwen3Moe failure vs a template compilation TypeError." + "reason": "Qwen3MoE FP8 config failure is unrelated to the template-node compilation error." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen3.x multimodal regressions, but one affects hidden states and the other rope-index scaling for still images." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are different model-specific issues." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both involve audio codecs, but one is padding-mask batching and the other is DAC latent decoding mismatch." + "reason": "Both are audio-model correctness bugs, but one is padding-mask batching and the other is DAC latents/STE mismatch." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is an actual model tying bug and the other is device-dependent serialization inconsistency." + "reason": "One is untied lm_head weights in Mistral3; the other is inconsistent serialization of tied weights. Related theme, not the same bug." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different loading failures: one is a version-specific model load failure, the other is a Mistral tokenizer regex patch crash." + "reason": "A checkpoint load failure and a Mistral tokenizer regex patch crash are different issues." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Completely unrelated training-state bugs: early stopping metric selection vs token-count tracking." + "reason": "Early-stopping metric selection and `num_input_tokens_seen` not updating are unrelated trainer bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different components and symptoms: bad AutoModel/pipeline outputs vs processor image-size mismatch." + "reason": "SigLIP2 model/pipeline output corruption and OmDet-Turbo processor size mismatch are separate problems." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "One is chunked-generation inconsistency with compiled forward; the other is a cache-length return-type contract issue." + "reason": "Chunked generation inconsistency under compilation and `StaticCache.get_seq_length()` returning a tensor are different code paths." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both touch loading/initialization, but one is Qwen3Moe FP8 and the other is init_empty_weights/_is_hf_initialized compatibility." + "reason": "FP8 config failure and `init_empty_weights` unexpected `_is_hf_initialized` argument are not the same bug." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Different tokenizer-loading failures; no evidence they share the same root cause." + "reason": "T5 tokenizer special-token conflict and MobileLLM key-error loading are unrelated loading failures." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model issues: T5 tokenizer API conflict vs a key error loading a specific model." + "reason": "ScandiBERT loading failure and Mistral regex patch crash are separate model/tokenizer issues." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma multimodal issues, but one is a forward variable collision and the other is unsafe dtype casting under 4-bit quantization." + "reason": "Gemma3n variable-name collision and Gemma4 4-bit dtype-cast breakage are different multimodal bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer construction bug vs model-loading regression; not the same underlying defect." + "reason": "AddedToken keyword duplication and loading a specific checkpoint are unrelated tokenizer/model-loading errors." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Export/compilation failure from torch_compilable_check is unrelated to OmDet processor image-size mismatch." + "reason": "torch.export failure with `torch_compilable_check` is not the same as the OmDet processor/model-size mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal failures: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." + "reason": "Llava Next segfault on load and Qwen3OmniMoe video processing ValueError are different multimodal failures." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Different low-level failures: FP8 config handling vs missing Float8 storage type." + "reason": "`_is_hf_initialized` flag regression and TimesFM `window_size` attribute error are unrelated." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Both are v5-era regressions, but one is the _is_hf_initialized flag and the other is a TimesFM window_size attribute error." + "reason": "Qwen3MoE FP8 config failure and missing Float8 storage type are different low-level issues." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related Qwen VL family, but one is a video-input regression and the other is still-image position-id scaling." + "reason": "Both involve Qwen VL/video-temporal logic, but one is a broad video-input regression and the other is still-image temporal position scaling; not the same concrete bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Both are loading/tokenizer-adjacent, but they are different models and different error modes." + "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Generation performance overhead is not the same as an incorrect cache-length return type." + "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict-config loading are separate issues." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "No shared bug mechanism; sliding-window behavior and strict config validation are unrelated." + "reason": "Generation performance overhead and a cache-length type mismatch are not the same defect." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method conflict and multi-GPU Qwen device-map crash are unrelated." + "reason": "Tokenizer-load method conflict and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy transformer loading are different classes of bug." } ] }, @@ -3753,7 +3806,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:33666", "issue:35707", @@ -3766,7 +3819,6 @@ "issue:43317", "issue:43381", "issue:43421", - "issue:43425", "issue:43482", "issue:43525", "issue:43531", @@ -3806,30 +3858,29 @@ ], "soft_pairs": [ "issue:45216|issue:45357", - "issue:43425|issue:44403", - "issue:44991|issue:46315", "issue:40444|issue:45325", "issue:43296|issue:43531", + "issue:44991|issue:46315", "issue:43716|issue:46899", "issue:43611|issue:44534", "issue:44220|issue:44683", "issue:44403|issue:44991", - "issue:45812|issue:46491", - "issue:42796|issue:43746", "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", "issue:43632|issue:44756", "issue:33666|issue:40444", "issue:43792|issue:44589", "issue:40990|issue:44811", - "issue:42796|issue:46710", "issue:44291|issue:44589", + "issue:42796|issue:46710", "issue:35707|issue:40444", "issue:43482|issue:43525", "issue:44079|issue:45663", "issue:43531|issue:44291", "issue:43421|issue:44568", - "issue:41720|issue:45081", "issue:42175|issue:45542", + "issue:41720|issue:45081", "issue:43482|issue:45538", "issue:44079|issue:44534", "issue:43317|issue:43856", @@ -3837,230 +3888,221 @@ "issue:43296|issue:46821", "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "0d7a09e13ff5d474683eff1edce4427373aeec342184cc8b1b483404b4f53841", + "prepared_review_unit_hash": "21ec5b9de17b7bc8d162e6fd9d66bc377711f0f5472f50cce6c17c202293b48f", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36961, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36128, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports. The only clear duplicate-like pair is the Qwen3.5 save_pretrained regression, where the later report appears to be the same checkpoint/key corruption issue resurfacing.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45216 is the clearest concrete regression and has the strongest duplicate-style overlap with issue:45357 about Qwen3.5 save_pretrained producing incorrect checkpoint contents.", + "summary": "This cluster is mostly a loose collection of model-specific Transformers v5 regressions and tokenizer/loading bugs. The items share broad theme similarity, but not a single underlying defect, so the soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43646 is the best broad representative because it describes a general Transformers v5 custom model initialization regression, which fits the largest family of nearby init/load failures in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative issue because it is specific, regression-focused, and has the clearest evidence of a same-bug follow-up in the set.", + "best_issue_reason": "issue:43646 is the most suitable cluster anchor: broad, regression-oriented, and closer to the common v5 initialization/loading theme than the more narrow model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; both report incorrect saved checkpoint/visual encoder keys in v5.x." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch 2.10 compatibility failure vs noisy load logging; different bugs." - }, - { - "left": "issue:44991", - "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure vs slow convert_tokens_to_ids regression; related area but different concrete problems." + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is about overall checkpoint correctness and the other about visual encoder key names; related area, not clearly the same bug." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is dataset/mult-image finetuning failure and the other is a rope/indexing bug." + "reason": "Different multimodal problems: iterable multi-image finetuning failure vs Qwen2.5-VL rope/position_id scaling bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; unrelated." + "reason": "Both involve model loading/runtime behavior, but one is PaddleOCR-VL vLLM loading and the other is Qwen3-MoE sliding_window handling; not the same defect." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is a specific tokenizer load failure and the other is a performance regression in convert_tokens_to_ids." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Different multimodal dtype issues on different models and code paths; not the same bug." + "reason": "Both are multimodal dtype issues, but they affect different models and code paths; not enough evidence of one shared bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions during model loading, but one is base_model_prefix handling and the other is buffer initialization; not the same defect." + "reason": "Both are v5-related loading regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct mechanisms." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention torch-version issue; unrelated." + "reason": "Different features and failures: _torch_extract_fbank_features vs compiled flex_attention on newer torch." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic load noise vs tokenizer loading failure; different symptoms and fixes." + "reason": "One is noise/logging during load, the other is tokenizer loading failure for a specific model; not the same bug." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is CodeLlama round-trip spacing; not the same issue." + "reason": "Gradient checkpointing eval-mode behavior and missing supports_gradient_checkpointing flag are related only at a high level, not the same issue." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling vs PEFT/local-checkpoint loading for GraniteSpeech; unrelated." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated subsystems." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation vs missing supports_gradient_checkpointing flag; different code paths." + "reason": "Both concern tokenization regressions, but one is wrong Granite token IDs and the other is CodeLlama space stripping; different tokenizers and symptoms." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "HF initialization flag regression vs mmap/OOM workaround; unrelated." + "reason": "_is_hf_initialized flag behavior and mmap/OOM on Strix Halo are unrelated runtime problems." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Qwen2-VL multi-GPU training vs Qwen2.5-VL multi-image dataset failure; both VL training, but not the same bug." + "reason": "Both are Qwen2-VL/Qwen2.5-VL training topics, but one is generic multi-GPU training and the other is an iterable multi-image finetuning failure." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper run failure vs Float8 storage lookup error; different failures." + "reason": "Whisper loading/runtime failure and missing Float8 storage are distinct environment/runtime issues." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on GPT-OSS vs Whisper batch_decode special-token handling; unrelated." + "reason": "WikiText perplexity on gpt-oss and Whisper batch_decode skip_special_tokens are unrelated." }, { - "left": "issue:42796", - "right": "issue:46710", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer marker bug vs accuracy regression on a different model; not the same change." + "reason": "Both mention transformers v5/init loading, but one is unexpected _is_hf_initialized argument and the other is a missing Float8 storage type; different root causes." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument issue vs missing Float8 storage object; different bugs." + "reason": "Tokenizer BPE-marker bug vs downstream accuracy regression on a specific distilled model; no concrete shared code path." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values vs multi-image finetuning failure; unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable fine-tuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure vs Llama4Config pad_token_id attribute error; different models and failures." + "reason": "Qwen2.5-GGUF loading with transformers v5 and Llama4Config missing pad_token_id are separate model/config compatibility issues." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuild are different implementation bugs." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs init_empty_weights argument bug; not the same problem." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized argument errors are not the same bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor update bug vs add_special_tokens BOS/EOS regression; similar area but different concrete failure." + "reason": "Runtime post-processor updates for special tokens and missing BOS/EOS insertion are related to tokenizers but not the same failure." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Auto device mapping cudaErrorAssert vs Mistral regex patch tokenizer crash; unrelated." + "reason": "TensorFlow missing from backend when installing torch extras is different from tensorboard-only installation causing undefined tf backend error." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow backend in torch-only install vs tensorboard-without-TF backend error; different packaging paths." + "reason": "Qwen3 auto device_map cuda assert and Mistral regex patch crash are unrelated model loading failures." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure vs CLIPTokenizer max_length default bug; unrelated." + "reason": "GGUF loading failure and CLIPTokenizer max length constant are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping vs non-persistent buffer junk values; different internals." + "reason": "ModelOutput key assignment and non-persistent buffer junk initialization are distinct core library regressions." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "device_map=auto dequantized-model offload failure vs Qwen3 MoE memory usage regression; not the same bug." + "reason": "Dequantized model offload loading failure and Qwen3 MoE training memory inefficiency are different problems." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs wrong Granite token IDs; different tokenizer regressions." + "reason": "Tokenizer.json precedence and Granite token ID regression are both tokenizer-related, but not the same concrete issue." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure vs TimesFM window_size AttributeError; unrelated." + "reason": "PaddleOCR-VL model loading in vLLM and TimesFM window_size AttributeError are different model APIs and code paths." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 loading regressions, but one is base_model_prefix handling and the other is custom model initialization; too broad to merge as one bug." + "reason": "Both are Transformers v5 loading/init regressions, but they target different mechanisms: base_model_prefix handling vs custom model initialization." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted 45216\u219445357 pair is well supported by the titles, while the rejected pairs are mostly distinct bugs with appropriately cautious reasoning." - }, - "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 }, @@ -4075,7 +4117,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:34634", "issue:35707", @@ -4131,8 +4173,8 @@ "issue:42175|issue:43296", "issue:43377|issue:45491", "issue:43644|issue:44079", - "issue:40444|issue:45381", "issue:43818|issue:46402", + "issue:40444|issue:45381", "issue:43818|issue:45357", "issue:45325|issue:45834", "issue:44265|issue:45072", @@ -4144,8 +4186,8 @@ "issue:42915|issue:43482", "issue:44291|issue:44877", "issue:43701|issue:45325", - "issue:42796|issue:45381", "issue:43873|issue:45701", + "issue:42796|issue:45381", "issue:40990|issue:45584", "issue:43606|issue:44265", "issue:44479|issue:45823", @@ -4158,223 +4200,223 @@ "issue:41720|issue:45823", "issue:43454|issue:43550" ], - "prepared_review_unit_hash": "a6239947f8ec760c93c054f340644e850f3b1a16fd364098623e06130f1b1a93", + "prepared_review_unit_hash": "6d79b12720f18d88e3a13854dd51191992faa77e4571072f4b5a35bf1461ce8c", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36926, - "estimated_input_tokens": 9232, - "estimated_eval_tokens": 18720 + "serialized_chars": 36929, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but two soft-related subthreads stand out: the SigLIP2 implementation/output regression pair and the Qwen2.5-VL visual position-id/rope-index regression pair. Those matches look like the closest counterparts in the packet, but they should be treated as likely related rather than confirmed duplicate identities.", - "confidence": 0.78, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items span unrelated bugs. If a representative issue is needed, issue:43493 is the best closest counterpart for the SigLIP2 subthread because it describes the root implementation discrepancy behind the downstream bad outputs seen in 43994.", + "summary": "The set is mostly heterogeneous model-loading, tokenizer, multimodal, and training bugs. I found one plausible duplicate pair around SigLIP2 output correctness; the rest do not look like the same underlying bug or change.", + "confidence": 0.61, + "canonical_issue_reason": "No single true canonical duplicate stands out across the whole cluster; if forced, issue 43873 is the best anchor because it is the most broadly scoped, user-facing functional bug and has the most follow-up references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest issue anchor overall: it is concrete and root-cause oriented, and it is the best closest counterpart for the SigLIP2-related reports. issue:45325 is the other strong candidate for the Qwen2.5-VL position-id regression subthread, but it is a separate thread.", + "best_issue_reason": "Issue 43873 is the strongest representative issue in this set: it is open, broadly impactful, and has multiple inbound references, whereas most other items are narrower or clearly orthogonal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation bugs, but they concern different docs/examples and different failure modes; not the same underlying issue." + "reason": "Both are docs problems, but one is about removed pipeline tasks and the other is a broken DIA example; different fixes." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Unrelated problems: backend packaging vs a PaddleOCR-VL load failure." + "reason": "Packaging/backend dependency issue vs a model-load failure in vLLM; unrelated." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both mention batching/padding, but they are different models and different bugs." + "reason": "Both involve batching/padding behavior, but they affect different models and code paths." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different code paths: non-persistent buffer init vs ModelOutput key assignment." + "reason": "Non-persistent buffer initialization bug vs ModelOutput key assignment bug; unrelated." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Same broad model family, but one is finetuning with multiple images and the other is a video position-id regression; not the same concrete bug." + "reason": "Video-LLaVA architecture/loading bug vs Sam3 text encoder weight loading; not the same issue." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Different models and failures: video_tower architecture issue vs text-encoder weight loading." + "reason": "Multi-image finetuning failure vs video position-id regression; different failure modes." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and different save/load bugs; only a broad visual-component theme overlaps." + "reason": "Video tower/temporal-attention issue vs save_pretrained key serialization issue." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both involve position/index logic, but the model, modality, and failure are different." + "reason": "Both mention positional/index logic, but they are different models and different concrete bugs." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different failures in different subsystems: export handling vs dtype mismatch in inference." + "reason": "torch.export/check-related failure vs bfloat16 dtype mismatch; unrelated." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 correctness thread: 43493 describes the HF-vs-JAX implementation discrepancy, and 43994 shows the downstream nonsensical outputs from that bug." + "reason": "Both point to SigLIP2 producing incorrect outputs; one is a JAX-vs-HF discrepancy, the other is a symptomatic nonsense-output report on the same model family." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Likely the same Qwen2.5-VL visual position-id / rope-index bug affecting image/video inputs, though the packet only supports a soft duplicate read." + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; too specific to merge blindly." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training pathologies with different triggers; not the same bug." + "reason": "Different training-loss bugs with different triggers and model scopes." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a model-specific tie failure and the other is a serialization inconsistency." + "reason": "Tied-weight/generation bug vs serialization inconsistency for lm_head.weight; related theme, not the same concrete bug." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Completely unrelated: tokenizer error messaging vs Apple Silicon allocator TypeError." + "reason": "Bad tokenizer error message vs Apple Silicon TypeError in a warmup utility; unrelated." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different quantization/load paths and different models; only a generic loading failure overlaps." + "reason": "Different model-loading/quantization failures for different model families." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different root causes: init_empty_weights argument mismatch vs strict config loading." + "reason": "Unexpected init_empty_weights argument vs strict config rejection; different root causes." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to visual position-id computation." + "reason": "Checkpoint resume key mismatch vs Qwen2.5-VL rope-index scaling bug; unrelated." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are different bugs." + "reason": "Quantization/offloading behavior vs tokenization changes across versions; not the same bug." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Quantized offloading vs version-dependent tokenization are unrelated." + "reason": "Tokenizer BPE-marker handling vs video vision-position-id regression; different layers of the stack." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different models and symptoms: perplexity evaluation vs empty-transcription generation failure." + "reason": "High perplexity on GPT-OSS vs Whisper empty-transcription failure; unrelated." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Different runtime failures: CPU offload device mismatch vs export-time torch_compilable_check issues." + "reason": "CPU offload device mismatch vs torch.export failure with torch_compilable_check; different code paths." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different models and different device-map problems; too broad to be the same bug." + "reason": "Qwen video-input regression vs Gemma4 PLE device-map mismatch; not the same underlying bug." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech checkpoint loading are unrelated." + "reason": "Audio chat-template sample-rate default bug vs GraniteSpeech PEFT checkpoint loading bug; unrelated." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Different failures: autocast dtype mismatch vs missing window_size attribute." + "reason": "Autocast dtype mismatch vs window_size AttributeError; different failures." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Different model behaviors and different failure modes; no shared underlying bug." + "reason": "Progressive generation with inputs_embeds/past_key_values vs CUDA assert under auto device mapping; unrelated." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice preset and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice_preset bug vs generation with inputs_embeds/past_key_values; different functionality." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Both are multimodal/model-usage issues, but they are about different models and distinct bugs." + "reason": "SigLIP2 docs example errors vs Qwen2.5-VL iterable-dataset finetuning failure; unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crashes are unrelated to torch.export exportability." + "reason": "Tokenizer padding/truncation crash vs torch.export failure; unrelated." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and different device-mismatch mechanisms; not the same bug." + "reason": "CUDA assert on A800 for Qwen3 vs Gemma4 PLE device mismatch; different model/runtime issues." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied-weight generation bug and torch.compile SDPA failure are unrelated." + "reason": "lm_head weight tying/generation issue vs Bamba torch.compile SDPA failure; unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level read is mostly grounded, but a few phrases overstate the evidence. In particular, calling issue:43994 a \"true-duplicate counterpart\" of issue:43493 is stronger than the packet supports, since the available material only shows a similar SigLIP2 root-cause/symptom relationship, not an explicit duplicate link. Likewise, the 45325\u219445381 match is plausible but should be described more cautiously as a likely or soft duplicate, not as confirmed same-bug identity. Please soften those claims and keep the anchor language to \"closest counterpart\" / \"likely related\" rather than definitive duplicate wording." + "accept": true, + "feedback": "The summary is grounded in the packet: it stays conservative about the mostly heterogeneous set, and the only accepted soft pair (43493/43994) is plausibly the same SigLIP2 model-implementation bug. The rest of the verdicts do not overclaim duplicates, and the anchor choice of 43873 is supported by its open state and inbound references." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4390,7 +4432,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:26413", "issue:28530", @@ -4473,214 +4515,214 @@ "issue:26413|issue:28530", "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "ee4f1fb3c5d26402a76cf03d9b138ca90310095bef26203c36aae59ba332ef40", + "prepared_review_unit_hash": "301a2cac7bbbf63fb3d0e063c882ae8c8c3afe56eef15e7df54eb2608018a0d9", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36636, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "serialized_chars": 36643, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct transformer/model bugs with only superficial overlap (often the same broad area like offloading, tokenization, or saving/loading). I found no soft pair that is clearly the same underlying bug/change, so all pairwise duplicate links should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the broadest and most centrally referenced issue in the set, with a general offloading/quantization regression theme and the highest inbound-reference count among the candidates.", + "summary": "The set is mostly a collection of unrelated bug reports across tokenizers, quantization/offloading, model loading, and processor shape issues. No soft pair looks like the same concrete underlying bug, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43873 is the broadest and most discussion-heavy report in the only recurring area here (offloading/quantization), so it is the best anchor if a canonical issue is needed, though the cluster overall is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue candidate because it is broad, well-discussed, and likely to capture related offloading/quantization regressions better than the narrower model-specific reports.", + "best_issue_reason": "Issue 43873 has the strongest generality and activity, making it the best overall issue candidate among a set that otherwise spans unrelated model- and tokenizer-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Different models and different failures: CPU-offload device mismatch vs DAC latent/forward mismatch." + "reason": "Both mention load/offload/device behavior, but one is a CPU-offload device mismatch and the other is a DAC latent/STE mismatch; different code paths and symptoms." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE loading/DeepSpeed issue versus a trust_remote_code gradient-checkpointing flag omission." + "reason": "Qwen3 MoE loading under accelerate/deepspeed is unrelated to a missing gradient-checkpointing flag on a trust_remote_code variant." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling bug is unrelated to FP8 inference failure on B200." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated failures." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific BOS/EOS special-token bug and the other is a broad wrong-ID regression across several models." + "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion for a specific tokenizer and the other is wrong token IDs across multiple models; not the same bug." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both involve batched inputs, but they concern different components and different concrete bugs." + "reason": "A batching/padding-mask encoder bug is unrelated to a processor output size mismatch." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-mapping forward crash versus a TimesFM window_size AttributeError; unrelated code paths." + "reason": "Gemma4 device-mapping forward mismatch and a TimesFM window_size AttributeError are different subsystems and failures." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying/serialization problem is not the same as a bfloat16 dtype mismatch." + "reason": "Weight tying serialization and dtype mismatch in inference are different concrete bugs." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window mask off-by-one is unrelated to tokenizer conversion performance." + "reason": "An off-by-one sliding-window mask bug is unrelated to slow convert_tokens_to_ids behavior." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model is not the same bug as PEFT LoRA gradient-checkpointing ineffectiveness." + "reason": "High perplexity on a model/dataset pair is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to Qwen3 MoE fine-grained FP8 loading." + "reason": "A 3d_parallel.py runtime failure and a Qwen3MoE FP8 loading problem are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different vision/input bugs: padding-mask batch mismatch versus incorrect resolution handling in Perceiver." + "reason": "Missing padding-mask support in MIMI and Perceiver non-default-resolution failure are different model-specific bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in one config is unrelated to unwrapping text_config for composite Qwen multimodal configs." + "reason": "A missing pad_token_idx config field is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading, but one is dequantized-model loading and the other is broader quantization/offload behavior; not the same concrete bug." + "reason": "Both involve offloading/quantization, but one is dequantized-model loading with gpu+cpu offload and the other is a broader offloading regression; not the same concrete failure." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different serialization/loading issues: tied lm_head weights versus packed BitNet weights not being unpacked." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are distinct model-loading/serialization bugs." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM-efficient loading failure is unrelated to non-persistent buffers being filled with junk." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different transformer regressions." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two model-loading failures, but for different models and different root causes." + "reason": "Loading failures for two different models do not indicate the same underlying bug." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault when loading Llava Next is unrelated to sinq quantization save/load corruption." + "reason": "Llava Next segmentation fault and sinq save/load breakage are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are severe load-time failures, but for different models and failure modes (cudaErrorAssert vs segfault)." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are different model/device failures." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer signature change bug is unrelated to a parallel script runtime failure." + "reason": "A custom compute_loss signature change and a 3d_parallel.py failure are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Same model family, but different concrete bugs: device-mapping assert versus flash-attention generation failure." + "reason": "Both are Qwen-family issues, but one is a device-mapping assertion and the other is flash-attention generation behavior; not the same bug." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Memory pressure under int4 quantization is not the same as a T5 Apex RMSNorm memory leak." + "reason": "Int4 quantization OOM and an apex FusedRMSNorm memory leak are different memory-related problems." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss keyword argument is unrelated to Qwen3 MoE FP8 loading." + "reason": "Unexpected compute_loss kwargs and Qwen3MoE FP8 loading are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading failure and tokenizer-loading regression are different code paths." + "reason": "Strict config blocking granite_speech loading and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression is unrelated to tokenization changing across versions." + "reason": "A perplexity regression and tokenization changes across versions are not the same concrete bug." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are save_pretrained regressions, but they affect different tensors/keys and likely different fixes." + "reason": "Both concern save_pretrained outputs, but one is lm_head weight serialization/tied weights and the other is incorrect visual encoder keys for Qwen3.5." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Incorrect video batch shape is unrelated to tokenization changes." + "reason": "A batched video-processor shape bug is unrelated to tokenization changes." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Sam3 pixel-decoder dummy Conv2d is unrelated to Sam3 text-encoder weight loading." + "reason": "A dummy Conv2d in Sam3PixelDecoder and missing text-encoder weights in Sam3Model are different parts of the model stack." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different systems and failure modes: auto device-mapping assert versus 3d_parallel script failure." + "reason": "Qwen3 device-mapping assertion and 3d_parallel.py runtime failure are unrelated." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume bug is unrelated to early-stopping metric resolution." + "reason": "resume_from_checkpoint epoch-iterator failure and early-stopping metric lookup failure are separate training-loop bugs." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading regression is unrelated to disabling mmap to avoid Strix Halo OOM." + "reason": "Quantization/offloading problems and disabling mmap on Strix Halo to avoid OOM are different memory-management issues." } ] }, @@ -4702,7 +4744,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:28530", "issue:33666", @@ -4758,14 +4800,14 @@ "issue:46612|issue:46858", "issue:43577|issue:43708", "issue:43550|issue:43720", - "issue:43295|issue:45701", "issue:45685|issue:46821", + "issue:43295|issue:45701", "issue:43646|issue:46665", "issue:44451|issue:47020", "issue:43881|issue:44991", "issue:43526|issue:43883", - "issue:44186|issue:44610", "issue:43550|issue:43606", + "issue:44186|issue:44610", "issue:36010|issue:42617", "issue:43404|issue:45357", "issue:42915|issue:43317", @@ -4774,8 +4816,8 @@ "issue:44734|issue:46858", "issue:44423|issue:45406", "issue:44008|issue:45823", - "issue:41720|issue:45161", "issue:28530|issue:33666", + "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:44464|issue:46858", "issue:42915|issue:46291", @@ -4783,202 +4825,202 @@ "issue:44671|issue:44743", "issue:45632|issue:45684" ], - "prepared_review_unit_hash": "efff030601e9dd4dcb5469a3b985c8c31ff469f2ba2f3d4ecc012d8c99e419d1", + "prepared_review_unit_hash": "6f2ceb64e517e05327e4e71a7a6ed1c930edbc83bf17416d10a32491243dac58", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36301, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated bug reports across training, tokenizers, multimodal processors, generation cache logic, and model loading. The soft overlaps are only superficial; none look like the same underlying bug or change.", - "confidence": 0.89, - "canonical_issue_reason": "issue:46858 is the most concrete, self-contained bug report in the set and is closest to the cache/generation cluster, but there is no true duplicate hub here.", + "summary": "This cluster is mostly a grab bag of Transformers bug reports that only share broad themes like loading, generation, caching, or multimodal regressions. The overlaps are superficial; none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 has the clearest symptom, reproduction, and code-path specificity among these unrelated reports.", + "best_issue_reason": "issue:46612 is the cleanest standalone bug report here: it names a concrete generation failure (beam search cache reorder silently skipped) with a specific affected model class and a clear code path. It is the best representative issue only in the sense of being the most actionable, not because it duplicates the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures: tokenizer/NER padding crash vs dtype mismatch in inference." + "reason": "Different bugs: tokenizer crashes on NER/batched padding vs bfloat16 dtype mismatches in inference." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve generation cache code, but the bugs are different: skipped beam cache reorder vs static-cache seq_length arithmetic on non-CUDA backends." + "reason": "Both involve generation/cache internals, but one is skipped beam-search cache reordering and the other is static-cache seq-length arithmetic under torch.compile." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Unrelated issues: BLIP2 dtype loading vs Trainer resume max_steps calculation." + "reason": "Unrelated failures: BLIP2 dtype stays float32 vs Trainer resume/max_steps math after batch-size changes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different concrete failures: SDPA with torch.compile vs packed weights not unpacked during accelerate loading." + "reason": "Different code paths: torch.compile with SDPA on Bamba vs packed-weight unpacking during accelerate loading for BitNet." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Both are regressions around loading/tokenization behavior, but one is processor.tokenizer access and the other is version-dependent tokenization differences." + "reason": "No shared underlying bug: MPS histogram on Int in MoE vs TimesFM window_size AttributeError." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "No shared bug: MPS histogram support in MoE vs TimesFM window_size attribute access." + "reason": "Both mention tokenization/regression, but one is a processor/tokenizer API break with images and the other is a broader version-dependent tokenization change." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both mention custom loading flows, but one is Transformers 5 custom model init breakage and the other is from_pretrained inside Python classes." + "reason": "Both touch custom model loading, but one breaks model init in v5 and the other is inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Tokenizer loading failures, but for different root causes and model families; not the same underlying issue." + "reason": "Both are tokenizer load failures, but they affect different models and have different root causes." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different failures: glm-4v-9b load error vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different loading problems: glm-4v-9b load failure vs tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Completely different bugs: BEiT reduce_labels output vs missing all_tied_weights_keys on MolmoForCausalLM." + "reason": "Completely different defects: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on MolmoForCausalLM." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Both are preprocessing/processor issues, but one is text/tokenization padding and the other is image size mismatch." + "reason": "Both are runtime/model-execution bugs, but one is a torch.compile SDPA issue and the other is a CPU-offload device mismatch for bark-small." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Different code paths: torch.compile SDPA on Bamba vs CPU offload device mismatch in Bark." + "reason": "Different multimodal/image bugs: LayoutLMv2Tokenizer padding/NER crash vs OmDet-Turbo processor producing the wrong image resolution." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "No meaningful overlap: GenerationMixin import error vs a 3d_parallel.py runtime failure." + "reason": "Unrelated errors: GenerationMixin import failure vs not being able to run 3d_parallel.py." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different model-save/load regressions: tied lm_head weights vs incorrect visual encoder keys." + "reason": "Different regressions in different model families: untied lm_head in Mistral3 vs wrong visual encoder keys saved in Qwen3.5." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both are model-loading/runtime failures, but the causes differ: FP8 config failure vs dequantized model offload failure." + "reason": "Both involve model loading/device setup, but the specific failure modes differ: FineGrainedFP8Config on Qwen3Moe vs dequantized model offload loading." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different model families and failure modes: OmDet-Turbo image-size mismatch vs Perceiver positional encoding failure." + "reason": "Both concern image preprocessing size expectations, but they are different models and different mismatch logic." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "Unrelated: TimesFM window_size AttributeError vs YOLO multi-GPU device-map loading." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both touch cache behavior, but one is KV-cache continuation indexing in serve and the other is seq_length device arithmetic in static cache." + "reason": "Both are cache-related generation bugs, but one is serving KV continuation indexing and the other is static-cache seq-length tensor arithmetic; not the same bug." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal crashes, but the underlying bugs differ: string-to tensor conversion path vs Gemma4Processor missing _tokenizer." + "reason": "Both are serve crashes on multimodal models, but one is a string-to-device conversion crash and the other is a missing _tokenizer attribute." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Same broad Gemma area, but different bugs: variable name collision in Gemma3n vs device mismatch in Gemma4 PLE." + "reason": "Different Gemma-family failures: variable-name collision in forward vs device mismatch with device_map=auto." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Different model-specific runtime issues: Qwen3 auto device-map assertion vs GPT-OSS MoE tensor-parallel behavior." + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Training early-stopping configuration bug vs Qwen2-VL multi-GPU training request." + "reason": "Different parallelization/model issues: cuda assert on A800 with auto device mapping vs tensor-parallel not working for GPT-OSS MoE." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve compiled generation, but one is inconsistent chunked outputs and the other is static-cache sequence-length arithmetic." + "reason": "Both are generation bugs, but one is chunked generation with compiled forward and the other is cache length tensor arithmetic under static cache." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Completely unrelated: FP8 model failure vs kernels package import/version requirement." + "reason": "MoE FP8 model failure and kernels v0.15 import/version-revision requirement are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Different layers and symptoms: Trainer API change in compute_loss vs a CUDA assert in Qwen3 auto device mapping." + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device mapping cuda asserts are different failures." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Distinct model behaviors: CamemBERT masked-LM predictions vs Qwen3.5 recurrent state reset with cache." + "reason": "Different model-specific bugs: CamemBERT masked LM predictions vs Qwen3.5 recurrent-state reset with cache." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Different save_pretrained problems: cache-path collision vs read-only permission propagation." + "reason": "One is a local cache-path collision, the other is read-only permission propagation during save_pretrained/register_for_auto_class." } ] }, @@ -5000,7 +5042,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:28530", "issue:29159", @@ -5070,8 +5112,8 @@ "issue:41720|issue:43746", "issue:43606|issue:43720", "issue:42490|issue:43329", - "issue:45406|issue:45464", "issue:43388|issue:45059", + "issue:45406|issue:45464", "issue:34567|issue:35707", "issue:43531|issue:46821", "issue:43606|issue:43653", @@ -5081,30 +5123,30 @@ "issue:43531|issue:44589", "issue:45759|issue:45859" ], - "prepared_review_unit_hash": "02c50ccfef6a82d78ac5b8adbceb0bdd4b5dadd32fa0f10cfc4e89a20c771014", + "prepared_review_unit_hash": "153a1aa694fa76ad1ea3ecb8a7a11ba9387fa8a003a9f4a12897ba8c5dec243c", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35785, - "estimated_input_tokens": 8947, - "estimated_eval_tokens": 18150 + "serialized_chars": 35783, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues; the soft-similarity pairs share vocabulary but not the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.96, + "summary": "This cluster is a loose lexical bucket of unrelated issues across training, tokenizers, multimodal processors, loading/offload, and docs/config behavior. The soft edges are mostly superficial keyword overlaps, not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -5114,175 +5156,175 @@ "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer/task crashes, but they affect different models and failure modes (LayoutLMv2 NER/padding vs MLuke task AttributeError)." + "reason": "Both are tokenizer failures, but they affect different models and different failure modes (NER/batching crash vs task AttributeError)." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Unrelated problems: Torch 2.10 compatibility vs TimesFM window_size AttributeError." + "reason": "Torch version incompatibility and a TimesFM `window_size` AttributeError are unrelated bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both mention config API behavior, but one is Gemma3TextConfig parity and the other is GPTNeoX rotary_pct reload persistence." + "reason": "Both are config/API issues, but they concern different fields and models (`Gemma3TextConfig` vs GPTNeoX rotary pct reload)." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early-stopping metric selection and image processor void segmentation maps are different subsystems and bugs." + "reason": "Early stopping metric selection and image processor void-segmentation handling are entirely different code paths." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete code path." + "reason": "Qwen3Moe FP8 loading and Llava Next segfault are separate model/loading problems." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS CLIP bus error and progressive generation with `inputs_embeds`/`past_key_values` are not the same bug." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen model families and different from_pretrained/video-loading errors." + "reason": "Both involve Qwen multimodal models, but the errors are different and in different generation/loading paths." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer inconsistencies are too broad here; one is slow-vs-fast parity, the other is a T5 add_special_tokens name conflict." + "reason": "Slow/fast tokenizer inconsistency is distinct from a T5 tokenizer load-time method conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing and Bark voice_preset handling are unrelated processor bugs." + "reason": "ImageProcessor void segmentation maps and BarkProcessor `voice_preset` are unrelated processor bugs." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are different problems." + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are different problems." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 CUDA OOM and tokenization changes across versions are not the same issue." + "reason": "Int4 memory inflation/OOM and tokenization changes across versions do not describe the same issue." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization junk and from_pretrained-in-python-class behavior are unrelated." + "reason": "Non-persistent buffer junk initialization and inconsistent `from_pretrained` inside Python classes are separate behaviors." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen configs, but one is sliding_window on Qwen3-MoE and the other is text_config unwrapping for multimodal configs." + "reason": "Both mention Qwen3/Qwen3.5, but one is sliding-window behavior and the other is config unwrapping for multimodal models." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different components and failures: torch.compile/SDPA vs tokenizer special-token registration." + "reason": "Torch.compile SDPA failure in Bamba and BigBird tokenizer special-token registration are unrelated." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "Both are loading/tokenizer-related, but one is GGUF auto-class loading and the other is XLMRobertaTokenizer passing the wrong type to Unigram." + "reason": "Both are loading/tokenizer issues, but they target different APIs and root causes (`gguf_file` vs Unigram vocab type)." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and deprecated docs for removed pipeline tasks are not the same change or bug." + "reason": "A cache-strategy typo and removed pipeline-task docs are different documentation/versioning issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different models and loading paths: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Auto device mapping CUDA assert on Qwen3 and PEFT local checkpoint loading on GraniteSpeech are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve accelerate/offload-like loading, but the models and root causes differ (device mismatch vs packed weight unpacking)." + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different load-path bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warning and multimodal token counting video-branch undefined variables are unrelated." + "reason": "Trailing-slash import warning and multimodal token counting video-branch bugs do not share the same root cause." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failures do not share a concrete bug." + "reason": "Metrics gathering with tuple labels and SAM3 text/bounding-box behavior are different subsystems." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Metric gathering on tuple labels and SAM3 text/bounding-box behavior are different code paths." + "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5 streaming chat/completions failure are not the same bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count state tracking and progressive generation are unrelated." + "reason": "TrainerState token counting and progressive generation are unrelated training vs generation issues." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Different models and different bugs; no shared underlying fix." + "reason": "Qwen3-MoE sliding-window handling and TimesFM `window_size` AttributeError are different model-specific failures." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer special-token decode behavior are unrelated." + "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are different components and symptoms." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different subsystems and errors." + "reason": "Bark voice preset handling and Qwen3 auto device mapping CUDA asserts are unrelated." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and static-cache slice arithmetic on non-CUDA backends are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and static-cache slice arithmetic on non-CUDA backends are different code paths." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and Float8 storage lookup failure are unrelated." + "reason": "Sliding-window Qwen3-MoE behavior and missing Float8 storage type are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different Qwen multimodal config/model issues: from_config text_config unwrapping vs CPU-offload rotary embedding." + "reason": "Both are Qwen3-family config/model issues, but one is `text_config` unwrapping and the other is CPU offload compatibility in rotary embeddings." } ] }, @@ -5304,7 +5346,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:30064", "issue:36010", @@ -5362,8 +5404,8 @@ "issue:43644|issue:46665", "issue:44987|issue:45042", "issue:44062|issue:44451", - "issue:44898|issue:45072", "issue:44625|issue:45479", + "issue:44898|issue:45072", "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:44368|issue:45357", @@ -5374,226 +5416,226 @@ "issue:44918|issue:44936", "issue:43421|issue:43927", "issue:42886|issue:44843", - "issue:44514|issue:44545", "issue:45704|issue:45923", + "issue:44514|issue:44545", "issue:45759|issue:45923", "issue:43746|issue:43873", "issue:43994|issue:44671", - "issue:46032|issue:46463", "issue:39692|issue:43493", - "issue:43421|issue:43653", + "issue:46032|issue:46463", "issue:30064|issue:36010", - "issue:43782|issue:45381", - "issue:44464|issue:47050" + "issue:43421|issue:43653", + "issue:44464|issue:47050", + "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "9497bbcd809b970084854bfed706d46e9e1e1d20476042f3bb6e810b4ccee9ab", + "prepared_review_unit_hash": "ddce6ab806816d8702bea42b7ac2facbfcb6e5a952899f187f2c8dd6bae02131", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36683, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "serialized_chars": 36671, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and contains only a couple of true duplicates. The strongest matches are the offline tokenizer/cache failure pair (42886 \u2194 44843) and the batched Qwen2_5_VLProcessor crash pair (44514 \u2194 44545).", + "summary": "The items are mostly unrelated issue reports. Only one clear duplicate pair stands out: the two `Qwen2_5_VLProcessor.apply_chat_template` crash reports with `padding=False` are the same bug.", "confidence": 0.96, - "canonical_issue_reason": "The cluster does not have one unifying issue, but issue 44545 is the cleanest canonical anchor among the true duplicates because it is an exact title match with 44514 and describes a focused, reproducible processor crash.", + "canonical_issue_reason": "issue:44545 is the best canonical representative because it exactly matches issue:44514\u2019s bug report, is the same failure mode, and has slightly more inbound reference activity.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the best issue-level representative because it forms an exact duplicate pair with 44514; the rest of the items are largely unrelated bug reports.", + "best_issue_reason": "issue:44545 is the strongest issue candidate overall: it is an exact duplicate of issue:44514 and cleanly captures the shared bug without broadening scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and different failure modes: visual encoder keys vs missing text encoder weights." + "reason": "Both are model-loading regressions, but they affect different models and different failure points (visual encoder keys vs. text encoder weights)." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/load failures, but they target different models and likely different code paths; not the same underlying bug." + "reason": "Both concern loading a tokenizer/model, but they are distinct reports for different checkpoints and different breakages." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "These are unrelated: one is about patchtsmixer post_init policy, the other about Qwen3.5 num_labels propagation." + "reason": "Unrelated issues: one is about patchtsmixer post_init policy, the other about Qwen3.5 num_labels propagation." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Different problems: non-persistent buffer initialization junk vs inconsistent from_pretrained behavior inside Python classes." + "reason": "Different bugs: non-persistent buffer initialization junk versus from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "One is a model load failure for a specific repo; the other is an image-processor dependency regression requiring torchvision." + "reason": "Different concrete failures: loading a specific model versus PIL image processors incorrectly requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken argument duplication is a tokenizer construction bug, while the other is a model-specific load failure." + "reason": "AddedToken constructor duplication is unrelated to the ScandiBERT loading failure." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Perceiver interpolation at non-default resolution and bfloat16 dtype mismatches are unrelated code-path failures." + "reason": "Both touch classification config, but one is num_labels propagation and the other is a zero-loss bug from problem_type handling." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both touch classification config, but one is missing num_labels propagation and the other is a degenerate loss bug." + "reason": "Different subsystems and symptoms: Perceiver image resolution handling vs. bfloat16 dtype mismatch in inference." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are different issues with different causes." + "reason": "Both mention training/runtime behavior, but eval-mode gradient checkpointing and ZeRO-3 gradient inflation are separate bugs." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "A broken documentation example for SigLIP2 is unrelated to OmDet-Turbo producing the wrong processor image size." + "reason": "Different model families and failures: SigLIP2 doc example errors versus OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A tie_word_embeddings warning in fine-tuning is unrelated to incorrect visual encoder keys saved by Qwen3.5." + "reason": "A warning about tie_word_embeddings is not the same bug as incorrect visual encoder keys being saved." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different load/save bugs: PEFT adapters not loading from local checkpoints vs quantized sinq models breaking after save/load." + "reason": "Different checkpoint-loading paths: PEFT adapter local checkpoint loading vs. quantized sinq save/load corruption." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and T5 apex FusedRMSNorm memory leak are unrelated." + "reason": "Different models and issues: Qwen3 auto device mapping CUDA assert vs. T5 apex RMSNorm memory leak." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Incorrect video padding in SmolVLM is unrelated to a FA2 long-context performance regression." + "reason": "Both are generation-related, but video padding calculation and FA2 long-context performance regression are unrelated." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode restrictions have nothing to do with T5's apex memory leak." + "reason": "No shared underlying bug; gradient checkpointing in eval mode is unrelated to T5 RMSNorm memory leak." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Unpacking Qwen3.5 input embeddings in TRL SFT and trainer.evaluate failing after train are different trainer behaviors." + "reason": "Both involve training workflows, but unpacking embeddings in SFT is not the same as evaluate() failing after train()." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Special-token post-processor refresh and DiaConfig custom token-ID persistence are related broadly, but not the same concrete bug." + "reason": "Tokenizer special-token post-processing and DiaConfig save/load token ID loss are separate problems." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same offline-mode tokenizer/cache failure: both describe HF_HUB_OFFLINE breaking AutoTokenizer because an unconditional hub/model_info lookup is performed." + "accept": false, + "reason": "Both break offline workflows, but one is tokenizer cache loading and the other is an unconditional model_info() call in a mistral regex patch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different features: apex RMSNorm memory leak versus missing supports_gradient_checkpointing on a trust_remote_code model." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact duplicate: same title, same crash location, same batched-input/padding=False failure in Qwen2_5_VLProcessor.apply_chat_template." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "Both involve special-token handling, but one is backend post-processor synchronization and the other is BigBirdTokenizer mask-token registration." + "reason": "Exact same title and same batched-input `padding=False` crash in `Qwen2_5_VLProcessor.apply_chat_template`; these are duplicates." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:45759", + "right": "issue:45923", "accept": false, - "reason": "Image Processor void-segmentation-map handling is unrelated to the GenerationMixin import error." + "reason": "One is about unwrapping text_config in composite Qwen multimodal configs; the other is a missing gradient-checkpointing flag." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Different Qwen multimodal bugs: weight_only loading failure vs incorrect vision_position_ids in video input." + "reason": "Different underlying bugs: PEFT local checkpoint loading versus offloading behavior with quantization." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Chunked generation with compiled forward and fp16 ONNX attention dtype mismatch are unrelated." + "reason": "Both concern model correctness, but SigLIP2 inference mismatch and CamemBERT masked-LM predictions are distinct issues." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 documentation errors are not the same as the HF-vs-JAX implementation discrepancy." + "reason": "The SigLIP2 documentation example errors are not the same as the HF/JAX implementation discrepancy report." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 use_cache correctness is unrelated to a T5 decoder input validation error message." + "reason": "Different failures: Mamba2 use_cache with seq_len > 1 is unrelated to T5 decoder input validation messaging." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "PEFT local-checkpoint loading and offloading with quantization are different failures, even if both involve loading." + "reason": "Completely unrelated: void segmentation map processing vs. an ImportError for GenerationMixin." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "A broken SigLIP2 model output and a CamemBERT masked-LM regression are unrelated model-specific bugs." + "reason": "Related to tokenizers, but one is runtime special-token mutation and the other is a BigBirdTokenizer special-token registration bug." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "T5 memory leak and missing supports_gradient_checkpointing on a trust_remote_code model are unrelated." + "reason": "Different code paths: chunked generation with compiled forward vs. Canine ONNX export dtype mismatch." }, { - "left": "issue:45759", - "right": "issue:45923", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "AutoModelForCausalLM.from_config not unwrapping text_config and a missing gradient-checkpointing flag are different issues." + "reason": "Different Qwen variants and different bugs: weight_only loading error versus wrong vision_position_ids in video input." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the cluster is mostly heterogeneous, 44514/44545 is a clear duplicate pair, and 42886/44843 is a plausible soft duplicate based on the offline-cache failure theme. The soft-edge rejections are conservative and avoid overclaiming broader equivalence." + "feedback": "The analysis is grounded in the packet. The duplicate call on issue:44514/issue:44545 is supported by matching titles and the same crash description, and the canonical choice is conservative. The remaining soft-edge verdicts are all refusals and the reasons stay within what the packet supports, without overclaiming mergeability or identity." }, "evaluator_used": true, "retried": false, @@ -5612,7 +5654,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:30064", "issue:36331", @@ -5664,11 +5706,11 @@ "issue:47050" ], "soft_pairs": [ - "issue:45081|issue:45356", "issue:44857|issue:47050", + "issue:45081|issue:45356", "issue:44995|issue:46858", - "issue:45356|issue:45907", "issue:43421|issue:44186", + "issue:45356|issue:45907", "issue:39692|issue:43873", "issue:39692|issue:47050", "issue:43720|issue:43819", @@ -5677,19 +5719,19 @@ "issue:46829|issue:46832", "issue:43550|issue:43927", "issue:45987|issue:46829", - "issue:43540|issue:46294", "issue:43550|issue:44361", + "issue:43540|issue:46294", + "issue:43596|issue:44220", "issue:44625|issue:47050", "issue:45381|issue:46693", "issue:44062|issue:44488", - "issue:43596|issue:44220", "issue:43531|issue:43643", "issue:43611|issue:46665", - "issue:41720|issue:44991", "issue:44220|issue:44661", - "issue:44186|issue:44898", + "issue:41720|issue:44991", "issue:30064|issue:36331", "issue:43653|issue:43819", + "issue:44186|issue:44898", "issue:44008|issue:46858", "issue:45987|issue:46932", "issue:43335|issue:43756", @@ -5697,226 +5739,226 @@ "issue:44488|issue:47020", "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "05d94adf35a3d606fa491fe4d8f43a221ce8be2162aaeb04a44ace3351517686", + "prepared_review_unit_hash": "6b3cb5f89f29f7ec0c983964ab79f4e4aee4583056124f8798094cd62573fc6b", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37683, - "estimated_input_tokens": 9421, - "estimated_eval_tokens": 19098 + "serialized_chars": 37676, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated bug reports; the soft similarity signals are broad subsystem overlaps (tokenizers, caching, vision/video, quantization) rather than true duplicates. I do not see a single coherent duplicate cluster, and I would reject all listed soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45081 is the best anchor because it is a concrete, code-path-specific tokenizer regression in `_patch_mistral_regex`, and it is the only item with a plausible neighboring report in the same narrow area.", + "summary": "This cluster is very heterogeneous: the paired issues span unrelated bugs across tokenizers, vision/video models, cache handling, quantization, and training/runtime regressions. I don\u2019t see any true duplicate pair with the same underlying bug/change, so none should be merged on soft similarity alone.", + "confidence": 0.93, + "canonical_issue_reason": "No item cleanly serves as a canonical duplicate anchor for the cluster because the candidates are not one bug family; if forced, issue #43873 is the most active/open and broadest in wording, but it does not actually subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45081 is the most actionable and narrowly scoped bug report in the set; it describes a specific failure mode with a clear fix surface, unlike the broader or more model-specific reports around it.", + "best_issue_reason": "Issue #43873 is the most discussion-heavy open report and is the closest thing to a representative cluster member, but it is still not a safe duplicate canonical for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "Both touch Mistral-related tokenizer regex handling, but they describe different failures and model contexts; this is related area, not the same underlying bug." + "reason": "Both mention fp16/dtype failures, but they concern different models and different execution paths (training loss on CUDA AMP vs ONNX export attention mismatch)." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Different models and different failure modes: AMP/CUDA loss crash versus fp16 ONNX attention dtype mismatch." + "reason": "Both involve Mistral-regex/tokenizer loading, but one is a crash in `_patch_mistral_regex` while the other is a codec-handling regression with a warning; not the same concrete bug." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache-like behavior, but one is a stale indexer cache on a second forward pass while the other is a sequence-length tensor issue in static cache prefill arithmetic." + "reason": "Both touch cache/index arithmetic, but one is a model-specific stale indexer cache on second forward and the other is a static-cache return-type issue affecting non-CUDA compile paths." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Tokenizer regression versus a CI helper bug forwarding revision; no shared underlying code-path problem." + "reason": "Both are tokenizer bugs, but they affect different components and failures: runtime special-token post-processing vs LayoutLMv2 NER padding/truncation crashes." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Both are tokenizer issues, but one is about runtime special-token/post-processor updates and the other is a crash in NER/batched padding logic." + "reason": "Tokenizer regression vs repository file listing API forwarding; no shared underlying bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Doc-example/model mismatch and quantization failure are unrelated to an offloading behavior regression." + "reason": "Both mention quantization, but one is a SigLIP2 docs/example mismatch and the other is an offloading/quantization runtime regression." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Documentation/model mismatch is unrelated to an ONNX dtype mismatch in attention." + "reason": "Different problems: documentation example errors versus fp16 ONNX export dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet accelerated loading bug and DAC latent reconstruction bug are different models and different code paths." + "reason": "Different models and different failure modes; one is accelerate loading of packed BitNet weights, the other is DAC latent reconstruction/STE behavior." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression versus long OCR index error in a different model family." + "reason": "Both involve tokenizer/model loading, but one is a regression around `processor.tokenizer` and image passing, while the other is long-OCR indexing in Kosmos2.5." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token decode bug and BitNet packed-weight loading bug are unrelated." + "reason": "BigBird special-token registration/decoding bug vs BitNet packed-weight loading bug; unrelated code paths." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different models and outputs: VideoPrism hidden_states assignment versus RT-DETR feature-level mismatch." + "reason": "Both are RT-related model regressions, but one is wrong output field assignment and the other is a forward-shape/type issue when feature levels exceed backbone outputs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig token ID loss after save/load." + "reason": "Different subsystems: torch.compile+SDPA in Bamba vs config persistence for Dia token IDs." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Static cache sequence-length return type bug is unrelated to VideoPrism output field assignment." + "reason": "Static cache sequence-length contract bug vs VideoPrism output-field bug; no overlap in underlying cause." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Both involve Qwen video input handling, but they are different models and distinct failure conditions." + "reason": "Both are model/runtime failures, but one is compile/SDPA-specific and the other is a tokenizer attribute error on tasks." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Bamba compile/SDPA issue and MLuke tokenizer AttributeError are unrelated." + "reason": "Both are Qwen video-input issues, but one is a processing-time ValueError in Qwen3OmniMoe and the other is a chat-template token/feature count mismatch in Qwen3.5-9B." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed Zero3/BertModel initialization crash is unrelated to `_torch_extract_fbank_features()`." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Configuration propagation bug versus ONNX attention dtype mismatch." + "reason": "Num-label propagation in Qwen3.5 config is unrelated to Canine fp16 ONNX attention dtype mismatch." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen video-position-id regression and long-context FA2 performance regression are different problems." + "reason": "Video position-id correctness in Qwen2.5-VL is unrelated to FA2 long-context performance regression." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument error is unrelated to a tokenizer loading failure for a specific model." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Deepspeed zero3/BertModel index error and fbank feature extraction issue are different code paths." + "reason": "AddedToken constructor argument collision vs a model/tokenizer load failure for `cjvt/sleng-bert`; same broad area but not the same bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are unrelated." + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)`." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Base-model-prefix loading breakage and inconsistent from_pretrained behavior in classes are not the same defect." - }, - { - "left": "issue:41720", - "right": "issue:44991", - "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Both are loading/instantiation regressions, but they affect different APIs and failure mechanisms." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug and tokenizer mapping-name failure are unrelated." + "reason": "Audio feature extraction bug vs tokenizer mapping failure when adding a new model-like entry; unrelated." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and Perceiver interpolation failure are different model-specific bugs." + "reason": "Qwen3 device-mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta; no shared code path." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void segmentation-map bug and CustomTrainer signature mismatch are unrelated." + "reason": "Image segmentation-map processing bug vs Trainer compute_loss signature mismatch; unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug and DAC latent conversion bug are unrelated." + "reason": "BigBird tokenizer special-token registration bug and DAC latent reconstruction bug are different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer batching/NER crash vs Perceiver image-classification resolution handling; not the same underlying defect." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision in forward is unrelated to static-cache sequence-length arithmetic." + "reason": "Gemma3n variable-name collision in forward vs cache length return-type problem; unrelated." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache return-type bug and Gemma4 quantized embedder dtype casting bug are unrelated." + "reason": "StaticCache contract bug vs Gemma4 quantized embedder dtype-casting issue; different fixes and code paths." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug and Smollm3 RoPE-layer counting bug are different configuration issues." + "reason": "Both are model-configuration layer-count issues, but they concern different architectures and different erroneous defaults." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions field regression and RT-DETR output differences are distinct model behaviors." + "reason": "Both are regression-style model outputs in v5, but the concrete failures are different outputs on different models." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Loading a specific tokenizer model and XLMRoberta tokenizer constructor type mismatch are different issues." + "reason": "Both are tokenizer-loading issues, but one is a model-specific load failure and the other is a constructor/type mismatch in XLMRobertaTokenizer." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba compile/SDPA problem and DAC latent mismatch are unrelated." + "reason": "Bamba torch.compile+SDPA failure and DAC STE mismatch are unrelated." } ] }, @@ -5938,7 +5980,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:34634", "issue:36010", @@ -5994,15 +6036,15 @@ "issue:44843|issue:45081", "issue:44821|issue:45084", "issue:39692|issue:45834", - "issue:43540|issue:44008", "issue:34634|issue:36010", + "issue:43540|issue:44008", "issue:44448|issue:44671", "issue:44186|issue:44442", "issue:45584|issue:45834", "issue:45183|issue:45479", "issue:43322|issue:45685", - "issue:44991|issue:47020", "issue:43644|issue:43749", + "issue:44991|issue:47020", "issue:43606|issue:45072", "issue:43782|issue:44977", "issue:43421|issue:44811", @@ -6017,190 +6059,190 @@ "issue:46294|issue:46463", "issue:44805|issue:44936" ], - "prepared_review_unit_hash": "2b6bf7e879e2a15e1e34a14947da6d5862adb1308748cde14dca78ecb77d139f", + "prepared_review_unit_hash": "6639bc98c36337ab0c4ed1a70926589ae8f50f20f457a268b64a9be8fdd239f9", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35859, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "serialized_chars": 35867, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports spanning tokenizers, multimodal models, dtype/loading regressions, and validation/error-message issues. I did not find any pair that clearly shares the same concrete underlying bug, so the soft edges should remain unmerged.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45020 is the broadest and most cluster-like anchor: it describes a general class of recent-version regressions affecting remote_code models, which is the closest thing here to an umbrella report.", + "summary": "No soft pair looks like a true duplicate; most are related only at the subsystem or regression-theme level. I\u2019d keep one high-signal issue as the representative, but not merge any of the listed pairs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43749 is the strongest standalone report in the set: it has the most discussion and inbound references, a concrete high-impact regression, and a clearer bug shape than the broader or more speculative items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best single issue to keep as the representative cluster member because it is broad, well-scoped around a recurring regression theme, and most likely to subsume nearby remote_code-related reports without being too narrow.", + "best_issue_reason": "issue:43749 is the best issue to keep as the representative because it is concrete, well-discussed, and clearly reproducible, while the other candidates are mostly unrelated or only loosely similar.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is about trust_remote_code returning incomplete configs and the other about strict config blocking granite_speech; different failure modes and code paths." + "reason": "Both concern config/loading behavior, but one is about missing fields with trust_remote_code and the other is about strict config blocking granite_speech; different failure modes and fixes." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; not the same bug." + "reason": "Same helper area (_patch_mistral_regex), but one is an offline model_info call and the other is an AttributeError on a tokenizer object; not the same bug." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Unrelated failures: AutoImageProcessor URL loading versus template-node compilation TypeError." + "reason": "Different API surfaces and error causes: AutoImageProcessor URL loading versus a template-node compile TypeError." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different multimodal model bugs on different models and paths; only loosely similar on the surface." + "reason": "Both are documentation/example-style failures, but they involve different models and unrelated runtime errors." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Completely different model families and error causes (video processing ValueError vs variable-name collision in Gemma3n forward)." + "reason": "BarkProcessor voice_preset and the GenerationMixin import error are unrelated issues." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + "reason": "Different multimodal paths and root causes: Qwen video input validation versus a Gemma 3n variable-name collision." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 regression reports, but for different models and different inference behaviors; not a single fixable code-path problem." + "reason": "Both describe v5 output regressions, but for different models and different code paths; not mergeable as one bug." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." + "reason": "Tokenizer crash with NER/batched padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Empty Whisper transcription after align_special_tokens is a different bug from Kosmos2.5 long OCR input indexing." + "reason": "Whisper empty-transcription behavior and Kosmos2.5 OCR index errors are different bugs." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "One is input validation for input_ids/inputs_embeds, the other is loss computation for num_labels=1 classification; different subsystems." + "reason": "One is input validation messaging, the other is a degenerate loss computation; same broad area, different problem." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault in Llava Next loading and an MPS histogram dtype error are unrelated." + "reason": "Segfault loading Llava Next and MPS histogram not implemented are unrelated runtime failures." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Both are tokenizer load failures, but for different tokenizers and different root causes; too broad to merge." + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different code paths and symptoms." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are distinct loading/runtime issues." + "reason": "Both are tokenizer loading regressions, but they target different tokenizers with different root causes." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Device mismatch under CPU offload is not the same as bfloat16 dtype mismatches in inference." + "reason": "CPU offload device mismatch and bf16 dtype mismatch in inference are distinct failures." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "from_pretrained weight_only loading error for Qwen3VL is unrelated to flash-attention generation behavior in Qwen3.5." + "reason": "From-pretrained weight_only loading failure and flash-attention generation failure are not the same bug." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor update bug and Whisper batch_decode skip_special_tokens behavior are different APIs and different bugs." + "reason": "Post-processor update behavior and batch_decode skip_special_tokens handling are separate tokenizer/processor issues." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Related in theme, but 44561 is a specific breakage from removing is_torch_fx_available while 45020 is a broad umbrella report; not the same concrete issue." + "reason": "Both mention remote_code/trust_remote_code breakage, but they point to different removed APIs and different breakages." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading versus pipelines import failure due to kernels version/revision requirements; different failure paths." + "reason": "Tokenizer loading for a model and importing pipelines with kernels v0.15 are unrelated." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Video-input regression across Qwen variants and long OCR index error in Kosmos2.5 are unrelated." + "reason": "Both are input-processing regressions, but one is Qwen video chat-template mismatch and the other is Kosmos OCR indexing." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype inheritance and Video-LLaVA temporal-attention/weight-sharing are separate model bugs." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba and bfloat16 dtype mismatch reports are not the same code path." + "reason": "torch.compile SDPA failure and bf16 dtype mismatch are different correctness problems." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon TypeError in caching_allocator_warmup and stale model.config.dtype after from_config are distinct dtype-related issues." + "reason": "Apple Silicon warmup TypeError and from_config dtype staleness are not the same underlying bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering drops labels in the last batch versus Mamba2Mixer use_cache correctness are unrelated." + "reason": "Batch metric gathering drops labels; Mamba2 cache with seq_len>1 returns incorrect results. Different subsystems and fixes." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "A misleading pipeline error message and a nonsensical SigLIP2 output bug are different pipeline issues with different root causes." + "reason": "One is an incorrect pipeline error message; the other is wrong model outputs. Only loosely related through pipelines." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video chat-template token/feature mismatch and T5 decoder-input validation messaging are unrelated." + "reason": "Qwen video chat-template token/feature mismatch and T5 decoder-input validation messaging are different bugs." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError and trainer.evaluate() failing after train() do not share the same concrete bug." + "reason": "Shape-mismatch indexing error and trainer.evaluate() after train() are unrelated failures." } ] }, @@ -6222,7 +6264,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:28218", "issue:29159", @@ -6288,203 +6330,203 @@ "issue:34634|issue:36331", "issue:42175|issue:45081", "issue:46175|issue:46932", - "issue:46697|issue:46728", "issue:45003|issue:46285", + "issue:46697|issue:46728", "issue:43782|issue:45325", "issue:43262|issue:43819", "issue:43653|issue:44912", "issue:43582|issue:44857", - "issue:45372|issue:46326", "issue:44589|issue:45042", + "issue:45372|issue:46326", "issue:43742|issue:45020", "issue:43550|issue:44912", "issue:43906|issue:46209", "issue:36010|issue:43645" ], - "prepared_review_unit_hash": "3746c10a6634784cc485ae21840a5883bc350cbe0c6935fd76290630e583883c", + "prepared_review_unit_hash": "1d1f58512d41f1004dba4545ea921d79aef62b1b4f347aab3223a3124d097be0", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35824, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 + "serialized_chars": 35825, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the soft pairs are mostly superficial matches across unrelated models, loaders, tokenizers, and processors. I would reject every soft edge and keep the issues separate.", - "confidence": 0.95, - "canonical_issue_reason": "No safe canonical issue: the items span many different code paths and models, and none of the soft pairs is a clear same-bug duplicate.", + "summary": "This cluster is a loose grab-bag of regression reports across tokenizers, model loading, multimodal processors, dtype/quantization, and platform-specific failures. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.29, + "canonical_issue_reason": "If one issue must serve as the cluster representative, #45020 is the broadest umbrella for recent-version breakage and the most generic of the reports, though it is still not a duplicate of the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the broadest, highest-level regression description in the list, so it is the closest thing to a generic representative issue, but it is not a duplicate anchor.", + "best_issue_reason": "#45020 is the best single issue to keep as a representative bucket for this heterogeneous set because it captures the broad 'recent transformers versions break models' regression theme more than the narrower, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal model bugs, but one is an image preprocessor/model dtype mismatch and the other is a Gemma3n variable-collision AttributeError; different code paths and fixes." + "reason": "Different failures: a dtype/preprocessor mismatch vs a Gemma3n forward-pass name collision/AttributeError." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both involve Qwen VL models, but one is a load-time weight-shape mismatch and the other is a tensor-parallel planning/OOM issue for a different model/version." + "reason": "Both involve loading/shaping, but one is a Qwen3-VL weight mismatch and the other is missing TP plan entries causing OOM/shape issues." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both mention video inputs in Qwen models, but the failures are different: a Qwen3OmniMoe ValueError vs a Qwen2.5-VL rope/indexing bug." + "reason": "Both are Qwen video-input bugs, but they hit different models and different code paths (processing ValueError vs rope/position_ids logic)." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both are tokenizer-related, but one is a specific added-token spacing bug while the other is a broad slow/fast tokenizer inconsistency; not clearly the same defect." + "reason": "Tokenizer-related, but one is an added-token spacing bug and the other is a broader slow-vs-fast inconsistency; not clearly the same defect." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "These are unrelated: OmDet-Turbo image sizing versus dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Unrelated subsystems: image processor resolution mismatch vs bfloat16 dtype mismatch in model inference." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights / _is_hf_initialized handling; different underlying issues." + "reason": "Both are loading regressions, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Different problems: packed-weight unpacking during accelerate loading versus bfloat16 dtype mismatches." + "reason": "BitNet packed-weight loading failure is a different concrete bug than a generic dtype mismatch." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both are about model initialization behavior, but one is a Jupyter/custom-model breakage and the other is from_pretrained inside Python classes; not the same bug." + "reason": "Both concern model initialization, but one is a Jupyter/custom-model definition breakage and the other is from_pretrained inside Python classes." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a runtime error message about unsupported translation tasks; the other is docs still referencing pipeline() after removals. Related theme, but not the same change." + "reason": "One is an incorrect runtime error message; the other is stale docs referencing removed pipeline usage." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM output regression and a generic tokenization-version change are not the same concrete failure." + "reason": "CamemBERT masked-LM prediction regression is not the same as the broader tokenization-version behavior change report." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "These are unrelated: Blip2 dtype propagation versus an Apple Silicon caching_allocator_warmup TypeError." + "reason": "Different problems: model dtype propagation vs an Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "No overlap in bug surface: BarkProcessor voice_preset versus CustomTrainer.compute_loss signature mismatch." + "reason": "BarkProcessor voice_preset and Trainer compute_loss signature are unrelated." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "These touch different subsystems entirely: backend installation extras versus a Mistral tokenizer regex/backend_tokenizer crash." + "reason": "Packaging/backend selection is unrelated to a Mistral tokenizer regex patch crash." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4 embedder issues, but one is a huge one-hot position-embedding materialization problem and the other is dtype casting for quantized embedders." + "reason": "Same model family, but one is a huge one-hot position embedding inefficiency and the other is dtype casting for quantized embedders." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Both are image preprocessing bugs, but they affect different models and different calculations (padding vs patch counting)." + "reason": "sys.modules access safety and CLIP text-model structure inconsistency are separate issues." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIPTextModel structural inconsistency." + "reason": "Both are image sizing bugs, but they affect different processors and different size-calculation logic." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs: one is from_pretrained weight_only loading, the other is rope/index computation for still-image temporal positions." + "reason": "Qwen3-VL weight_only loading error and Qwen2.5-VL temporal position scaling bug are different failures." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and DAC.from_latents STE mismatch are different audio-processing problems." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC.from_latents/forward mismatch." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "Tokenizer special-token registration issue is unrelated to MXFP4 quantization loading fallback." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup and CUDA float16 AMP loss crashes are unrelated failures." + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP image-loss crash are different platform/code-path bugs." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Both involve mistral_common integration, but one is an import failure for ReasoningEffort and the other is continue_final_message behavior; distinct code paths." + "reason": "FP8 storage lookup failure is unrelated to the torchvision dependency regression in PIL image processors." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Float8 storage lookup failure and PIL backend torchvision requirement are completely different bugs." + "reason": "Gemma 4 processor import breakage and mistral_common continue_final_message behavior are different issues." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A key error loading MobileLLM-125M is not the same as the broad remote_code compatibility regression." + "reason": "A MobileLLM loading KeyError is not the same as a broad remote_code compatibility regression." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and MXFP4 quantization fallback are unrelated." + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are separate model/runtime bugs." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an earlier issue is not the same as an FP8 inference failure on B200." + "reason": "A reproduction of an earlier issue and an FP8 B200 inference bug are not the same concrete defect." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different issues, even if both relate to v5 API changes." + "reason": "GenerationMixin import failure is a different problem from custom-model initialization in notebooks." } ] }, @@ -6506,7 +6548,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:34567", "issue:36010", @@ -6558,18 +6600,18 @@ "issue:47050" ], "soft_pairs": [ - "issue:43526|issue:43697", "issue:43257|issue:43329", + "issue:43526|issue:43697", "issue:36010|issue:36331", "issue:43452|issue:44991", - "issue:45081|issue:45406", "issue:43638|issue:44936", "issue:43531|issue:45042", "issue:44060|issue:44368", + "issue:45081|issue:45406", "issue:42175|issue:46291", "issue:43819|issue:43927", - "issue:45084|issue:45538", "issue:43329|issue:45600", + "issue:45084|issue:45538", "issue:43526|issue:44554", "issue:42490|issue:43257", "issue:43746|issue:44811", @@ -6580,209 +6622,209 @@ "issue:39692|issue:44912", "issue:43257|issue:43696", "issue:43262|issue:44811", - "issue:44387|issue:44617", "issue:43257|issue:43931", "issue:43329|issue:43450", + "issue:44387|issue:44617", "issue:43329|issue:44479", "issue:42915|issue:43742", "issue:34567|issue:40990" ], - "prepared_review_unit_hash": "529a20d51424c14a3b788c9a8524d043f00c5d3c1eff283dc3a94a4103e32bf7", + "prepared_review_unit_hash": "c878aede051c1bd99f1e10829360b5c8300cbf835633e213ddeb20e19e97bc6a", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36454, - "estimated_input_tokens": 9114, - "estimated_eval_tokens": 18484 + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and does not contain clear duplicate pairs; the soft-similarity matches are mostly same-subsystem, not same-bug, relationships.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43257 is the strongest representative issue here: it describes a concrete, reproducible Qwen3-MoE loading failure with accelerate+deepspeed, has substantial discussion, and is more actionable than the other heterogeneous reports.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "issue:43257 is the best overall issue candidate because it is specific, technically grounded, and appears to capture a real code-path bug rather than a vague symptom or documentation problem.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "The cluster is a loose set of mostly unrelated Transformers issues; the soft pairs are all only superficially similar and do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output differences under v5." + "reason": "Both mention Qwen3/MoE, but one is about loading/conversion with accelerate+deepspeed while the other is a video-token counting NameError in multimodal processors." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Both involve Qwen/MoE-related code, but one is a loading/conversion bug and the other is a multimodal token-counting video-branch bug." + "reason": "Different models and code paths: BeitImageProcessorFast label reduction vs RTDetrV2 output differences in v5." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Unrelated failures: missing GenerationMixin import vs CustomTrainer.compute_loss signature mismatch." + "reason": "One is an import error for GenerationMixin; the other is a trainer API signature change for compute_loss." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading issues, but they point to different failure modes and different affected code paths." - }, - { - "left": "issue:45081", - "right": "issue:45406", - "accept": false, - "reason": "Different components: Mistral regex patching in tokenizer internals vs Gemma4Processor missing _tokenizer in serve." + "reason": "Both are tokenizer-loading failures, but they involve different mechanisms and models: gguf_file handling vs a specific tokenizer regression in v5." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Distinct training/eval failures with different triggers and symptoms." + "reason": "A deepspeed/zero3 indexing failure during training is not the same as evaluate() failing after train() completes." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL image processors requiring torchvision." + "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both are warning/tie-weights related, but they concern different models and different root causes." + "reason": "Both are warning-related in Qwen families, but one is a bad tied-weights warning and the other is a config warning about tie_word_embeddings; different fixes." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different subsystems: Mistral regex patching crashes in tokenizer internals, while Gemma4Processor fails in transformers serve due to a missing attribute." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backend selection bug vs pipelines import failure due to kernels version/revision requirements." + "reason": "Packaging dependency issues, but not the same one: torch extra omits tensorflow vs kernels requiring version/revision metadata." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different model/config bugs: DAC latent reconstruction mismatch vs DiaConfig token-ID persistence loss." + "reason": "Both are model-specific inference bugs, but one is DAC forward/from_latents mismatch and the other is DiaConfig losing token IDs on save/load." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Template compilation error and tokenizer max_length misuse are unrelated." + "reason": "Video multimodal token code vs auto_mappings referencing removed Sam3LiteText configs; different failures." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Video multimodal token counting bug vs stale auto_mappings references to removed configs." + "reason": "A template-compilation error is unrelated to CLIPTokenizer's absurd model_max_length default." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Separate issues: Beit label reduction vs MPS attention correctness when head dims differ." + "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue are unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path import warning is unrelated to Qwen3-MoE weight conversion during accelerate+deepspeed loading." + "reason": "Local-path import warning and Qwen3 MOE weight conversion failure are different problems." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT/local-checkpoint loading bug vs Whisper batch_decode skip_special_tokens handling." + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skipping special tokens are different APIs and bugs." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash test loading issue vs Qwen3.5 flash-attention generation regression." + "reason": "One is a unit-test/model-loading issue for GLM-4.7-Flash, the other is a flash-attention generation regression in Qwen3.5." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding is unrelated to ONNX export dtype mismatch in CanineModel." + "reason": "CPU offload compatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to fp16 ONNX export dtype mismatch in CanineModel." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is a different bug from unwrap text_config in composite multimodal configs." + "reason": "Both touch config loading, but one is missing fields with trust_remote_code and the other is failure to unwrap text_config for composite multimodal configs." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero-probability behavior and OmDet-Turbo processor/model size mismatch are different problems." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as OmDet-Turbo's processor/model input-size mismatch." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation-example model/processor issues are unrelated to MXFP4 quantization fallback on gpt-oss-20b." + "reason": "Documentation example errors for SigLIP2 and MXFP4 quantization fallback on gpt-oss-20b are unrelated." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3-MoE weight conversion failure is not the same as GPT-oss-20b OOM." + "reason": "Qwen3 MOE loading/conversion failure and GPT-oss CUDA OOM are different bugs with different causes." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper decode token filtering." - }, - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both mention OOM, but one is an int4 quantization reserved-memory regression and the other is a Sam3Video memory limit issue." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are separate audio processor issues." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen model families and different failures: accelerate/deepspeed loading vs weight-shape mismatch." + "reason": "Different model families and failure modes: Qwen3 MOE conversion vs Qwen3-VL weight shape mismatch." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is an internal token-counting undefined-symbol bug and the other is a batched output-shape bug in video processors." + "reason": "Both mention video paths, but one is an undefined-variable bug in multimodal token counting and the other is a batched-shape bug in video processors." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but one is an int4 quantization memory regression and the other is a Sam3Video-specific CUDA OOM." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Related domain, but not the same bug: undefined helper usage in token counting vs broader v5.3.0 video-input regression across several models." + "reason": "Both involve video regressions, but the concrete bugs differ: undefined variables in token counting vs a broad v5.3.0 video input regression across several models." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to a MobileLLM-125M key error." + "reason": "Qwen3MoE FP8 configuration failure and MobileLLM key error on load are unrelated." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to high perplexity on GPT-oss-20b." + "reason": "TrainerState token-count tracking and GPT-oss perplexity are completely different issues." } ] }, @@ -6804,7 +6846,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:28282", "issue:29127", @@ -6857,222 +6899,222 @@ "soft_pairs": [ "issue:44291|issue:45042", "issue:46421|issue:46424", - "issue:45459|issue:45803", "issue:42915|issue:44821", "issue:43650|issue:43906", + "issue:45459|issue:45803", "issue:29159|issue:34567", "issue:43749|issue:44756", - "issue:43540|issue:46701", "issue:43525|issue:46291", + "issue:43540|issue:46701", "issue:28282|issue:29870", - "issue:44568|issue:45356", - "issue:44987|issue:45538", "issue:43454|issue:43577", - "issue:43927|issue:44912", + "issue:44987|issue:45538", "issue:28282|issue:34689", + "issue:43927|issue:44912", + "issue:44568|issue:45356", "issue:43425|issue:46291", - "issue:33357|issue:34567", - "issue:43697|issue:45357", "issue:44857|issue:46832", - "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:33357|issue:34567", "issue:42175|issue:43824", - "issue:45081|issue:47020", + "issue:43404|issue:45127", "issue:45137|issue:45405", + "issue:45081|issue:47020", "issue:28282|issue:29127", "issue:42915|issue:45538", "issue:44479|issue:46693", "issue:45538|issue:46869" ], - "prepared_review_unit_hash": "d904bdb6356e0b64e8efc00cefb63df8015c8ce4cb6ffae1c74ada682e065872", + "prepared_review_unit_hash": "e0a70a3654fad1adcf0a0f396764d217375045aa9fcd21220a12ac7fbf4143b5", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35426, - "estimated_input_tokens": 8857, - "estimated_eval_tokens": 17970 + "serialized_chars": 35433, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: it spans unrelated tokenizer, loading, quantization, training, vision, and performance bugs. None of the suggested soft pairs look like true duplicates, so all soft edges are rejected.", + "summary": "This cluster is heterogeneous: the items cover unrelated Transformers bugs across loading, tokenizers, vision, cache, training, and quantization. None of the soft-edge pairs look like the same underlying bug or a single mergeable fix.", "confidence": 0.97, - "canonical_issue_reason": "Issue 45042 is the clearest, well-scoped, user-facing regression report among an otherwise unrelated set, but there is no strong duplicate cluster here.", + "canonical_issue_reason": "No clear canonical issue: the cluster does not center on one duplicate bug; the issues are too diverse for a single representative anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45042 is the best anchor only in the sense that it is concrete, reproducible, and clearly describes an actionable bug; it is not actually a duplicate hub for the other items.", + "best_issue_reason": "No single issue is a strong global representative because the set spans unrelated code paths and failure modes, so choosing one would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different failures: `init_empty_weights` argument handling vs incorrect torchvision dependency for PIL image processors." + "reason": "Different subsystems and failure modes: init-empty-weights loading argument handling vs PIL image processor dependency requirements." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is lazy-init recompilation and the other is `max_cache_length` being honored only for quantized cache." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Different code paths: tokenizer protobuf error masking vs a bare `except:` in Fuyu tensor conversion." + "reason": "Both mention cache, but one is a recompilation regression from lazy init while the other is config validation for max_cache_length; not the same bug." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated bugs: FineGrainedFP8Config failure for Qwen3Moe vs loading `AutoImageProcessor` from URL." + "reason": "Unrelated: FineGrainedFP8Config failure for Qwen3Moe vs loading AutoImageProcessor from a URL." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No overlap in underlying bug; one is a vague placeholder issue, the other is a reproduction for a prior bug." + "reason": "No bug overlap: a vague data request vs an isolated reproduction of an existing issue." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they target different code paths and different bad exceptions; not one underlying defect." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to `TrainerState.num_input_tokens_seen` not updating." + "reason": "Tokenizer behavior inconsistency vs TrainerState token counter not updating; different components and fixes." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different symptoms and mechanisms: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo to avoid OOM." + "reason": "Both are memory/loading related, but one is broken FSDP CPU RAM efficient loading and the other is disabling mmap on Strix Halo to avoid OOM." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Both involve inputs/pipelines, but one is Qwen3OmniMoe video input validation and the other is a DiffusionGemma pipeline output issue." + "reason": "Different areas: Llama4Config missing pad_token_id vs pipelines import failing due to kernels version/revision requirements." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Llama4 `pad_token_id` attribute missing is unrelated to kernels v0.15 breaking `transformers.pipelines` import." + "reason": "Different model families and failures: Qwen3OmniMoe video-input validation vs DiffusionGemma pipeline output wiring." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "Completely different errors: missing PyTorch ImportError vs BART `decoder_attention_mask` unbound local in `generate()`." + "reason": "ImportError about missing PyTorch is unrelated to Bart generate() using decoder_attention_mask before assignment." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is Kimi-K2.5 codec/fix_mistral_regex behavior." + "reason": "Different bugs: lm_head weight tying in AyaVision/Mistral3 vs Blip2 dtype propagation remaining float32." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer/model issues: loading `physical-intelligence/fast` vs CLIPTokenizer's `model_max_length` sentinel value." + "reason": "Model-loading regression for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "AyaVision weight tying bug is unrelated to BLIP2 dtype staying float32." + "reason": "Both are model-loading complaints, but one is missing PyTorch installation and the other is a specific Llama 3.2 vision loading regression." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Different bugs: DiaConfig save/load token IDs vs MXFP4 quantization falling back to bf16." + "reason": "DiaConfig save/load token ID loss is unrelated to MXFP4 quantization falling back to bf16." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Missing PyTorch ImportError is unrelated to Llama 3.2 Vision model loading failure." + "reason": "Both are tokenizer regressions, but the concrete symptoms and affected code paths differ: special-token insertion vs Kimi-K2.5 codec/regex handling." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Dependency/version problems, but not the same one: Torch 2.10 incompatibility vs kernels v0.15 import failure." + "reason": "Torch version compatibility is unrelated to kernels package import-time validation in pipelines." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to `num_input_tokens_seen` not updating in TrainerState." + "reason": "Different RT-DETR issues: one is AMP/CUDA loss crashing, the other is a forward-shape mismatch when feature levels exceed backbone outputs." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different underlying bugs: RT-DETR output differences in v5 vs Qwen3.5 save_pretrained visual encoder keys." - }, - { - "left": "issue:44857", - "right": "issue:46832", - "accept": false, - "reason": "Both are RT-DETR/Lw-DETR related, but one is AMP/CUDA loss crashing and the other is a forward shape/feature-level mismatch." + "reason": "Not the same regression: RTDetrV2 output differences in v5 vs Qwen3.5 save_pretrained writing incorrect visual encoder keys." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Both involve tied weights, but one is missing `lm_head` tying in Mistral3 and the other is LoRA merge with extended vocabulary causing collapse." + "reason": "MacOS bus error with community CLIP model is unrelated to TrainerState token-count tracking." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Different issues: missing TensorFlow in a torch install extra vs failing to import `Qwen2_5_VLForConditionalGeneration`." + "reason": "Backend packaging/import issue for TensorFlow vs missing export of Qwen2_5_VLForConditionalGeneration; different dependency problems." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Tokenizer internals differ: Mistral regex/backend tokenizer crash vs XLMRoberta passing a dict to Unigram." + "reason": "Both involve tied weights, but one is a model-specific tie bug and the other is LoRA merge corruption with extended vocabulary; different fixes." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT minimum-version bump." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is XLMRobertaTokenizer passing the wrong type to Unigram." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Different problems: missing PyTorch dependency vs unclear error message for LayoutLMv3 box content." + "reason": "Missing PyTorch ImportError and LayoutLMv3 box-clarity error are different issues with different failure surfaces." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer's `model_max_length` value." + "reason": "FineGrainedFP8Config loading failure is unrelated to CLIPTokenizer max_length behavior." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "One is a video-input regression across Qwen models; the other is a long-context FA2 performance regression." + "reason": "Different regressions: video-input handling for several Qwen models vs a performance regression with FA2 long-context generation." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer configuration issue is unrelated to YOLO multi-GPU device-map loading failure." + "reason": "CLIPTokenizer max_length misconfiguration is unrelated to multi-GPU device-map failure for YOLO." } ] }, @@ -7094,7 +7136,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:24643", "issue:27957", @@ -7149,23 +7191,23 @@ "issue:44936|issue:46821", "issue:43742|issue:44291", "issue:44062|issue:44991", - "issue:24643|issue:29159", - "issue:44849|issue:45701", "issue:43452|issue:43582", + "issue:44849|issue:45701", "issue:42915|issue:43749", + "issue:24643|issue:29159", "issue:43577|issue:46512", "issue:27957|issue:28282", "issue:41720|issue:43540", "issue:43540|issue:44560", - "issue:44987|issue:45907", "issue:42175|issue:44488", "issue:44479|issue:45381", + "issue:44987|issue:45907", "issue:43540|issue:44479", "issue:38175|issue:44898", "issue:34567|issue:36331", - "issue:44568|issue:45488", "issue:44291|issue:44821", "issue:44792|issue:44964", + "issue:44568|issue:45488", "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:45042|issue:45081", @@ -7177,214 +7219,220 @@ "issue:43716|issue:46701", "issue:45405|issue:45600" ], - "prepared_review_unit_hash": "ccbba8c4882103e9064c5e590de88945de8f376985137f5ed097f7b2a84d269c", + "prepared_review_unit_hash": "14fb6cbca52213a5c770d4889b85c09bd24dbebfd0cd94e7554e1b558d207bba", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36681, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "serialized_chars": 36678, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly different bugs touching different models/code paths. The only strong duplicate match is the Qwen2.5-VL/Qwen3-VL video-input regression pair, where one issue is a broader family report and the other is a specific manifestation of the same position-id bug.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 44479 is the best canonical issue because it is the broader regression report for the v5.3.0 Qwen video-input bug family and subsumes the more specific Qwen2.5-VL position-id report.", + "summary": "These items are mostly unrelated single-issue reports. The only likely duplicate pair is the Qwen2.5-VL video-input regression reports, where one issue is a broader umbrella and the other is a more specific symptom report.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 44479 is the broader umbrella report for the Qwen video-input regression family, covering multiple affected models and the same general code path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest issue anchor in this set: it names the broader affected family, has clear regression framing, and matches the only accepted duplicate edge.", + "best_issue_reason": "Issue 44479 is the best representative issue here because it is the most general, highest-signal report among the near-duplicate Qwen video-input bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Different failures in different areas: trainer evaluate state vs TimesFM window_size handling." + "reason": "Unrelated failures: trainer lifecycle/evaluation bug vs TimesFM window_size AttributeError." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are load-time TypeErrors, but they involve different mechanisms and different models/code paths." + "reason": "Both are model-loading errors, but the concrete causes differ: missing key on MobileLLM-125M vs unexpected _is_hf_initialized arg in init_empty_weights." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading problems, but the symptoms and affected models are unrelated." + "reason": "Tokenizer-related, but not the same bug: AddedToken special-arg collision vs a specific tokenizer load failure for EMBEDDIA/est-roberta." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "DeepSpeed weight shape error and tokenizer slow/fast inconsistency are unrelated bugs." + "reason": "Completely different subsystems: GGUF / from_pretrained loading vs Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "One is a Qwen3.5 hidden-states bug; the other is a broad tokenization-version complaint." + "reason": "Different problems: Qwen3.5 output_hidden_states behavior vs a broad tokenization-change report." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "AutoTokenizer/AutoModel gguf handling and Apple Silicon allocator warmup TypeError are different subsystems." + "reason": "Different concrete failures: Qwen3-MoE FP8 config error vs FSDP CPU RAM efficient loading breakage." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Different training/loading failures: FP8 config handling vs FSDP CPU RAM efficient loading." + "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype state, but one is model/submodule dtype loading and the other is config.dtype staleness in from_config." + "reason": "Both involve dtype, but one is about model weights staying float32 while the other is stale config.dtype after from_config; not the same code-path bug." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention support and missing PyTorch detection are unrelated issues." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an ImportError claiming PyTorch is missing." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen model families and different failure modes: device-mapping CUDA assert vs video input ValueError." + "reason": "Different Qwen failures: cudaErrorAssert with auto device mapping vs video-input ValueError in Qwen3OmniMoe." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both mention video inputs, but they affect different Qwen variants with different errors and likely different fixes." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "A model load failure and list_repo_files not forwarding revision are unrelated." + "reason": "Both are Qwen video-input issues, but the symptoms and affected models differ; not enough evidence of the same underlying bug." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Package/backend dependency packaging and a model load failure are not the same bug." + "reason": "Packaging/backend dependency issue vs a model-loading failure for cjvt/sleng-bert; unrelated." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both report the same Qwen video-input regression in transformers 5.3.0; 45381 is a specific symptom of the broader bug in 44479." + "reason": "Both report the Qwen2.5-VL video-input regression in v5.3.0, with incorrect vision/position ids being the likely same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: model-loading failure for physical-intelligence/fast vs list_repo_files needing revision forwarding." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen video bugs: one is a video processing ValueError in Qwen3OmniMoe, the other is a broader v5.3.0 regression across several Qwen video models." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures: unexpected zero probabilities vs Perceiver resize/interpolation failure." + "reason": "Both are vision-model issues, but one is zero probabilities in SigLIP2 and the other is Perceiver non-default resolution failure; distinct bugs." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and custom compute_loss signature mismatch are separate trainer issues." - }, - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Both are tokenizer regressions, but they involve different tokenizers and distinct behavior changes." + "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are unrelated training issues." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Init-empty-weights argument handling and loading AutoImageProcessor from URL are unrelated." + "reason": "Model init with unexpected _is_hf_initialized argument is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal regressions with different entry points: a Janus test failure vs Phi-4 multimodal load failure." + "reason": "Both touch multimodal models, but one is a failed Janus test and the other is a Phi-4 multimodal load failure; not the same concrete defect." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: add_special_tokens/BOS-EOS behavior vs LlamaTokenizer overriding ByteLevel pre-tokenizer." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated model-implementation bugs." + "reason": "Unrelated model-specific issues: Qwen3 MOE weight conversion with accelerate+deepspeed vs Smollm3 RoPE layer selection." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer bugs: AddedToken special-arg duplication vs Mistral regex patch failure." + "reason": "AddedToken special-arg duplication and Mistral regex patch crash are different tokenizer bugs." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL image-processor dependency requirements and Mistral tokenizer regex patching are unrelated." + "reason": "Image processor torchvision dependency regression is unrelated to the Mistral regex AttributeError." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Allocator warmup on Apple Silicon and TimesFM window_size AttributeError are different problems." + "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading failures: MobileLLM key error vs missing Float8 storage object." + "reason": "Loading-key error for MobileLLM-125M and missing Float8 storage object are different failures." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 and a Qwen3.5 kernel registration crash are unrelated." + "reason": "Different Qwen-related issues: Smollm3 RoPE layers vs Qwen3.5 apply_rotary_pos_emb registration crash." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both concern rotary/position handling, but they affect different models and different bugs." + "reason": "Different model families and symptoms: Smollm3 RoPE-layer selection vs Qwen2.5-VL still-image temporal scaling." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Mistral-3 dtype mismatch and DiffusionGemma pipeline failure are different code paths." + "reason": "Different multimodal bugs: Mistral-3 image-preprocessor dtype mismatch vs DiffusionGemmaGenerationOutput pipeline breakage." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version bump and removed Sam3LiteText auto-mapping references are different maintenance issues." + "reason": "Release/versioning problem for MIN_PEFT_VERSION is unrelated to stale auto_mappings references to removed configs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The one accepted duplicate pair, issue:44479 and issue:45381, is well supported by the titles and the stated v5.3.0 Qwen video-input regression family. The remaining pair rejections are cautious and based on clear differences in model family, subsystem, or failure mode rather than overclaiming equivalence." + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted duplicate pair is supported by strong title-level similarity, and the rejected pairs are explained with reasonable, non-overstated distinctions. I don\u2019t see any soft-edge verdict that clearly overclaims beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -7403,7 +7451,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:24643", "issue:28282", @@ -7455,230 +7503,233 @@ ], "soft_pairs": [ "issue:44737|issue:46463", - "issue:44568|issue:46491", "issue:45823|issue:46463", "issue:43906|issue:46693", "issue:43577|issue:45072", + "issue:44568|issue:46491", "issue:45672|issue:45674", "issue:24643|issue:29870", "issue:43906|issue:46468", + "issue:44625|issue:44877", "issue:43540|issue:46693", "issue:43452|issue:44488", - "issue:44625|issue:44877", - "issue:45663|issue:46846", "issue:43697|issue:46829", - "issue:46463|issue:46899", + "issue:45663|issue:46846", "issue:28282|issue:32090", + "issue:46463|issue:46899", "issue:44913|issue:46121", "issue:44737|issue:45588", "issue:43526|issue:45479", "issue:45357|issue:45920", "issue:43697|issue:45216", - "issue:45200|issue:46463", "issue:43643|issue:45375", "issue:43720|issue:44898", "issue:44466|issue:45005", "issue:41762|issue:44936", + "issue:45200|issue:46463", "issue:44493|issue:46050", "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "37d41222822a9848ef4dbebcee3a9587bc2d720ef470d9db1cb437f8c4bf4b82", + "prepared_review_unit_hash": "f83e686c2f5cda226286b8e211544753cb49c52acb21f67dee218580432c04d6", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35916, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated one-off bugs across different models, loaders, and training paths. I did not find any soft pair that clearly describes the same underlying bug/change, though a few are loosely similar in theme (e.g. tied-weights or config regressions).", - "confidence": 0.78, - "canonical_issue_reason": "Issue #45005 is the broadest and most representative report in the set, covering a concrete v5 tied-weights regression with detailed reproduction context; it is the closest thing to a central theme here.", + "summary": "Mostly a heterogeneous set of unrelated model-specific bugs. The only plausible duplicate/mergeable pair is the v5 tied-weights serialization regression affecting translation models.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 44466 is the most concrete and reproducible tied-weights report: it pinpoints inconsistent lm_head.weight serialization and the device-dependent behavior in v5/main.", "canonical_pr_reason": null, - "best_issue_reason": "#45005 is the best single issue to anchor this cluster because it is substantial, specific, and captures the most plausible overlap with another tied-weights report without being overly narrow.", + "best_issue_reason": "Issue 44466 is the best representative because it states the failure mode precisely and maps cleanly to a specific save/load code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Different models and different failures: XLNet CPU device placement vs T5 decoder input validation messaging." - }, - { - "left": "issue:44568", - "right": "issue:46491", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms, so they are not the same bug." + "reason": "Different bugs: XLNet CPU placement/performance issue vs T5 decoder-input validation/error-message problem." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder input validation." + "reason": "Different models and failure modes; Gemma4 device_map mismatch is unrelated to T5 decoder validation." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction of an older issue is not the same as a FA2 long-context performance regression." + "reason": "One is a reproduction issue, the other is a long-context FA2 performance regression; not the same concrete bug." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype issues, but they concern different models and different code paths." + "reason": "Both mention dtype issues, but they affect different models and code paths, so they are not the same bug." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Both are 4-bit inference issues, but one is a uint8/torch.finfo crash in Gemma4 audio modules and the other is a BitsAndBytes skip-module exclusion bug." + "reason": "Both are tokenizer regressions, but the models and underlying behaviors differ completely." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but one is an unsafe dtype cast in Gemma4 multimodal embedders and the other is a BitsAndBytes skip-module exclusion bug." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error and BART generate() unbound variable are unrelated failures." + "reason": "DeepSpeed training weight-shape error and Bart generate() UnboundLocalError are unrelated." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "An isolated reproduction of one bug is not the same as a broken Nemotron example." + "reason": "Reproduction of an older issue and a broken Nemotron example are not the same underlying problem." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but they describe different strict-loading/propagation failures in different models." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to FA2 performance regression." + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is a gguf_file API break and the other is a specific model load failure; no clear same code-path." + "reason": "Both concern loading, but one is gguf_file API breakage and the other is a model-specific load failure; no clear shared code-path bug." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "One is num_labels propagation in Qwen3.5, the other is strict config handling for granite_speech." + "reason": "Different model outputs/return objects; not the same defect." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3.5 TP plan omissions are different distributed-training problems." + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 TP-plan omissions are separate distributed-training issues." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Different models and outputs: RTDetrV2 v5 regression vs VideoPrism hidden_states field mix-up." + "reason": "PyTorch import detection failure is unrelated to Trainer/_gpu_broadcast_one NoneType handling." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder input error messaging is unrelated to Gemma4 multimodal dtype casting under 4-bit quantization." - }, - { - "left": "issue:28282", - "right": "issue:32090", - "accept": false, - "reason": "Missing PyTorch import and a Trainer broadcast type error are unrelated." + "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch config/rope-related settings, but one is GPTNeoX reload behavior and the other is a utility type error on JSON-loaded lists." + "reason": "Both touch rope/config handling, but one is a reload-default regression and the other is a JSON-list type error in validation; not the same bug." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange placement and flash-attention sink-less model crash are unrelated." + "reason": "XLNet CPU arange issue and flash_attention s_aux=None crash are separate code paths." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sequence-classification loss selection are unrelated bugs." + "reason": "Label reduction bug and single-label-classification zero-loss bug are different classification issues." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "One is Qwen3.5 save_pretrained visual-key serialization; the other is tokenizer token-ID generation across multiple models." + "reason": "Qwen3.5 save_pretrained key regression and AutoTokenizer token-id regression are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint serialization regression are different issues." - }, - { - "left": "issue:45200", - "right": "issue:46463", - "accept": false, - "reason": "Gemma 4 text-only mm_token_type_ids behavior is unrelated to T5 decoder input validation errors." + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint save regression are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve missing config fields, but one is generic trust_remote_code loading and the other is a specific Qwen3_5MoeVisionConfig strict-field issue." + "reason": "Both involve config fields, but they describe different missing-field mechanisms and different models." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated model-specific bugs." + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both concern tied weights, but one is inconsistent lm_head serialization by device and the other is a broader translation-model regression; not enough evidence they are the same bug." + "accept": true, + "reason": "Both are v5 tied-weights regressions around save/load serialization; they plausibly share the same underlying lm_head/tied-weights code path." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate() after train() are unrelated." + "reason": "ZeRO-3 load-time index error and trainer.evaluate() after train() failure are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "mm_token_type_ids defaulting issue is unrelated to T5 decoder validation." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq save/load breakage are different serialization problems." + "reason": "Unexpected key errors with position ids and sinq save/load breakage are different serialization problems." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated training/runtime bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence: most pairs are clearly heterogeneous by model and failure mode, and the one accepted pair (44466/45005) is a conservative match based on both being v5 tied-weights save/load serialization regressions. No verdict overstates certainty." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7693,7 +7744,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:29159", "issue:33357", @@ -7746,9 +7797,9 @@ ], "soft_pairs": [ "issue:38175|issue:43295", - "issue:43452|issue:44843", "issue:44361|issue:44442", "issue:43653|issue:44361", + "issue:43452|issue:44843", "issue:43761|issue:46829", "issue:43819|issue:44811", "issue:43994|issue:44898", @@ -7757,219 +7808,219 @@ "issue:43531|issue:43742", "issue:46832|issue:46932", "issue:43525|issue:46701", - "issue:43295|issue:45356", - "issue:29159|issue:33357", "issue:45542|issue:46178", - "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43295|issue:45356", "issue:43688|issue:45704", + "issue:43653|issue:44568", "issue:43688|issue:45701", "issue:43646|issue:43749", "issue:43756|issue:46402", - "issue:42898|issue:46491", "issue:44464|issue:44743", - "issue:44843|issue:44991", - "issue:43761|issue:47013", "issue:43452|issue:43577", + "issue:43761|issue:47013", + "issue:42898|issue:46491", + "issue:44843|issue:44991", "issue:43653|issue:43927", "issue:44479|issue:44625", "issue:44821|issue:46821" ], - "prepared_review_unit_hash": "7fa0c5464532ebcd888ccf091148c103e6e3e01f347c0e43748d8d3117b7bad0", + "prepared_review_unit_hash": "4cf0d943167eb5426c59597c875182cbcbc5b0824433b011b5231ff887e0bae2", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36305, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of Transformers bugs, with a large tokenizer/regression subtheme but no pair that clearly shares the same concrete root cause. Under a strict duplicate standard, I would reject all soft edges.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45701 is the broadest, most representative report in the set: it describes version-dependent tokenization changes and sits near the center of the tokenizer-related issues, while many others are narrower model-specific regressions.", + "summary": "This cluster is mostly a loose tokenizer/model-regression grab bag rather than a duplicate set. The strongest theme is version-related tokenizer behavior changes, but the soft pairs usually point to different models, different code paths, or unrelated backend/loading failures.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45701 is the broadest, most central representative of the tokenizer-regression theme and has the most cross-version context, but it is not a true duplicate of the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single issue to represent the cluster because it is generic, user-facing, and closest to the recurring tokenizer/regression theme that appears in several other items.", + "best_issue_reason": "Issue #45701 is the best single cluster representative because it captures the broad version-driven tokenization behavior changes that several neighboring reports resemble, even though the cluster overall is not one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different failure modes: one is zero probabilities for SigLIP2, the other is processor/tokenizer regression with images. Same broad area, not the same bug." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "Both involve tokenizer loading, but one is gguf/from_pretrained breakage and the other is offline mode due to an unconditional hub call. Different root causes." + "reason": "Different failures: SigLIP zero-probabilities vs processor/tokenizer image-handling regression." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are AttributeErrors in tokenizers, but they affect different tokenizers and loading paths. Not the same underlying issue." + "reason": "Both are AutoTokenizer-related, but the affected tokenizers and errors are different and not the same bug." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration/empty decode is unrelated to MLukeTokenizer task-time AttributeError." + "reason": "BigBird special-token decode bug is unrelated to MLukeTokenizer attribute errors." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer loading, but one is gguf/from_pretrained support and the other is an offline regex-patching bug." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is a vision-model output bug, while VideoPrism returns the wrong field in an output object. Different code paths." + "reason": "Both mention hidden_states/output fields, but they affect different model families and different output miswiring." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latents/STE mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are model inference issues, but SigLIP2 nonsensical outputs and Perceiver interpolation failure have different causes and affected components." + "reason": "Different vision-model bugs: SigLIP pipeline output quality vs Perceiver interpolation failure." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor loading import failure and Windows/ROCm distributed import error are distinct dependency problems." + "reason": "Gemma processor import breakage is unrelated to Windows/ROCm distributed-import errors." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "LwDetr float16 CUDA crash and RT-DETR cost-matrix infeasibility are separate loss/assignment failures." + "reason": "Different detection losses and different crash modes; not the same underlying bug." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated configuration/loading bugs." + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key error are distinct issues." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR backbone feature mismatch and Gemma4 quantized embedder dtype casting are different model-specific issues." + "reason": "RT-DETR backbone feature-level mismatch is unrelated to Gemma4 dtype casting for quantized embedders." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id missing and DiffusionGemma pipeline failure do not share a root cause." + "reason": "Llama4 config attribute error is unrelated to DiffusionGemma pipeline failure." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Both mention processor/tokenizer regressions, but one is custom processor/tokenizer access and the other is Kimi-K2.5 codec/fix_mistral_regex behavior. Different defects." + "reason": "Both are backend-mapping problems, but they concern different missing/incorrect backends and different code paths." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow vs fast tokenizer inconsistency is a tokenizer API issue; bus error on MacOS with CLIP is a platform crash. No shared bug." + "reason": "Tokenizer consistency issue vs MacOS bus error on a CLIP model; no shared underlying bug." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Undefined tf backend from tensorboard-only install and BACKENDS_MAPPING tensorflow_text error are separate backend-resolution problems." + "reason": "Both are regressions, but one is processor.tokenizer/image passing and the other is Kimi-K2.5 codec/regex handling." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "BigBirdTokenizer special-token registration and mdeberta-v3-base add_special_tokens behavior are both tokenizer issues but not the same tokenizer or fix." + "reason": "Auxiliary-loss normalization and T5 RMSNorm memory leak are unrelated model implementation bugs." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Auxiliary loss normalization in MoE models is unrelated to T5 apex FusedRMSNorm memory leak." + "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and different special-token behaviors." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary loss normalization and tokenization-version drift are different subsystems and bugs." + "reason": "OLMoE/GPT Oss loss normalization is unrelated to tokenizer version-dependent behavior changes." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Transformers 5.0 custom model initialization breakage and FSDP CPU RAM efficient loading are distinct upgrade regressions." + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading breakage are separate problems." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3 text encoder weights not loading are unrelated model definition/loading issues." - }, - { - "left": "issue:42898", - "right": "issue:46491", - "accept": false, - "reason": "clean_up_tokenization_spaces v5 behavior change and CodeLlama leading-space round-trip regression are both tokenizer-related but different concrete behaviors." + "reason": "Smollm3 RoPE-layer mismatch is unrelated to Sam3 text-encoder weights not loading." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent state reset are separate generation/state-management bugs." + "reason": "Chunked-generation compilation inconsistency and xLSTM recurrent-state reset are different generation/state bugs." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Offline-mode failure from an unconditional model_info call and EMBEDDIA tokenizer loading failure are not the same code-path problem." + "reason": "gguf loading breakage is unrelated to Blip2 dtype propagation not affecting qformer/model dtype." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIPVision hidden_states regression and xLSTM train-mode unpacking crash are unrelated output/state handling bugs." + "reason": "Both involve model outputs/state handling, but they are different architectures and different failure mechanisms." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a global cleanup behavior change and the other is a CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype propagation are different from-pretrained/model-initialization issues." + "reason": "Offline model_info regression is not the same as est-roberta tokenizer loading failure." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token IDs not persisting are separate tokenizer/config persistence bugs." + "reason": "Special-token registration bug in BigBird is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video input regression for Qwen3.5-family models and num_labels propagation in Qwen3.5 are different model configuration issues." + "reason": "Video-input regression across Qwen variants is unrelated to num_labels propagation in Qwen3.5." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated loader/config problems." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are different subsystems." } ] }, @@ -7991,7 +8042,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:32090", "issue:33666", @@ -8045,20 +8096,20 @@ "soft_pairs": [ "issue:33666|issue:36010", "issue:44484|issue:44704", - "issue:44466|issue:46050", "issue:32090|issue:33666", + "issue:44466|issue:46050", "issue:43688|issue:45440", "issue:44734|issue:46612", "issue:44977|issue:46693", "issue:41720|issue:44464", "issue:44464|issue:44977", "issue:43504|issue:43550", - "issue:43278|issue:43688", "issue:43504|issue:43720", - "issue:43782|issue:46693", + "issue:43278|issue:43688", + "issue:33666|issue:36331", "issue:45491|issue:46002", + "issue:43782|issue:46693", "issue:43262|issue:43295", - "issue:33666|issue:36331", "issue:43611|issue:46846", "issue:43577|issue:44554", "issue:43720|issue:43927", @@ -8070,213 +8121,213 @@ "issue:44964|issue:45405", "issue:43720|issue:44361", "issue:44625|issue:45584", - "issue:44977|issue:46209", "issue:43493|issue:43825", + "issue:44977|issue:46209", "issue:44554|issue:46365", "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "38cd7d2389c3ef72371ac4f9ea52d9c67e850930c68dc0b65238c25dd0d202c7", + "prepared_review_unit_hash": "7a145f5d8867d3266ca17b222e9c8b77fe8e1a08776fc0ce4e823969f4707463", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37142, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "serialized_chars": 37138, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly distinct issues with a few thematic overlaps (v5 regressions, chat-template crashes, save/load bugs), but none of the soft pairs look like the same concrete bug/change.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43611 is the clearest broad framework regression in the set: it names a concrete v5 loading breakage with a shared root cause and wider applicability than the model-specific reports.", + "summary": "The cluster is not a real duplicate set: the issues span many unrelated models, config/load paths, generation bugs, and trainer regressions. The soft links are mostly title-level similarity and should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best representative issue overall because it is concrete, broadly impactful, and easy to triage against related v5 compatibility regressions.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Different failures: multi-GPU Qwen2-VL training vs a GenerationMixin import error." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated failure modes." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Unrelated topics: shard-size question vs AutoProcessor kwargs forwarding." + "reason": "save_pretrained sharding behavior and AutoProcessor cached_file kwargs forwarding are different code paths." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Both involve save/load, but one is tied-weight serialization and the other is quantized model persistence." + "reason": "Trainer GPU broadcast NoneType error is not the same as a broad multi-GPU training support issue." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is not the same as Qwen2-VL multi-GPU training support." + "reason": "Both involve save/load, but one is tied-weight serialization and the other is quantized sinq restoration." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a native-vs-remote implementation mismatch." + "reason": "Aux-loss normalization in OLMoE/GPT Oss and DeepseekV3MoE divergence are distinct model bugs." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Different generation bugs: KV-cache continuation indexing vs beam-search cache reorder omission." + "reason": "KV-cache continuation indexing and beam-search cache reorder skipping are different generation bugs." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention correctness failure is distinct from a long-context FA2 performance regression." + "reason": "A model-specific flash-attention generation bug is not the same as a long-context performance regression." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device-map cuda assert is unrelated to chunked generation with compiled forward." + "reason": "Auto device mapping cuda assert and compiled chunked-generation inconsistency are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different symptoms and code paths: compiled-forward inconsistency vs flash-attention generation failure." + "reason": "Different symptoms and paths: compiled forward inconsistency vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field loading bug for BEiT is unrelated to Bamba torch.compile/SDPA failure." + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failure do not share the same underlying bug." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Embedding dtype drift during eval is not the same bug as MoE auxiliary-loss normalization." + "reason": "Legacy preset loading and packed-weight accelerate loading are separate model-loading issues." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Pretrained preset loading failure and packed-weight accelerate loading failure are different issues." + "reason": "Embedding dtype drift and auxiliary-loss normalization are unrelated." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Qwen3VL weight_only load error is different from FA2 long-context performance regression." + "reason": "Trainer multi-GPU training and the num_items_in_batch callback signature error are not the same bug." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is sliding-window attention on GPU and the other is classification-head init/checkout." + "reason": "Both mention NaNs, but the affected modules and triggers differ completely." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Audio processor sampling-rate default bug is unrelated to processor.tokenizer regression." + "reason": "Qwen3VL weight_only load failure and FA2 long-context slowdown are unrelated." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Multi-GPU training request is not the same as a CustomTrainer compute_loss signature break." + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image regression are different processor bugs." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Both are v5/model-loading related, but base_model_prefix loading and Qwen3.5 TP-plan linear_attn are separate bugs." + "reason": "base_model_prefix loading breakage and missing Qwen3.5 TP plan entries are unrelated." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness are different failure modes." + "reason": "Blip2 dtype propagation and an MPS attention correctness issue do not match." }, { "left": "issue:43720", - "right": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Packed-weight accelerate loading and DiaConfig token-ID persistence are unrelated serialization bugs." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but the triggering conditions and failure paths differ." + "reason": "Both touch chat templates, but batched padding=False crashes and tool-call assistant content handling are different problems." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig save/load token-ID loss." + "reason": "CPU-offload device mismatch and DiaConfig token ID persistence are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Legacy-field model loading and OmDet-Turbo processor size mismatch are different issues." + "reason": "Beit legacy field loading and OmDet-Turbo processor image-size mismatch are distinct bugs." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both affect trust_remote_code, but one is missing config fields and the other is removal of a utility import." + "reason": "trust_remote_code missing fields and removal of is_torch_fx_available are different v5 regressions." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar theme, but different model configs and different missing fields; not one underlying bug." + "reason": "Both are missing padding-related config fields, but they affect different models and config names." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model-loading failure and unreleased PEFT-version bump are unrelated." + "reason": "Phi-4 multimodal load failure and an unreleased PEFT version bump are unrelated." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different areas: accelerate weight unpacking vs tokenizer AttributeError." + "reason": "Packed-weight accelerate loading and tokenizer task AttributeError are unrelated." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription generation failure." + "reason": "num_labels propagation and Whisper empty-transcription generation are different subsystems." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is not the same as FP8 inference failure on B200." + "reason": "SigLIP2 HF/JAX mismatch and pipeline translation-task messaging are unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-message wording are unrelated." + "reason": "Flash-attention generation failure and FP8 B200 inference failure are different hardware/model issues." }, { "left": "issue:44554", @@ -8288,7 +8339,7 @@ "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map forward mismatch is not the same as quantized model save/load breakage." + "reason": "Gemma4 device-map mismatch and sinq quantized save/load breakage are different bugs." } ] }, @@ -8310,7 +8361,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:28218", "issue:33357", @@ -8362,51 +8413,51 @@ "issue:46832" ], "soft_pairs": [ - "issue:28218|issue:33357", "issue:43452|issue:44451", - "issue:43994|issue:46192", + "issue:28218|issue:33357", "issue:42796|issue:44977", + "issue:43994|issue:46192", "issue:39692|issue:43295", "issue:43493|issue:43844", "issue:43278|issue:43844", - "issue:46209|issue:46710", "issue:44849|issue:46209", + "issue:46209|issue:46710", "issue:43646|issue:44466", "issue:44568|issue:46489", "issue:43278|issue:43701", - "issue:44568|issue:45812", "issue:33357|issue:33666", - "issue:44488|issue:44843", + "issue:44568|issue:45812", "issue:44792|issue:45405", "issue:43927|issue:44361", - "issue:44849|issue:45357", "issue:43824|issue:44589", + "issue:44849|issue:45357", "issue:43575|issue:45405", + "issue:44488|issue:44843", "issue:46821|issue:46832", - "issue:45245|issue:46710", "issue:43572|issue:44291", "issue:43334|issue:45759", "issue:43504|issue:43606", "issue:44589|issue:45520", + "issue:45245|issue:46710", "issue:43334|issue:43572", "issue:43257|issue:43299", "issue:44493|issue:46285", "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "02e888d06bdb2d5e9e494351a1c86b6f1249e92236486e1448218429d3b9e053", + "prepared_review_unit_hash": "db30cae35b35cda93f3c33a8cb6501ada8f3a4fbaf72d4bd5d9bbba2cfebeaee", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36856, + "serialized_chars": 36855, "estimated_input_tokens": 9214, "estimated_eval_tokens": 18684 }, @@ -8415,192 +8466,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated regressions across different models/subsystems; despite some tokenizer/loading overlap, none of the soft pairs look like the same underlying bug/change. No PRs are present in the cluster.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a concrete, high-impact tokenizer regression with broad scope (all Granite models), a clear version boundary, and a silent behavioral change.", + "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, model-loading, multimodal, training, or documentation bugs, so the proposed soft edges do not look like true duplicates of the same underlying issue.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue is a safe canonical here; the cluster spans multiple unrelated failure modes rather than one duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is a good global anchor because it is specific, user-facing, and clearly reproducible, making it more representative than narrow model-specific or environment-specific reports.", + "best_issue_reason": "No single issue is a strong global representative because the reports cover different model families and different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:28218", - "right": "issue:33357", - "accept": false, - "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP loading; different symptoms and code paths." - }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading failures, but one is gguf/AutoTokenizer/AutoModel behavior and the other is a specific pretrained model compatibility issue." + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "SigLIP2 inference quality issue vs return_tensors being ignored in multimodal input handling; not the same bug." + "reason": "Tokenizer spacing behavior and a MacOS bus error in CLIP are unrelated bugs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE marker handling vs Qwen3.5 flash-attention generation bug; unrelated failures." + "reason": "One is a tokenizer/BPE marker issue; the other is a Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and ignored return_tensors are different API failures." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors vs a regression in processor/tokenizer access; different concrete problems." + "reason": "Both mention multimodal processors, but one is a documentation/example problem and the other is a regression in processor/tokenizer access." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 JAX parity discrepancy vs a DeepSpeed/ZeRO gradient instability; different layers of the stack." + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are different technical problems." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Training/eval dtype mismatch vs gradient explosion under ZeRO-3; not the same underlying defect." + "reason": "A dtype mismatch in evaluation is not the same as the ZeRO-3 gradient regression." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "FP8 inference failure on B200 vs accuracy regression after version upgrade; different hardware/pathology." + "reason": "Qwen3.5 hidden-state behavior and FP8 inference on B200 are unrelated." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Qwen hidden-states bug vs FP8 inference issue; no shared code-path evidence." + "reason": "FP8/B200 inference failure and DeepSeek accuracy regression are different symptoms and code paths." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage vs serialization inconsistency of tied weights; distinct regression types." + "reason": "Custom model initialization breakage is distinct from serialization of lm_head.weight." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "mDeBERTa special-token addition bug vs DeepSeek-Coder tokenizer output regression; different tokenizers and causes." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behavior." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype mismatch vs resume checkpoint key mismatch; unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer-related, but one concerns special-token addition behavior and the other wrong token IDs for Granite models." + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training support request; unrelated." + "reason": "A CLIP bus error on MacOS is not the same as Qwen2-VL multi-GPU training support." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Model load failure for a specific checkpoint vs offline-mode breakage from unconditional model_info() lookup; different root causes." + "reason": "Both are tokenizer regressions, but the concrete model, symptom, and failure mode differ." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus test failure vs a dependency version bump issue; not the same bug." + "reason": "A janus image-generation test failure is unrelated to a PEFT version pin issue." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Config save/load losing token IDs vs tokenizer AttributeError on tasks; different failure modes." + "reason": "Custom token ID persistence and MLukeTokenizer task AttributeError do not share the same bug." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Hidden-states computation bug vs incorrect visual encoder key serialization; unrelated Qwen3.5 issues." + "reason": "An import error for Qwen2.5-VL and a Float8 storage TypeError are different failures." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Missing Qwen2.5-VL export/import symbol vs Float8 storage lookup error; distinct API/runtime problems." + "reason": "Both involve Qwen3.5, but hidden states and saved visual encoder keys are separate bugs." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM vs unreleased minimum PEFT version bump; unrelated." + "reason": "TP OOM on a Qwen2 model and an unreleased PEFT requirement are unrelated." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "TimesFM window_size AttributeError vs RT-DETR feature-level mismatch; different model families and bugs." + "reason": "A specific model not loading and offline-mode model_info() access are different causes." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Category-limit runtime error vs post-upgrade accuracy regression; no shared defect." + "reason": "TimesFM window_size AttributeError and RT-DETR forward shape/level mismatch are unrelated." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing config field after 5.0 update vs init_empty_weights constructor argument mismatch; separate upgrade regressions." + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized in init_empty_weights are different config/init issues." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config vs text_config unwrapping for composite causal LM configs; related family, but not the same concrete bug." + "reason": "Both touch Qwen multimodal configs, but they fail in different places and are not the same underlying bug." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field loading issue in BEiT vs device mismatch with CPU offload in bark-small; unrelated." + "reason": "A legacy field preventing Beit loading is unrelated to a CPU offload device mismatch." }, { "left": "issue:44589", - "right": "issue:46285", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError are unrelated compatibility bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Float8 storage type lookup vs CLIP text-model structure inconsistency; different subsystems." + "reason": "The category limit RuntimeError and the DeepSeek accuracy regression are not the same issue." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both mention missing config fields, but one is pad_token_id on multimodal text config and the other is pad_token_idx in StableLmConfig; not the same bug." + "reason": "Different configs, different missing fields, and different model families." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Different Qwen3 MOE loading regressions with different triggers and errors." + "reason": "Both are Qwen MOE-related, but one is weight conversion with accelerate/deepspeed and the other is multimodal model loading." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id key warnings across many models vs CLIP text-model structure change; not one underlying issue." + "reason": "Unexpected position-id keys and CLIP text-model structure changes are different regressions." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field load failure vs BigBirdTokenizer special-token registration bug; unrelated." + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token handling are unrelated." } ] }, @@ -8622,7 +8673,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:15354", "issue:28218", @@ -8673,20 +8724,20 @@ "issue:46846" ], "soft_pairs": [ - "issue:46399|issue:46846", "issue:43606|issue:44112", + "issue:46399|issue:46846", "issue:45072|issue:46832", "issue:44464|issue:46424", "issue:43873|issue:46050", "issue:43844|issue:44964", "issue:43994|issue:44493", "issue:43937|issue:46701", - "issue:44869|issue:46752", "issue:45588|issue:46050", + "issue:44869|issue:46752", "issue:45200|issue:45229", "issue:45229|issue:45823", - "issue:29942|issue:30333", "issue:29159|issue:32090", + "issue:29942|issue:30333", "issue:42490|issue:43696", "issue:45084|issue:45520", "issue:28218|issue:34567", @@ -8694,148 +8745,142 @@ "issue:15354|issue:38175", "issue:44554|issue:45446", "issue:44977|issue:46701", - "issue:41720|issue:46710", "issue:43493|issue:43701", + "issue:41720|issue:46710", "issue:44423|issue:44734", - "issue:44977|issue:46710", - "issue:37428|issue:43957" + "issue:37428|issue:43957", + "issue:44977|issue:46710" ], - "prepared_review_unit_hash": "fb940c46b71563f544980be370db330ca8e2c1d3fdcfc25a49bf11e9e3a36f00", + "prepared_review_unit_hash": "bc03b9e692e4e0ac16c6655debccb5b335b7c1ab33346f560568eb58bc88f2e7", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34913, - "estimated_input_tokens": 8729, - "estimated_eval_tokens": 17714 + "serialized_chars": 34907, + "estimated_input_tokens": 8727, + "estimated_eval_tokens": 17710 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are only broad thematic similarities; none look like the same underlying bug or change, so all candidate merges are rejected. This cluster is heterogeneous and should not be deduplicated into a single issue.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43873 is the best available anchor only because it is open and describes a broad runtime/offloading regression, but the cluster is too heterogeneous for true duplicate canonicalization.", + "summary": "The items are mostly unrelated single-issue reports across tokenizer, loading, attention, serving, quantization, and training paths. None of the soft pairs look like the same underlying bug or mergeable change, so I would keep them all separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43957 is the best canonical issue candidate because it describes a concrete, reproducible loading regression (`torch.device('meta')`) with multiple affected models and a clear failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most reasonable triage anchor for the cluster, but it should not be treated as a duplicate magnet because the other issues span unrelated models and failure modes.", + "best_issue_reason": "issue:43957 is the strongest standalone bug report here: broad but specific, clearly scoped to model loading, and easy to understand/reproduce.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Different bugs: one is a missing decorator/registration crash, the other is missing TP-plan entries causing OOM/shape errors." + "reason": "Both mention device-related failures, but one is a CPU-offload mismatch in Bark and the other is a GraniteSpeech CI test regression; different models and different code paths." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Unrelated: CPU offload device mismatch for Bark vs a GraniteSpeech CI test failure." + "reason": "Both are Qwen3.5-related, but one is a kernel registration/decorator crash and the other is missing TP-plan entries causing OOM/shape errors; not the same bug." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different code paths and models; dtype mismatch in inference is not the same as RTDetr forward shape handling." + "reason": "These are unrelated failures: dtype mismatches in SwitchTransformers/TimmWrapperModel versus RT-DETR feature-level handling in forward." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is distinct from cache max-length handling for quantized cache." + "reason": "One is inconsistent outputs with compiled forward during chunked generation; the other is cache-length config behavior for quantized cache only." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "One is quantization/offloading behavior, the other is broken save/load for sinq-quantized models." + "reason": "Both involve quantization/offloading, but one is about offloading behavior and the other about save/load breakage after sinq quantization; different underlying problems." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth during training is unrelated to loading a specific multimodal model on latest transformers." + "reason": "Training instability with ZeRO-3 is unrelated to a model-loading failure for Phi-4 multimodal on latest transformers." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 output corruption is a different symptom than the position-id key warning affecting many models." + "reason": "SigLIP2 output nonsense and unexpected `position_id` keys point to different model/config bugs, not the same issue." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma pipeline failure." + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma pipeline output handling." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Whisper timestamp decoding crash and empty chat-template input crash are different functions and failure modes." + "reason": "A flash-attention sink-less-model crash is a different code path from quantized model save/load corruption." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError is unrelated to quantized model save/load corruption." + "reason": "Whisper timestamp decoding crash and empty-list chat template crash are both input-validation issues, but they affect different components and triggers." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting is a different issue from multi-GPU inference OOM." + "reason": "One is a missing default for `mm_token_type_ids`; the other is a multi-GPU OOM on Gemma4. Same family, different bug." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Both involve Gemma4, but one is inference OOM and the other is a device mismatch in forward; not the same bug." + "reason": "Tokenizer inconsistency and `_gpu_broadcast_one` NoneType errors are not the same defect." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures do not match MLFlow reporting after training-job failure." - }, - { - "left": "issue:29159", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer NoneType broadcast errors." + "reason": "Flash Attention 2 CI failures and MLflow job-finalization issues are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning has nothing to do with GPT-oss CUDA OOM." + "reason": "Import warning on trailing-slash local model paths is unrelated to a GPT-oss-20b CUDA OOM." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error is unrelated to the flash_attn import KeyError on Python 3.13." + "reason": "Non-template node compilation errors and a Python 3.13 flash_attn import KeyError are different failure classes." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space behavior and TrainerState token counter updates are different subsystems and bugs." + "reason": "Added-token spacing behavior is unrelated to TrainerState token-count tracking." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow in sam3-litetext." + "reason": "A dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are different problems, even if they share a model family." }, { "left": "issue:15354", @@ -8847,37 +8892,43 @@ "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness on mismatched head dims is distinct from an incorrect PyTorch version gate." + "reason": "MPS attention correctness with mismatched head dims and a PyTorch version check bug in flex_attention are separate issues." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to DiffusionGemma pipeline failure." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to DiffusionGemma pipeline breakage." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and DeepSeek accuracy regression are different problems and likely different code paths." + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch do not describe the same bug." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "SigLIP2 JAX/HF discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to an accuracy regression after upgrading transformers." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing crash are both serve bugs but not the same underlying defect." + "reason": "Both are serve-related, but one crashes on multimodal continuous batching and the other fails in KV-cache continuation with tensor indexing; different paths." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash attention utility import error is unrelated to meta-device model loading breakage." + "reason": "Missing flash-attention helper import and `torch.device('meta')` model-loading regressions are distinct issues." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and a post-upgrade accuracy regression are not the same underlying bug." } ] }, @@ -8899,7 +8950,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:28218", "issue:29870", @@ -8953,24 +9004,24 @@ "soft_pairs": [ "issue:45406|issue:46121", "issue:43295|issue:43450", - "issue:45072|issue:45198", "issue:45588|issue:45759", + "issue:45072|issue:45198", "issue:43540|issue:45200", "issue:43295|issue:43873", - "issue:44186|issue:46192", "issue:43572|issue:46821", + "issue:44186|issue:46192", "issue:45823|issue:46192", "issue:43295|issue:44610", "issue:43550|issue:43844", - "issue:45200|issue:45823", "issue:45520|issue:46178", - "issue:43450|issue:43575", "issue:29870|issue:29942", + "issue:43450|issue:43575", + "issue:45200|issue:45823", "issue:43572|issue:44987", "issue:37428|issue:43824", "issue:43232|issue:44849", - "issue:39692|issue:46192", "issue:42490|issue:43493", + "issue:39692|issue:46192", "issue:44521|issue:45290", "issue:44554|issue:45356", "issue:43295|issue:43493", @@ -8982,214 +9033,208 @@ "issue:43824|issue:43975", "issue:43278|issue:43856" ], - "prepared_review_unit_hash": "41286fed517910d66e98a92f69332d114a6cb8f56938a2c97df940e47f92f21c", + "prepared_review_unit_hash": "88ee001609e00239378b5a427ccd1f4e03a9df500c0d0683de58ce7188003d84", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36936, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same underlying bug/change; most are only loosely related by broad subsystems like tokenization, multimodal processors, or generation.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43295 is the strongest representative of the set: a concrete, user-facing regression in core processor/tokenizer handling for multimodal inputs, with clearer reproduction and broader impact than the other issues.", + "summary": "This cluster is a heterogeneous grab-bag of unrelated bug reports. The soft pairs mostly share only broad subsystem keywords (tokenizers, processors, multimodal models, imports, training), not the same concrete underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: these reports span unrelated failures across tokenization, generation, multimodal processing, imports, and training, so none safely represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the best global issue candidate because it is a real regression with explicit breakage in a central API path, rather than a narrow model-specific or doc-only problem.", + "best_issue_reason": "No single issue is a good global representative because the cluster is not centered on one defect; the overlaps are superficial rather than duplicate-level.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and a rope-validation TypeError are unrelated bugs." + "reason": "Gemma4 processor attribute bug vs JSON-loaded rope-validation list; unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both involve multimodal processor code, but one is a processor.tokenizer regression and the other is a batched video-shape bug." + "reason": "Both are processor-related, but one is a tokenizer/image regression and the other is video shape handling." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Different models and different failures: inference dtype mismatch vs save_pretrained/tokenization failure." + "reason": "Flash-attn sinkless crash vs composite-config text_config unwrapping; different code paths." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Flash-attention sink-less-model crash and composite-config text_config unwrapping are different code paths." + "reason": "BF16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Different models and different symptoms; no shared underlying bug." + "reason": "Video-input ValueError vs mm_token_type_ids default behavior; different multimodal bugs." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + "reason": "Processor regression vs quantization offloading behavior; not the same bug." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Both are tokenizer-adjacent, but one crashes on LayoutLMv2 NER/padding and the other ignores return_tensors with text_kwargs." + "reason": "Missing pad_token_idx in StableLmConfig vs TimesFM window_size AttributeError; unrelated." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "StableLmConfig pad_token_idx and TimesFM window_size are unrelated configuration errors." + "reason": "NER/padding tokenizer crash vs return_tensors precedence; different tokenizer issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map mismatch and return_tensors being ignored are different issues." + "reason": "Device-mapping PLE mismatch vs return_tensors being ignored; unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both are multimodal processor/model mismatches, but they affect different model pipelines and different failure modes." + "reason": "Custom processor access regression vs OmDet processor output-size mismatch; different models." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure is unrelated to ZeRO-3 gradient inflation." + "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient anomaly; different stack and symptom." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Same model family, but one is a missing default tensor field and the other is a device placement bug." + "reason": "flash_attn KeyError in import_utils vs tensorflow_text backend mapping error; unrelated." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Different import/backend registry failures with no shared bug path." + "reason": "Bart generate decoder mask bug vs Flash Attention 2 test failures; unrelated." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batching shape bug and tensor-parallel OOM are unrelated." + "reason": "Batched video shape bug vs tensor-parallel OOM; different problems." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are not the same bug." + "reason": "Default multimodal token IDs vs PLE device mismatch; not the same defect." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Config pad_token_idx regression and loading failure for a specific model are different problems." + "reason": "StableLm config regression vs loading a specific model on transformers>=5.1.0; unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but they miss different symbols from different modules." + "reason": "Different import errors for different symbols/models; only superficial similarity." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync issue and output_hidden_states behavior on Qwen3.5 are distinct." + "reason": "_update_model_kwargs generation bug vs Qwen3.5 hidden-states bug; unrelated." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Documentation example errors are not the same as tokenizer argument handling." + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Docs example errors vs return_tensors precedence bug; different scope." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one is assistant-mask generation and the other is a crash on tool-call messages." + "reason": "Both involve apply_chat_template, but one is assistant masks and the other is tool-call crash." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi tokenizer regression are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43493", - "accept": false, - "reason": "Processor/tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are different issues." + "reason": "MPS attention correctness issue vs tokenizer codec regression; unrelated." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are different bugs." + "reason": "Qwen2.5-VL video position IDs vs FP8 inference support on B200; different stacks." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and a Qwen2.5-VL import error are unrelated." + "reason": "FineGrainedFP8 model failure vs Qwen2.5-VL import error; unrelated." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but serialization inconsistency and LoRA-merging collapse are not the same underlying bug." + "reason": "Tied-weight serialization inconsistency vs LoRA merge collapse after vocab extension; not one bug." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU tensor creation and CohereASR loss shifting are unrelated." + "reason": "XLNet CPU arange performance bug vs CohereASR training-loss double-shift; unrelated." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and post_init reinitializing output embeddings are different bugs." + "reason": "Extra space after added token vs output embedding reinitialized on resize; different mechanisms." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing class and DeepSeek detokenization regression are unrelated." + "reason": "Import error for Qwen2.5-VL vs DeepSeek detokenization regression; unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Training/eval dtype drift and Qwen3 MoE memory usage are different problems." + "reason": "Embedding dtype drift in evaluation vs Qwen3 MoE training memory inefficiency; unrelated." } ] }, @@ -9211,10 +9256,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ - "issue:28282", - "issue:33357", + "issue:29942", + "issue:32090", "issue:37428", "issue:38175", "issue:41720", @@ -9265,19 +9310,19 @@ "soft_pairs": [ "issue:43452|issue:46512", "issue:43653|issue:44112", - "issue:43262|issue:43450", "issue:43950|issue:46285", + "issue:43262|issue:43450", "issue:43334|issue:43525", "issue:45200|issue:46899", - "issue:44442|issue:45198", "issue:45200|issue:46932", + "issue:44442|issue:45198", "issue:44898|issue:45412", - "issue:43526|issue:46192", "issue:44792|issue:45563", + "issue:43526|issue:46192", "issue:45200|issue:45325", "issue:43819|issue:44112", - "issue:41720|issue:46209", "issue:43335|issue:43550", + "issue:41720|issue:46209", "issue:44561|issue:46234", "issue:43827|issue:43901", "issue:44610|issue:44857", @@ -9286,222 +9331,222 @@ "issue:43606|issue:45083", "issue:44857|issue:45593", "issue:46512|issue:46821", + "issue:45759|issue:46285", "issue:44206|issue:45584", "issue:38175|issue:45412", - "issue:45759|issue:46285", "issue:46424|issue:46858", - "issue:43335|issue:43653", "issue:37428|issue:43425", - "issue:28282|issue:33357" + "issue:43335|issue:43653", + "issue:29942|issue:32090" ], - "prepared_review_unit_hash": "534f0b749d3c0e7e0129bcc58ec4e4248d6501869d6d9af2456cdc46f9e5063b", + "prepared_review_unit_hash": "4072857c47ed31706366271e4d76572e33c18d73075175ab81d476f27f40fd0c", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37093, - "estimated_input_tokens": 9274, - "estimated_eval_tokens": 18804 + "serialized_chars": 37058, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not form a coherent duplicate cluster: the issues span unrelated bugs across loading, processors, generation, caching, and model-specific regressions. No soft edge looks like the same underlying defect, so the cluster should be split rather than merged.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43950 is the broadest core regression in the set: a from_pretrained loading corruption bug that can affect many models and code paths, making it the best representative if one issue must anchor the cluster.", + "summary": "These are mostly unrelated issue reports across different models, helpers, and regression types; no soft pair looks like the same underlying bug with a mergeable shared fix.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue: it describes a concrete, cross-model regression in `from_pretrained()` with a clear failure mode and a broad code path.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the most central/high-impact issue among mostly model-specific reports, and its scope is wide enough to represent the cluster\u2019s loader/regression theme.", + "best_issue_reason": "issue:43950 is the best representative issue because it is specific, reproducible, and frames a general library regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Different failures: gguf loading path vs stale config dtype after from_config; no shared underlying bug." + "reason": "`gguf_file` loading bugs and stale `config.dtype` are different failure modes in different code paths." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration and a CI device-override failure are unrelated." + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device-override failure are unrelated." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Audio chat-template sampling-rate default vs batched video shape bug; different subsystems and causes." + "reason": "`from_pretrained()` buffer corruption and CLIP text-model structure inconsistency are distinct regressions." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Both touch loading/model structure, but one is non-persistent buffer corruption and the other is CLIP class API inconsistency." + "reason": "Audio `apply_chat_template()` sampling-rate defaults and batched video output shape bugs do not share the same code path." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Similar symptom name, but different model configs and likely separate fixes." + "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and likely different fixes." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 text-only token-type-id defaulting and Gemma4 quantized embedder dtype casting are distinct bugs." + "reason": "Both concern Gemma4 multimodal inputs, but one is `mm_token_type_ids` defaults and the other is unsafe dtype casting in quantized embedders." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Two separate speech-tokenizer failures for different models and code paths." + "reason": "Related Gemma4 quantization area, but one is text-only token-type defaults while the other is a dtype-casting fix for vision/audio embedders." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "The later Gemma4 issue explicitly references another fix; it is not the same as the token_type_ids bug." + "reason": "Tokenizer loading failure and save/tokenization failure are different issues for different model families." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Image-size/interpolation failure and RT-DETR memory cleanup are unrelated." + "reason": "Perceiver image-size handling and RT-DETR memory release are unrelated bugs." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Processor label reduction bug vs return_tensors being ignored; different API layers and symptoms." + "reason": "Janus image generation test failure and a stale `num_return_sequences` warning are not the same underlying problem." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Janus image generation test failure is not the same as a stale warning in paged generate()." + "reason": "`reduce_labels` dropping labels and `return_tensors` being ignored are separate input-processing bugs." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal issues, but one is token-type IDs and the other is rope position scaling; different defects." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling affect different multimodal mechanisms." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI test issue are unrelated." + "reason": "DAC latent reconstruction mismatch and GraniteSpeech CI device override failures are unrelated." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Different failure modes: A800 cudaErrorAssert during auto device mapping vs FP8 inference failure on B200." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failures are different subsystems and fixes." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile+SDPA failure do not share a code-path." + "reason": "Both involve device/hardware issues, but Qwen3 auto device mapping and FP8 B200 inference failures are not the same bug." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing import_utils helper after v5 removal vs a different missing availability helper; not the same bug." + "reason": "Each reports a missing helper symbol, but for different names and different compatibility breakages." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is pipeline removal references and the other is text-classification return_all_scores behavior." + "reason": "Both are docs issues, but they refer to different pipeline APIs and different documentation mismatches." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet processor input-size mismatch and LwDetr AMP crash are separate model-specific bugs." + "reason": "OmDet processor image-size mismatch and LwDetr AMP/CUDA crashing are unrelated model bugs." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latents mismatch and qwen3_omni_moe length helper behavior are unrelated." + "reason": "DAC latent-path mismatch and qwen3_omni_moe feature-length helper behavior are different code paths." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve label handling, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reduce_labels behavior." + "reason": "Both concern labels, but one is metrics gathering for tuple labels and the other is BEiT Fast image processor label reduction." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and an audio length helper bug are unrelated." + "reason": "CPU offload device mismatch and a feature-length helper bug in qwen3_omni_moe are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Both are vision-related, but one is AMP instability and the other is missing auxiliary losses when denoising is off." + "reason": "AMP/CUDA loss crashes and missing auxiliary losses when denoising is off are different training behaviors." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale config dtype after from_config is not the same as TimesFM window_size attribute errors." + "reason": "Stale `model.config.dtype` after `from_config()` is unrelated to `window_size` raising `AttributeError`." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "`from_config()` unwrapping of composite Qwen configs and CLIP text-model structure changes are different issues." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Audio feature-extractor center-arg crash and Whisper empty-transcription failure after token alignment are different bugs." + "reason": "Unsupported `center` argument in a feature extractor and Whisper empty-transcription failure after token alignment are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory retention are unrelated." - }, - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Composite Qwen CausalLM config unwrapping vs CLIP text-model structure mismatch are different model-API issues." + "reason": "Unexpected zero probabilities in SigLIP and RT-DETR memory cleanup are not the same bug." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Cache length config limitation and static-cache slice arithmetic on non-CUDA backends are separate cache bugs." + "reason": "Cache `max_cache_length` handling and device-tensor seq-length arithmetic are related to cache code but describe different defects." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Sparse-layer config creation and tokenizer special-token registration are unrelated." + "reason": "A flash-attention import failure and Torch 2.10 incompatibility are broad compatibility issues, not the same concrete bug." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Missing internal flash-attention symbol and broad Torch 2.10 incompatibility are not the same concrete defect." + "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "PyTorch-missing ImportError and a MacOS bus error with CLIP are completely different issues." + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are separate test/runtime problems." } ] }, @@ -9523,14 +9568,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:26413", "issue:28218", + "issue:28282", "issue:29127", - "issue:29942", "issue:31501", "issue:32090", + "issue:33357", "issue:34689", "issue:35141", "issue:37428", @@ -9574,7 +9620,7 @@ "issue:46566" ], "soft_pairs": [ - "issue:29942|issue:32090", + "issue:28282|issue:33357", "issue:43611|issue:44466", "issue:43335|issue:43504", "issue:44855|issue:45083", @@ -9582,10 +9628,10 @@ "issue:45520|issue:46170", "issue:44448|issue:44743", "issue:45290|issue:46326", - "issue:37428|issue:44351", - "issue:44514|issue:44521", "issue:43335|issue:45083", + "issue:37428|issue:44351", "issue:43335|issue:45593", + "issue:44514|issue:44521", "issue:43335|issue:44112", "issue:43278|issue:43825", "issue:29127|issue:32090", @@ -9598,220 +9644,220 @@ "issue:43720|issue:44112", "issue:43606|issue:44857", "issue:45310|issue:45478", - "issue:44448|issue:44779", "issue:39692|issue:44493", - "issue:26413|issue:31501", + "issue:44448|issue:44779", "issue:28218|issue:32090", + "issue:26413|issue:31501", "issue:44206|issue:45823" ], - "prepared_review_unit_hash": "99053abad02393e4ab786e8cbe6d34ddf14d2f0ce2d7f2dd02395efa3e24dc59", + "prepared_review_unit_hash": "9d4cc096480beed878405e16c9a3980ba3981be5f1be2cd0d8709810bfb7a5bf", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36073, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it contains many unrelated bug reports, with only one clear duplicate pair. The only strong merge candidate is the Qwen3.5 MoE from_pretrained regression (45310/45478).", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the best canonical anchor because issue:45478 is a near-exact duplicate of the same Qwen3.5 MoE from_pretrained failure, and 45310 is the earlier report.", + "summary": "Mostly heterogeneous issue cluster with one clear duplicate pair: the two Qwen3.5 MoE `from_pretrained` regression reports. The rest are different bugs spanning unrelated models, loaders, chat templates, device/offload, and error-message issues.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45478 is the cleanest representative of the only true duplicate signal here: it states the Qwen3.5 MoE `from_pretrained` regression directly and matches the later, duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue candidate in this set because it has an exact duplicate (45478) and a clear, concrete failure mode; most other items are unrelated to each other.", + "best_issue_reason": "45478 is the best issue anchor because it captures the concrete Qwen3.5 MoE loading failure succinctly and corresponds to the only accepted duplicate pair in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Different failures: Flash Attention 2 tests vs a Trainer _gpu_broadcast_one NoneType error." + "reason": "Both are model-loading/runtime failures, but one is a missing PyTorch import error and the other is a MacOS bus error for CLIP; different bugs." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both involve loading/serialization regressions, but they affect different code paths and symptoms." + "reason": "Both touch v5 loading/serialization behavior, but one is about `base_model_prefix` loading and the other is about `lm_head.weight` serialization; not the same failure." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Unrelated models and bugs: SwitchTransformers sparse-layer config vs BEiT legacy-field loading." + "reason": "Both involve config/model loading, but they are different models and different defects: sparse-layer creation vs legacy-field preset loading." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different modules and problems: DebertaV2 import parsing vs qwen3_omni_moe helper behavior." + "reason": "Different issues in different code paths: a TorchScript parsing/import problem versus a helper length-calculation bug in qwen3_omni_moe." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different subsystems: torch.compile/SDPA model failure vs a CI test stale device override." + "reason": "Both are CI/device-related, but one is a `torch.compile` SDPA failure in Bamba and the other is a stale device-override test in GraniteSpeech." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different import/dependency failures on different platforms and libraries." + "reason": "Both mention import/runtime dependency problems, but the specific root causes differ: `flash_attn` KeyError versus torch.distributed-related Windows ROCm import/type errors." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different model behaviors: Pegasus v4/v5 output drift vs recurrent state reset in modular_qwen3_5." + "reason": "Both affect model outputs, but one is a Pegasus v4/v5 output discrepancy and the other is recurrent-state reset behavior in modular_qwen3_5." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat templating, but one is an assistant-message/tool-call crash and the other is a mistral_common continue_final_message bug." + "reason": "Both are chat-template/tokenizer bugs, but one crashes on assistant tool-call messages with no content and the other is about `continue_final_message` for mistral_common tokenizers." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Both are import errors, but for different missing symbols and unrelated fixes." + "reason": "Different model families and different logic: sparse-layer creation in SwitchTransformers config versus feature-extract length behavior in qwen3_omni_moe." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Same broad API area, but one is a batching/padding crash and the other is incorrect assistant masks." + "reason": "Both are import-related, but one is a missing private flash-attention symbol and the other is a missing `HybridCache` export; unrelated breakages." }, { "left": "issue:43335", - "right": "issue:45083", + "right": "issue:45593", "accept": false, - "reason": "Different model/config logic; no shared underlying defect." + "reason": "Different model behaviors: SwitchTransformers sparse-layer config bug versus D-FINE missing auxiliary losses when denoising is off." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Unrelated model bugs: SwitchTransformers config vs D-FINE auxiliary loss handling." + "reason": "Both concern `apply_chat_template`, but one crashes on batched text input with `padding=False` and the other returns all-zero assistant masks for multimodal inputs." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "No shared code-path problem; one is model config creation, the other is a CI device-override test." + "reason": "One is a configuration bug creating sparse layers; the other is a CI test flake about device overrides. Same broad area, not the same bug." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different behaviors: dtype mismatch during evaluate vs a pipeline error message regression." + "reason": "Training/eval dtype drift is unrelated to a pipeline error message claiming translation support in v5." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different areas and symptoms; error-message clarity vs distributed broadcast type error." + "reason": "Different failures: LayoutLMv3 box-validation messaging versus Trainer `_gpu_broadcast_one` rejecting `NoneType`." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve offload/attention-related code, but the concrete failures are different and not the same bug." + "reason": "Both involve flash attention/offload, but one crashes on `s_aux=None` in sink-less models and the other is a CPU-offload compatibility issue in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Different issues: trailing-slash import warning vs unit-test model loading failure." + "reason": "Both are loading issues, but one is a trailing-slash local-path import warning and the other is a unit-test failure loading a specific GLM model." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different loading/weight-tie bugs affecting different models and mechanisms." + "reason": "Different model-loading/tensor-init problems: Llama 3.2 vision loading breakage versus output embedding reinitialization after resizing token embeddings." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and code paths: DAC latent consistency vs unexpected position-id keys." + "reason": "Different bugs: DAC latent decoding mismatch versus unexpected position-id key warnings." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "A missing chat template error is unrelated to DiffusionGemma meta-device loading." + "reason": "One is missing a chat template for `apply_chat_template`; the other is a device placement problem leaving weights on `meta`." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different model families and bugs: SigLIP2 docs example vs BEiT fast image processor label reduction." + "reason": "Documentation/example errors for SigLIP2 are unrelated to a BEiT image-processor label-reduction bug." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to a GraniteSpeech CI test failure." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to a stale CI device-override test." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Both are runtime crashes, but one is CPU-offload device mismatch and the other is AMP/CUDA loss failure." + "reason": "Both are runtime/device issues, but one is a CPU-offload mismatch in bark-small and the other is a float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title, same Qwen3.5 MoE from_pretrained regression, with 45478 clearly duplicating 45310." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Both are regression reports, but they affect different models/tokenizers and different failure modes." + "reason": "Same concrete bug: identical `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` failure reported twice; 45478 is the cleaner duplicate description." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "No shared underlying bug; documentation/model mismatch is unrelated to position-id key warnings." + "reason": "SigLIP2 doc/example problems are unrelated to unexpected position-id warnings in other models." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Training startup/resume issues are too generic here; the concrete failure reports do not match." + "reason": "Different tokenizer/model behaviors: Pegasus output differences versus Deepseek tokenizer regressions in v5." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug is unrelated to a Trainer distributed broadcast type error." + "reason": "Tokenizer added-space behavior is unrelated to Trainer GPU broadcast rejecting `NoneType`." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume epoch-iterator failure is unrelated to FineWeb SLM training not starting." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different model/runtime failures with no shared concrete code path." + "reason": "Different device/model problems: unsupported `center` arg in LasrFeatureExtractor versus Gemma4 PLE device mismatch with `device_map=\"auto\"`." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative, and the one accepted soft-edge pair (45310/45478) is supported by identical titles and chronology. The other verdicts are mostly cautious false negatives given the limited evidence in titles alone. No obvious overstatement or mergeability issue stands out." + "feedback": "The summary is grounded in the packet: it identifies the single true duplicate pair (`issue:45310`/`issue:45478`) and treats the rest conservatively as non-duplicates based on their distinct titles and bug descriptions. No PR-mergeability issues apply here." }, "evaluator_used": true, "retried": false, @@ -9830,7 +9876,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:10000", "issue:15354", @@ -9882,9 +9928,9 @@ "issue:47000" ], "soft_pairs": [ + "issue:43701|issue:45083", "issue:45127|issue:45245", "issue:44617|issue:46697", - "issue:43701|issue:45083", "issue:45459|issue:46234", "issue:32090|issue:33357", "issue:42490|issue:43575", @@ -9911,14 +9957,14 @@ "issue:43927|issue:45698", "issue:32090|issue:33290" ], - "prepared_review_unit_hash": "ff23fc159436158cf0ee3c3d9a76a655538301c7c497469c33903b931c3c40c8", + "prepared_review_unit_hash": "a8a5ff1cdc160c754cf50212289cbb02374d4420ecf9093aaaa48fabb90995e7", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, @@ -9933,180 +9979,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly heterogeneous across models, processors, generation, loading, and training paths. I do not see any soft edge pair that looks like the same underlying bug/change, so all soft links should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "Issue:45920 is the strongest anchor: it reports a broad, concrete tokenizer regression affecting multiple models, with clear user impact and higher duplicate-likelihood than the more model-specific reports.", + "summary": "These items are a mixed bag of unrelated Transformers bugs and regressions rather than a tight duplicate cluster. None of the soft-edge pairs look like the same underlying issue, so all should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "If one issue must serve as an anchor, issue 45920 is the strongest representative because it is a broad, well-documented regression affecting multiple models with clear user impact; however, the set overall does not form a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45920 is the best overall representative because it is high-signal, broadly scoped, and plausibly central to nearby tokenizer-related reports.", + "best_issue_reason": "issue 45920 is the best standalone issue in the set: it is broad, concrete, regression-oriented, and has multiple references/affected models, making it the most useful canonical-style report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "One is a resume/checkpoint key-mismatch bug; the other is a qwen3_omni_moe feature-length helper issue. Different code paths and failure modes." + }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Different bug classes: LoRA/vocab merge collapse vs category-cardinality runtime error." + "reason": "LoRA merge / extended-vocab collapse is unrelated to the 2^24 category limit runtime error. No shared root cause." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Unrelated failures: video-model OOM vs image-processor over-padding." - }, - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Checkpoint key mismatch is unrelated to a multimodal feature-length helper bug." + "reason": "CUDA OOM in Sam3Video is a model-memory problem, while Swin2SR over-padding is an image-processor logic bug." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Both touch import/utilities, but one is tokenizer error masking and the other is a missing import_utils symbol." + "reason": "Tokenizer error masking when protobuf is absent is unrelated to a missing import-utils availability helper." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Distributed broadcast NoneType error is not the same as a MacOS bus error on CLIP loading." + "reason": "Trainer broadcast NoneType on distributed training is not the same as a MacOS bus error with a CLIP community model." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path slash warning and tensor-parallel OOM are different load-path failures." + "reason": "A local-path trailing-slash warning is unrelated to tensor-parallel load OOM for Qwen2-57B." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/mixed precision, but they affect different code paths and symptoms." + "reason": "These are different dtype/AMP problems in different components and models; not the same concrete bug." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection-loss bugs: missing auxiliary losses vs infeasible cost-matrix crash." + "reason": "Missing auxiliary losses in D-FINE is a training-loss logic issue, not the RTDetr infeasible cost-matrix crash." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to a Qwen3 omni feature-length helper bug." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length calculation." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in one model do not match a broad position-id key mismatch issue." + "reason": "Unexpected zero probabilities in SigLIP2 does not match the position-id key mismatch regression." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Both are model-specific loading issues, but they involve different models and failures." + "reason": "Flash Attention 2 support for XLM-Roberta is a different model/setup issue from Llama 3.2 model loading breakage." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + "reason": "Failing Flash Attention 2 tests are not the same as output embedding reinitialization after resizing token embeddings." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template crashes with tool calls are unrelated to Qwen2.5-VL video position-id errors." + "reason": "Chat template crashes on tool-call messages are unrelated to Qwen2.5-VL video position-id errors." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Both are runtime errors, but one is a BART generate-path bug and the other is a trainer broadcast type error." + "reason": "BART generate() decoder mask bug and trainer broadcast NoneType error are distinct failures in different subsystems." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Different frameworks and failures: DistilBert issue vs torch.jit.script GeneratorExp export error." + "reason": "German DistilBert model raising an issue and GeneratorExp unsupported by torch.jit.script are different scripting/model-loading problems." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift is not the same as undefined multimodal-token helper names in the video branch." + "reason": "Embedding dtype drift between train/eval is unrelated to undefined video-token helper variables." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Sequence-to-sequence output regression vs flash-attention generation failure are distinct problems." + "reason": "pegasus v4/v5 output differences are not the same bug as Qwen3.5 flash-attention generation failure." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat-template tool-call handling is unrelated to video-processor padding calculation." + "reason": "Tool-call chat templating crash and SmolVLM video padding bug involve different input-processing paths." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A missing ReLU in a discussion/implementation issue is unrelated to removal of a utility function breaking trust_remote_code models." + "reason": "A DSA indexer activation-design discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorators, but one is a Python 3.13 import/parser issue and the other is a registration/value-error in Qwen3.5 kernels." + "reason": "Both mention decorator/script issues, but one is a Python 3.13 parsing indentation problem while the other is a missing registration/decorator in Qwen3.5; not the same bug." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression is different from return_tensors being ignored when text_kwargs is passed." + "reason": "Wrong AutoTokenizer IDs across multiple models is a different tokenizer regression from return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Generate-path decoder_attention_mask crash is unrelated to deepspeed Adafactor OOM." + "reason": "BART generation mask bug is unrelated to DeepSpeed Adafactor OOM." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Flash-attention import failure and missing TensorFlow backend dependency are unrelated." + "reason": "Missing flash-attention utility import is unrelated to TensorFlow being absent from the torch extra install." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image VL fine-tuning failure is not the same as BeitImageProcessorFast reduce_labels behavior." + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is not the same as BeitImageProcessorFast reduce_labels truncation." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU OOM are different failure modes." + "reason": "Flash-attention generation failure in Qwen3.5 and multi-GPU CUDA OOM in Gemma4 are different concrete problems." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Evaluation dtype mismatch is not the same underlying issue as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one is custom token IDs in config and the other is wrong custom-module resolution." + "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module; different failure mechanisms." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error is not the same as optimizer memory exhaustion." + "reason": "NoneType broadcast failure in Trainer is unrelated to optimizer OOM in DeepSpeed." } ] }, @@ -10128,7 +10174,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:25251", "issue:29127", @@ -10183,22 +10229,22 @@ "issue:46421|issue:46858", "issue:43873|issue:45229", "issue:42490|issue:43873", + "issue:25251|issue:32090", "issue:43976|issue:45440", "issue:44448|issue:44466", - "issue:25251|issue:32090", "issue:44568|issue:45491", + "issue:43381|issue:43701", "issue:44871|issue:44977", - "issue:29127|issue:34567", "issue:44561|issue:44779", - "issue:43381|issue:43701", + "issue:29127|issue:34567", "issue:33357|issue:39692", "issue:45588|issue:45823", - "issue:45198|issue:45803", "issue:43278|issue:43575", "issue:41720|issue:45229", "issue:44977|issue:45563", - "issue:44186|issue:45198", "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44186|issue:45198", "issue:44361|issue:45198", "issue:29870|issue:34689", "issue:43653|issue:44743", @@ -10209,20 +10255,20 @@ "issue:43653|issue:44442", "issue:45372|issue:45588" ], - "prepared_review_unit_hash": "00df70f7f1931bce5d3f779f609f340618c4ee9ec0c7d70c5184cdfa0d4b226a", + "prepared_review_unit_hash": "4634ab7969c102132995689512889aa3114f451e3d921da5be99209e8eb58e7e", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36287, + "serialized_chars": 36285, "estimated_input_tokens": 9072, "estimated_eval_tokens": 18400 }, @@ -10231,186 +10277,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues; the soft links are theme-level similarities, not true duplicates. No soft edge looks like the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the closest thing to a hub because it has one of the few multiple soft links and sits in the broader quantization/offloading area, but even that match is weak and the cluster is heterogeneous.", + "summary": "This cluster is mostly a grab-bag of unrelated bug reports and regressions. The soft-similarity links are generally broad subsystem overlaps rather than true duplicates, so I would not merge any of these pairs.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative only in a loose thematic sense; it is not a strong duplicate canonical because the linked issues are mostly about different failures.", + "best_issue_reason": "If one issue must represent the cluster, issue:43873 is the most central by activity and breadth, but it is still only loosely related to a few quantization/offloading items and not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/prefill/compile behavior, but one is about lazy cache init causing recompilation while the other is a device-tensor seq-length bug in static cache arithmetic." + "reason": "Both involve cache/prefill behavior, but one is about lazy cache init causing recompilation and the other is a device-tensor seq_length arithmetic bug on non-CUDA backends. Different failure modes." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading vs multi-GPU CUDA OOM are different failure modes and likely different root causes." + "reason": "Quantization/offloading not working is a different problem from Gemma4 multi-GPU inference OOM; they may both be memory-related, but they are not the same bug." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to quantization offloading behavior." + "reason": "A trailing-slash import warning is unrelated to quantized offloading behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting changes output shape, while the other is a Trainer broadcast TypeError; no shared code-path bug." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue and DeepSeekV3MoE divergence are unrelated." + "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated issues." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is output drift for Pegasus and the other is serialization of tied weights; different code paths." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Top-k pipeline shape change and Trainer broadcast NoneType are unrelated bugs." + "reason": "One reports different generation output across v4/v5, the other inconsistent lm_head.weight serialization; both are version regressions but on different code paths." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 mixed-length NaN embeddings are different subsystems and symptoms." + "reason": "Tokenizer add_special_tokens behavior is unrelated to Gemma3 NaN embeddings during sliding-window batching." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are not the same bug." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatches are separate training-state problems." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count update are unrelated." + "reason": "An eos_token_id config mismatch is not the same as a flash-attention generation failure." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available breaking remote-code models is distinct from Deepseek tokenizer correctness." + "reason": "Removing is_torch_fx_available breaks trust_remote_code models; Deepseek tokenizer regressions are a different tokenizer behavior bug." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state issues." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on CLIP loading and SigLIP2 doc example errors are separate problems." + "reason": "A MacOS bus error loading a community CLIP model is not the same as SigLIP2 documentation example errors." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-path bugs." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except swallowing errors are unrelated." + "reason": "Flash-attention AttributeError on sink-less models and Gemma4 PLE device mismatch are distinct forward-path bugs." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval and tensor-parallel OOM on Qwen2-57B are not the same underlying issue." + "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel load OOM." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both involve large-model multi-GPU/device mapping, but one is a cudaErrorAssert on Qwen3 and the other is OOM on Gemma4." + "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different symptoms and likely different root causes." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and stale num_return_sequences warning are unrelated." + "reason": "Flash-attention generation failure and a stale warning for num_return_sequences are not the same issue." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failure are different tokenizer/data-path bugs." + "reason": "Base_model_prefix loading breakage and rope-parameter validation TypeError affect different mechanisms." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "base_model_prefix loading regression and rope-parameter dict conversion TypeError are unrelated." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to the bare-except bug in FuyuBatchFeature conversion." }, { - "left": "issue:44361", + "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share a concrete root cause." + "reason": "LayoutLMv2Tokenizer crashes on NER/padding cases are different from wav2vec save_pretrained/tokenization failures." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and wav2vec save/tokenization failure are unrelated tokenizer/model bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "BART generate decoder_attention_mask bug and Llama 3.2 vision loading breakage are different model-specific regressions." + "reason": "BART generate decoder_attention_mask initialization bug is unrelated to Llama 3.2 Vision loading breakage." }, { "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 registration and Qwen3_5 recurrent-state reset are different code paths." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Qwen video-input regression are different code paths." + "reason": "Unsupported feature-extractor center arg and video-input regression are separate preprocessing bugs." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are only both test/vision-related at a high level, not the same bug." + "reason": "Flash Attention 2 CI failures do not match void segmentation map processing failures." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both involve quantization, but one is FineGrainedFP8Config load failure and the other is quantized model saving; different operations." + "reason": "FineGrainedFP8Config load issues and quantized model saving failures are both quantization-related but not the same bug." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are unrelated architecture issues." + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-specific implementation problems." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer mask-token bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer failures." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer issues." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure and flash-attention s_aux=None crash are unrelated." - }, - { - "left": "issue:46421", - "right": "issue:46858", - "accept": false, - "reason": "Both mention cache behavior, but the first is about recompilation from lazy init while the second is about device-tensor seq-length breaking slice arithmetic on non-CUDA backends." + "reason": "Gemma 4 processor loading ImportError and flash_attention s_aux=None crash are separate failures in different parts of the stack." } ] }, @@ -10432,7 +10472,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:27957", "issue:29127", @@ -10486,13 +10526,13 @@ "issue:43065|issue:43994", "issue:43065|issue:45412", "issue:43412|issue:45588", - "issue:44265|issue:45198", "issue:45491|issue:46693", + "issue:44265|issue:45198", "issue:29127|issue:33357", "issue:43575|issue:43701", "issue:45245|issue:45563", - "issue:45459|issue:45712", "issue:42490|issue:43381", + "issue:45459|issue:45712", "issue:29127|issue:35141", "issue:45440|issue:45593", "issue:45372|issue:45406", @@ -10501,15 +10541,15 @@ "issue:45406|issue:46701", "issue:45412|issue:46369", "issue:43066|issue:44462", - "issue:45372|issue:45459", "issue:43575|issue:44387", - "issue:44442|issue:45072", + "issue:45372|issue:45459", "issue:44464|issue:45584", + "issue:44442|issue:45072", "issue:43526|issue:45834", - "issue:43526|issue:46693", "issue:27957|issue:33290", - "issue:43824|issue:44279", + "issue:43526|issue:46693", "issue:27957|issue:29127", + "issue:43824|issue:44279", "issue:43994|issue:46369", "issue:42915|issue:43931", "issue:33290|issue:35141", @@ -10518,14 +10558,14 @@ "issue:43526|issue:44186", "issue:45250|issue:46640" ], - "prepared_review_unit_hash": "983fe489bfd50d880e21e3148c77cc512524af79559e2fba2faf4bb9eddb8e91", + "prepared_review_unit_hash": "2b58504c6f65fe3e3521a58d5b8281145fef6e7acff0e82fa9670bbb0e0037c8", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, @@ -10540,204 +10580,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers issues across model loading, tokenizers, quantization, export, memory, and attention. None of the soft pairs look like the same underlying bug with enough specificity to merge.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The proposed soft links mostly connect unrelated Transformers issues that only share broad themes like Flash Attention 2, tokenizers, memory, or Gemma models. I do not see any pair that clearly describes the same concrete bug/change, so I reject all soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "If forced to pick a representative issue, 46640 is the broadest and most central FA2-labeled report in the set, but the cluster is too heterogeneous for it to serve as a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "46640 is the most general issue here and the only one that could plausibly act as a loose umbrella for the FA2-related subgroup, though it still does not match the other issues closely enough to justify merging them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different models and symptoms: Sam3PixelDecoder dummy Conv2d vs Siglip2 nonsensical outputs. No shared code-path evidence." + "reason": "Different models and failure modes: dummy Conv2d in Sam3PixelDecoder vs Siglip2 loading/pipeline output corruption." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3 pixel-decoder placeholder layer and RT-DETR GC memory leak are unrelated bugs." + "reason": "One is about a placeholder Conv2d implementation; the other is a memory release problem in RT-DETR. No same bug path." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n export failure and flash_attention.py s_aux=None crash are different failure modes in different paths." + "reason": "ExecuTorch export failure and flash_attention crash are different code paths and different symptoms." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Both mention FA2/long-context, but one is NaN embeddings from sliding-window padding and the other is a performance regression. Not the same concrete bug." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Both mention FA2, but one is NaN embeddings from sliding-window padding and the other is a performance regression in long-context generation." + "reason": "torch.export failures for torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization breakage." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box validation messaging and CLIP bus error on macOS have no common underlying bug." + "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated issues." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + "reason": "OOM when loading a large Qwen model is not the same as a resume_from_checkpoint key mismatch." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit error and stale num_return_sequences warning are different issues in different code paths." + "reason": "Category-count runtime error and a stale warning about num_return_sequences are different behaviors." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Tokenizer error masking when protobuf is missing is unrelated to leftover dummy classes leaking without torch." + "reason": "Local-path import warning and gradient-checkpointing-in-eval-mode are unrelated." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing-in-eval behavior are unrelated." + "reason": "Tokenizer protobuf exception handling and leftover dummy class cleanup are different problems." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to embedding reinitialization after resize." + "reason": "Error-message clarity for LayoutLMv3 boxes is not the same as output embedding reinitialization after resize." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE parity divergence and D-FINE auxiliary-loss omission are different model-specific bugs." + "reason": "DeepSeek MoE divergence and D-FINE auxiliary-loss behavior are different model-specific bugs." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Importing ReasoningEffort from mistral_common and Gemma4Processor missing _tokenizer in serve are distinct problems." + "reason": "Both touch Gemma 4, but one is an import dependency failure and the other is a missing _tokenizer attribute in serve; not the same fix." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Siglip2 inference quality issue and RT-DETR memory leak are unrelated." + "reason": "Siglip2 wrong outputs and RT-DETR memory not being released are unrelated." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 sliding-window NaNs." + "reason": "Tokenizer post-processor update at runtime and Gemma3 NaN embeddings are unrelated subsystems." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4 serve attribute error and DiffusionGemma image-text-to-text pipeline failure are different processors/code paths." + "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure do not share the same underlying bug." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR GC memory leak and sam3-litetext memory overflow are not the same issue." + "reason": "A GC/memory leak on deletion is not the same as a memory overflow during model use." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong decoder type in Transformers v5 and AutoTokenizer ignoring tokenizer.json are separate tokenizer-loading bugs." + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but they are different loading bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Large-model OOM under tensor parallelism is different from the CUDA reserved-memory regression under int4 quantization." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Dependency import failure for Gemma4 and protobuf-masked tokenizer errors are unrelated." + "reason": "Gemma 4 import failure and protobuf-masked tokenizer errors are distinct issues." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Both are OOM-related, but one is TP load OOM for Qwen2-57B and the other is increased CUDA reserved memory under int4 quantization." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are unrelated generation bugs." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are unrelated." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are different code paths." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure after align_special_tokens do not share a code-path." + "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error are not the same underlying defect." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long-OCR index error are different preprocessing issues." + "reason": "FlashAttention2 support for XLMRoberta and an Adafactor/DeepSpeed OOM are unrelated." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "No meaningful overlap: image-label reduction bug vs FA2 long-context generation regression." + "reason": "BEiT label handling and FA2 long-context performance regression are unrelated." }, { "left": "issue:27957", - "right": "issue:33290", + "right": "issue:29127", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and adafactor/deepspeed OOM are unrelated." + "reason": "FlashAttention2 on XLMRoberta and LayoutLMv3 error messaging are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2_5_VL import error is not the same as a generic dependency issue report." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue are not the same concrete bug." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 wrong outputs and SAM3 memory overflow are unrelated failures." + }, + { + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Flash Attention support for XLMRoberta and LayoutLMv3 box error messaging are unrelated." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different models and bugs." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer/deepspeed OOM and embedding reinitialization after resize are different bugs." + "reason": "Adafactor/DeepSpeed OOM and token embedding reinitialization are different issues." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor/deepspeed OOM and Llama 3.2 90B Vision loading breakage are not the same issue." + "reason": "OOM with DeepSpeed is not the same as model loading breaking for Llama 3.2 Vision." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetr float16 AMP crash and flash_attention.py s_aux=None crash are distinct failures." + "reason": "AMP/CUDA loss crash and flash_attention AttributeError are unrelated." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash are unrelated." + "reason": "BEiT reduce_labels behavior and LayoutLMv2Tokenizer NER padding/truncation crashes are different tokenizer/processor bugs." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are generic FA2 titles, but there is no evidence they describe the same concrete bug or change." + "reason": "Both are generic FA2 titles, but the available evidence does not show the same concrete bug or change." } ] }, @@ -10759,7 +10811,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:27957", "issue:29870", @@ -10816,211 +10868,211 @@ "issue:45588|issue:46821", "issue:44514|issue:45381", "issue:43646|issue:44077", - "issue:44977|issue:45245", "issue:43761|issue:45859", + "issue:44977|issue:45245", "issue:44743|issue:44811", "issue:43262|issue:44206", "issue:44442|issue:44898", "issue:42490|issue:44743", "issue:42175|issue:46234", - "issue:45003|issue:45440", "issue:43720|issue:44442", + "issue:45003|issue:45440", "issue:27957|issue:29870", "issue:43316|issue:43525", "issue:44077|issue:44479", "issue:43493|issue:43827", - "issue:44062|issue:45907", "issue:45325|issue:46697", "issue:43873|issue:44871", + "issue:44062|issue:45907", "issue:44855|issue:45137", "issue:43643|issue:44913", "issue:43316|issue:45759", "issue:43749|issue:43931" ], - "prepared_review_unit_hash": "9bec96e22763cdbea3c2219448300edd6e94a1d967bad0d130f7fba4b5a2286e", + "prepared_review_unit_hash": "e4052a6e1ab0a0f7f85b9e1dffcd5d4a89dba6a0e14133f229a3cdfc12d9e749", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35122, - "estimated_input_tokens": 8781, - "estimated_eval_tokens": 17818 + "serialized_chars": 35125, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous mix of unrelated Transformer bugs. None of the soft pairs look like the same underlying defect; most only share a broad subsystem or model family name, which is not enough to merge them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43873 is the strongest standalone anchor in the set because it has the most discussion and inbound references, but the overall collection is too diverse to form a true duplicate cluster.", + "summary": "Most candidate edges are clearly unrelated. The only plausible duplicate pair is the two config AttributeErrors about missing `pad_token_id`, which look like the same config-field regression surfacing in different model classes.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43334 is the clearest representative of the shared missing-`pad_token_id` config regression: it has a direct, concrete traceback and matches the same symptom as the Llama4Config report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most substantively triaged and highest-activity issue here, so it is the best representative if a single issue must be chosen.", + "best_issue_reason": "issue:43334 is the best issue to keep because it most directly captures the underlying bug and is specific enough to anchor the duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen-related, but one is a missing pad_token_id config error and the other is a sliding_window behavior issue; different code paths and symptoms." + "reason": "Different subsystems: missing `pad_token_id` on a config object vs a `sliding_window` bug in Qwen3-MoE." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope validation TypeError and Qwen3.5 kernel registration failure are unrelated bugs despite both touching rotary/rope-adjacent code." + "reason": "Unrelated failures: JSON-loaded list handling in rope validation vs a Qwen3.5 rotary registration error." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors with no concrete shared failure mode." + "reason": "Eval-mode gradient checkpointing and quantization offloading are different code paths and symptoms." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are unrelated." + "reason": "Both are AttributeErrors, but on different components and different root causes." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; not the same bug." + "reason": "Both involve Qwen2.5-VL, but one is batched chat template padding and the other is video position-id computation." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model init regression and patchtsmixer post_init validation are different initialization issues, not one mergeable fix." + "reason": "Generic custom-model init breakage is not the same bug as patchtsmixer's `post_init` contract issue." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Qwen3.5 flash-attention generation and category cardinality limit errors are unrelated." + "reason": "Different model families and different failures: hidden-states regression vs CPU offload incompatibility." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3.5Moe CPU offload incompatibility affect different models and mechanisms." + "reason": "Flash-attention generation bug and category-cardinality runtime error are unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent cache reset in Qwen3.5 modular code and Whisper batch_decode skipping special tokens are unrelated." + "reason": "Recurrent state reset in a model forward pass is unrelated to Whisper batch_decode token skipping." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and LASR feature extractor center-arg crash are different audio-processing bugs." + "reason": "Audio chat-template sampling-rate defaulting and feature-extractor `center` arg validation are separate issues." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer load failure for FastSpeech2Conformer and Perceiver image classification padding/resizing are unrelated." + "reason": "Tokenizer-loading failure and Perceiver image-size handling are unrelated." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local path import warnings and Qwen3.5 recurrent-state reset are not the same underlying issue." + "reason": "Local-path import warning is unrelated to recurrent-state cache handling." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Torch install backend packaging and missing import_utils availability helper are unrelated packaging/API issues." + "reason": "Packaging/backend dependency coverage and a missing import_utils helper are different problems." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are distinct implementation problems." + "reason": "BitNet accelerate-loading unpacking bug is unrelated to tokenizer loading." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer loading for FastSpeech2Conformer are unrelated." + "reason": "`sys.modules` access safety and DeepSeekV3MoE divergence are different code paths." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder_attention_mask error are unrelated model-specific bugs." + "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder mask initialization are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API shape complaints, but Gemma3TextConfig inconsistency and Llama4Config missing pad_token_id are different concrete failures." + "reason": "Both mention config API issues, but the titles point to different model-specific discrepancies without evidence of the same root cause." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init deprecation and Qwen video-input regression are unrelated." + "reason": "A model init/`post_init` contract issue is not the same as the Qwen video-input regression." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation drift and docs still referencing pipeline() are completely separate concerns." - }, - { - "left": "issue:44062", - "right": "issue:45907", - "accept": false, - "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API bugs." + "reason": "SigLIP2 implementation mismatch and docs still referencing removed pipeline() APIs are unrelated." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope position scaling and Swin2SR image over-padding are unrelated image/video preprocessing issues." + "reason": "Qwen2.5-VL rope index computation and Swin2SR image padding are different bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading failure and Gemma-3 eos_token_id inconsistency do not share a concrete code-path bug." + "reason": "Quantization offloading failure and Gemma-3 EOS config inconsistency are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer special-token duplication and repo file listing revision forwarding are unrelated." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing error and DeepSpeed ZeRO3 deque pop error are unrelated." + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoXConfig rotary_pct reset are both config-related, but they are different persistence/loading bugs." + "reason": "Both involve config reload behavior, but one is missing fields under trust_remote_code and the other is a specific rotary_pct persistence regression." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Composite-config API discrepancy and AutoModelForCausalLM.from_config text_config unwrapping are related only at a high level, not the same bug." + "reason": "Both touch composite/config loading, but they describe different model-loading behaviors and different symptoms." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU-efficient loading breakage and Qwen3-VL weight-shape mismatch are separate loading failures." + "reason": "Broken FSDP CPU-efficient loading and a Qwen3-VL weight-shape mismatch are not the same issue." } ] }, @@ -11042,7 +11094,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:16998", "issue:22355", @@ -11086,7 +11138,6 @@ "issue:46178", "issue:46234", "issue:46291", - "issue:46365", "issue:46421", "issue:46506", "issue:46821", @@ -11097,21 +11148,21 @@ "issue:44987|issue:46178", "issue:44190|issue:44496", "issue:43232|issue:43388", - "issue:44442|issue:45803", "issue:43931|issue:45216", "issue:43761|issue:44079", "issue:43701|issue:46506", "issue:43761|issue:44188", - "issue:46829|issue:46932", + "issue:44442|issue:45803", "issue:42617|issue:43575", + "issue:46829|issue:46932", "issue:43550|issue:43701", "issue:43575|issue:43742", "issue:27957|issue:32090", "issue:43606|issue:43701", "issue:25251|issue:28282", "issue:42907|issue:45698", - "issue:43295|issue:43825", "issue:16998|issue:22355", + "issue:43295|issue:43825", "issue:43295|issue:44871", "issue:44871|issue:45584", "issue:46234|issue:46291", @@ -11121,211 +11172,204 @@ "issue:43316|issue:46821", "issue:43646|issue:44913", "issue:44871|issue:46050", - "issue:43452|issue:44496", - "issue:45803|issue:46365" + "issue:43452|issue:44496" ], - "prepared_review_unit_hash": "0d368db69fa49ab5fb8fbbfbd3d4780d0f40bf1d254ce9bd02aac909a2fd9914", + "prepared_review_unit_hash": "ce8f579431263acc53c305d873e827c2010845540d9d5d6508e45d6101a1d817", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36303, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35438, + "estimated_input_tokens": 8860, + "estimated_eval_tokens": 17976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate edges are mostly false positives: they share broad Transformers themes, but each pair points to a different concrete failure mode, model, or code path. No soft edge is safe to merge as a duplicate.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45698 is the broadest and most discussed save/load regression in the set, so it is the least-bad anchor issue; however, the overall cluster is heterogeneous and not a true duplicate group.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best representative issue by scope and discussion activity, but only as a loose anchor\u2014not as a duplicate canonical for the rest of the items.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: the issues span unrelated loading, generation, config, quantization, and backend problems. I don\u2019t see any true duplicate pairs among the soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "No single true canonical duplicate stands out because the cluster is too mixed; if forced to pick one anchor, #45698 is the most active and has a concrete save/load regression with broad relevance.", + "canonical_pr_reason": "No pull requests are present in this set.", + "best_issue_reason": "#45698 is the strongest representative issue: it has the most discussion/inbound refs and describes a clear, reproducible save_pretrained/from_pretrained bug.", + "best_pr_reason": "No pull requests are present in this set.", "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Different bugs: model-loading failure on a specific repo/version vs a missing backend registration for tensorflow_text." + "reason": "Both are loading-related, but one is a model load regression and the other is a missing backend import error; different code paths and fixes." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Different failure classes: local dataset loading in a training script vs unrecognized model/config missing model_type." + "reason": "One is a dataset/script loading failure, the other is an AutoModel config recognition error; not the same bug." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync bug after sync_gpus vs gather_for_metrics dropping tuple labels in the last batch." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer import/load failure vs a bare except swallowing interrupts and masking errors; unrelated code paths." + "reason": "Generation kwargs after sync_gpus and metric gathering on label tuples are unrelated training/runtime issues." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "One is a weight-shape mismatch when loading, the other is a save_pretrained regression for Qwen3.5 checkpoints." + "reason": "Both concern Qwen3-VL/Qwen3.5 loading, but one is checkpoint shape mismatch and the other is incorrect save_pretrained output; not the same concrete defect." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Hidden-states output regression in CLIPVisionModel vs ModelOutput key assignment logic; different layers of the stack." + "reason": "One is CLIPVisionModel not returning hidden_states, the other is ModelOutput key assignment behavior; related area but different bugs." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch vs CPU/CUDA numerical divergence; not the same underlying bug." + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIP hidden_states output bug vs attention-kernel divergence under torch.compile; different symptoms and fixes." + "reason": "Hidden-states regression in CLIPVisionModel is not the same as torch.compile attention-kernel branching behavior." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "VideoPrism output-field bug vs Gemma4 quantized embedder dtype casting; different models and code paths." + "reason": "Tokenizer auto-loading failure and a bare-except swallowing errors in Fuyu batch conversion are different failure modes." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Generic 3D parallel script failure vs OOM when loading a specific Qwen2 model with tensor parallelism." + "reason": "3d_parallel.py runtime failure and tp-induced OOM on Qwen2-57B are separate operational problems." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states output bug is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch; unrelated runtime behaviors." + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are different code paths." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tp load of a large model vs key error loading MobileLLM-125M; different causes." + "reason": "Tensor-parallel OOM and MobileLLM key error are not the same underlying issue." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support issue for XLMRoberta vs Trainer GPU broadcast NoneType error; no shared bug." + "reason": "Flash Attention 2 support in XLMRoberta and a NoneType broadcast error in Trainer are unrelated." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; different subsystems entirely." + "reason": "CPU offload device mismatch and checkpoint resume key mismatch do not share a concrete root cause." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting bug vs missing PyTorch import error; unrelated." + "reason": "Pipeline top_k output-shape regression is unrelated to missing PyTorch installation detection." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one is quantized-model saving after dequantization and the other is custom-module restoration; not the same bug." + "reason": "Both touch save/load flows, but one is failing to save a dequantized model and the other loads the wrong custom module after save_pretrained; different bugs." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Processor/tokenizer regression with images vs an error-message wording bug for unsupported translation tasks." + "reason": "model_max_length handling in DeBERTa-V3 is unrelated to the missing transformers.onnx module import error." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Question about model_max_length vs missing transformers.onnx module import; no duplicate relationship." + "reason": "Processor/tokenizer API regression and pipeline translation-task messaging are separate v5 issues." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Different issues: custom model code breaking around processor.tokenizer/images vs eos_token_id config inconsistency." + "reason": "Custom model processor/tokenizer regression is not the same as Gemma-3 eos_token_id config inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id mismatch vs Whisper empty-transcription generation failure after align_special_tokens; different models and failure points." + "reason": "These are both token-related, but one is a config mismatch and the other is a Whisper empty-transcription generation failure after special-token alignment." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper vs pipelines import requiring kernels version/revision; unrelated dependency issues." + "reason": "A missing availability helper in import_utils and a kernels import requirement change are different import-time problems." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation output inconsistency under compiled forward vs spurious recompilation from lazy cache init; same area but not the same bug." + "reason": "Chunked generation inconsistency under compiled forward and spurious recompilation from lazy cache init are related themes, but not the same concrete bug." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs Mistral-3 image-preprocessor dtype mismatch; different model families and fixes." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init policy for patchtsmixer vs non-persistent buffer junk in v5; unrelated issues." + "reason": "Optional post_init validation for patchtsmixer and non-persistent buffer junk in v5 are different initialization bugs." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Gemma3TextConfig discrepancy vs TimesFM window_size AttributeError; different APIs and models." + "reason": "Config API inconsistency and TimesFM window_size AttributeError are not the same defect." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5 vs GPTNeoX rotary_pct not persisting on reload; different bugs." + "reason": "Custom model initialization breakage in v5 and GPTNeoX rotary_pct reload regression are unrelated config/init issues." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "eos_token_id configuration mismatch vs quantized sinq save_pretrained/from_pretrained breakage; both serialization-adjacent but not duplicates." + "reason": "Gemma-3 eos_token_id inconsistency and quantized model save/load breakage are different serialization/config problems." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading bug for tokenizer/model vs missing model_type in config.json; separate loading failures." - }, - { - "left": "issue:45803", - "right": "issue:46365", - "accept": false, - "reason": "Bare except in Fuyu tensor conversion vs Trainer import failing until datasets is uninstalled; unrelated import/runtime problems." + "reason": "gguf_file loading breakage and unrecognized model config.json errors are distinct from each other." } ] }, @@ -11347,7 +11391,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:35141", "issue:41950", @@ -11376,7 +11420,6 @@ "issue:44734", "issue:44743", "issue:44792", - "issue:44855", "issue:44913", "issue:44964", "issue:44977", @@ -11384,7 +11427,6 @@ "issue:45200", "issue:45406", "issue:45542", - "issue:45588", "issue:45600", "issue:45632", "issue:45698", @@ -11393,6 +11435,7 @@ "issue:46178", "issue:46202", "issue:46234", + "issue:46365", "issue:46369", "issue:46424", "issue:46640", @@ -11400,19 +11443,20 @@ ], "soft_pairs": [ "issue:44162|issue:44792", + "issue:45803|issue:46365", "issue:43404|issue:43441", "issue:44242|issue:46894", "issue:45632|issue:46424", "issue:44610|issue:46369", - "issue:43540|issue:44514", "issue:43065|issue:44617", + "issue:43540|issue:44514", "issue:45542|issue:46234", - "issue:45803|issue:46170", "issue:43650|issue:46202", "issue:43572|issue:46178", - "issue:43504|issue:45698", + "issue:45803|issue:46170", "issue:44792|issue:45600", "issue:44792|issue:44977", + "issue:43504|issue:45698", "issue:45127|issue:45200", "issue:43352|issue:46640", "issue:43673|issue:44743", @@ -11422,187 +11466,186 @@ "issue:44534|issue:44913", "issue:35141|issue:42490", "issue:44190|issue:44964", - "issue:44734|issue:45406", - "issue:44855|issue:45588" + "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "258729f45e4d05d1b91b42e942e994b72f1d846fa82d8b9110febf26b0d0a190", + "prepared_review_unit_hash": "677cd5cea167d9ba4716156905bb5cb46584ce49135cce366cd8e0049fd74593", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 35154, - "estimated_input_tokens": 8789, - "estimated_eval_tokens": 17834 + "serialized_chars": 34480, + "estimated_input_tokens": 8620, + "estimated_eval_tokens": 17496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are distinct model-, processor-, or config-specific bugs with only superficial wording overlap. I found no soft-edge pair that clearly describes the same underlying defect or change, so all candidate merges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44534 is the broadest cross-cutting regression in the set and most suitable as a representative issue if one must be chosen.", + "summary": "These soft pairs are mostly false-positive similarities: they share broad vocabulary like cache, flash-attention, model loading, or Sam3/Qwen naming, but they describe different code paths and fixes. No single issue emerges as a clear canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across many subsystems, and none of the soft pairs look like the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 has the widest impact and a general Transformers v5 failure mode, making it the best single issue representative here.", + "best_issue_reason": "No single issue is a good global representative because the cluster is not actually one bug cluster; it is a collection of unrelated issues with superficial keyword overlap.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "Unrelated domains: ESM2 model breakage vs Janus image-generation test failure." + "reason": "ESM2 runtime breakage and a Janus image-generation test failure are different models and failure modes." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare-except error masking in Fuyu conversion is unrelated to importing Trainer failing because of datasets." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both concern Mistral/Ministral models, but one is a tied-weight bug and the other is a Flash Attention support failure." + "reason": "One is a weight-tying bug in Mistral3 generation; the other is a FlashAttention support error for Ministral-3." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Different loss bugs in different training setups; only a generic 'training loss' theme is shared." + "reason": "Auxiliary-loss routing and ASR training-loss double-shift are different loss-computation bugs." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "One is a trust_remote_code cache-path collision, the other is cache-length handling for quantized cache." + "reason": "Remote-code cache path collisions and max_cache_length handling are separate cache-related issues." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different SAM3 problems: processor/model image-size mismatch vs memory overflow." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Qwen3OmniMoe video-input processing vs Qwen2.5-VL batched chat templating; not the same bug." + "reason": "OmDet-Turbo processor image-size mismatch is unrelated to Sam3LiteText memory overflow." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Both mention SAM3 video/pixel decoder, but one is a dummy layer issue and the other is OOM behavior." + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same as a CUDA OOM in Sam3Video." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Completely different backend/import issues with no shared code-path defect." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen2.5 VL batched chat-template crash are different processors and failures." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Bare except in tensor conversion is unrelated to Windows ROCm import failures." + "reason": "Tensorboard/TensorFlow backend resolution and a missing import_utils symbol are unrelated packaging/import bugs." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "One is a generic placeholder issue, the other is a Gemma token roundtrip bug." + "reason": "'ADD THE DATA' is not a concrete bug matching a Gemma token roundtrip failure." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm config field regression vs backend mapping error; unrelated." + "reason": "StableLmConfig missing pad_token_idx and tensorflow_text backend registration are separate configuration/import problems." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Legacy preset-field loading bug vs wrong custom-module resolution after save/load." + "reason": "A swallowed KeyboardInterrupt in tensor conversion is unrelated to Windows ROCm torch.distributed import errors." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus test failure vs Sam3LiteText auto-mapping CI breakage; different root causes." + "reason": "Janus image-generation test failure and stale auto_mappings references are different CI/test and mapping issues." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Janus test failure is not the same as Qwen3.5 flash-attention generation breakage." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset field loading in Beit and wrong custom-module loading after save_pretrained are different serialization paths." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merged-vocab collapse with tied embeddings vs Gemma 4 token-type-id handling." + "reason": "LoRA merge collapse with tied embeddings and Gemma4 mm_token_type_ids defaulting are unrelated model-behavior bugs." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention, but one is a specific model support limitation and the other is a generic open issue." + "reason": "A model-specific FA2 unsupported error is not the same as a generic Flash Attention 2 issue." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Cache-related symptoms, but different mechanisms: GenerationMixin cache missing vs recurrent state reset in modular_qwen3_5." + "reason": "GenerationMixin cache missing during chunked prefill and recurrent states resetting with cache are different cache semantics bugs." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Image-processor lookup in video classification is unrelated to SAM3 VisionEncoderOutput missing an attribute." + "reason": "Video-classification pipeline processor lookup and missing fpn_position_embeddings on Sam3 output are unrelated." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different bugs in loss/metrics handling; no shared underlying defect." + "reason": "Metric label truncation in the last batch and auxiliary-loss normalization are unrelated training/evaluation bugs." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4 missing pad_token_id and Qwen3-MoE sliding_window behavior are separate config/model issues." + "reason": "Missing pad_token_id in Llama4Config and a sliding_window issue in Qwen3-MoE do not share the same fix." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "General non-persistent buffer initialization bug vs GPTNeoX rotary_pct reload regression." + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reloading are different state/config persistence problems." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Token-embedding resize/post_init weight reinit vs local-model path trailing-slash import warning." + "reason": "Token-embedding resizing reinitialization and local-path slash import warnings are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script vs loading a specific multimodal model." + "reason": "Local dataset loading in an example script and loading Phi-4-multimodal-instruct are different entry points and failures." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing crash vs Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 IndentationError from a scripted function vs flash_attention s_aux=None crash." + "reason": "KV-cache continuation tensor indexing in serve and a missing Gemma4Processor attribute are unrelated crashes." } ] }, @@ -11624,7 +11667,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:25251", "issue:27957", @@ -11676,24 +11719,25 @@ "issue:47013" ], "soft_pairs": [ + "issue:44855|issue:45588", "issue:45072|issue:46932", "issue:44869|issue:46832", - "issue:45245|issue:46858", "issue:45632|issue:46617", + "issue:45245|issue:46858", "issue:43673|issue:46421", - "issue:46082|issue:46697", "issue:43827|issue:43994", + "issue:46082|issue:46697", "issue:29870|issue:35141", - "issue:44617|issue:45584", "issue:43931|issue:44060", + "issue:44617|issue:45584", "issue:43644|issue:44913", "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:44242|issue:46897", "issue:44933|issue:45362", "issue:44077|issue:44877", - "issue:45381|issue:46369", "issue:45563|issue:45584", + "issue:45381|issue:46369", "issue:43550|issue:44190", "issue:41720|issue:45245", "issue:43065|issue:44610", @@ -11701,206 +11745,212 @@ "issue:43335|issue:44190", "issue:45588|issue:47013", "issue:44617|issue:46369", - "issue:45381|issue:46655", "issue:43854|issue:44792", + "issue:45381|issue:46655", "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "b9c0ebeceb65d0c1a1a8b27aa79134c9748aa1c0f2095d4915a3ac2f8b08a40d", + "prepared_review_unit_hash": "f0c51f835978dbd4ab1bc339c41f4f909217b0c04be0b8333eb25d6f3a59aaa0", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36231, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "soft_pair_count": 29, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the overlaps are broad subsystem similarities rather than the same concrete bug. If one issue must serve as the anchor, issue:46858 is the clearest and most actionable report in the set.", - "confidence": 0.93, - "canonical_issue_reason": "issue:46858 is the most canonical-looking issue here: it has a precise failure mode, a specific trigger (static cache + torch.compile on non-CUDA backends), and an explicit root-cause description.", + "summary": "This cluster is a collection of mostly unrelated closed issues that only share broad Transformer/modeling themes, not the same underlying bug or change. No soft pair looks mergeable as a single fix.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43644 is the broadest, most central regression report in the set (a v5.0.0-wide buffer initialization problem) and has the clearest cross-cutting impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the best standalone issue because it is narrowly scoped and technically specific, making it easiest to triage and fix.", + "best_issue_reason": "issue:43644 is the strongest single issue candidate overall because it describes a general runtime regression affecting many models, unlike the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Python 3.13 import parsing vs flash-attention auxiliary-state handling." + }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype-related inference issues, but they affect different models and different code paths (bfloat16 inference vs quantized vision/audio embedders)." + "reason": "Both mention dtype/quantization, but they affect different models and different code paths." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper token-stream decoding crash and RT-DETR feature-level forward TypeError are unrelated failures in different components." + "reason": "Whisper token-decoding crash and RT-DETR forward shape error are unrelated." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "One is a category-cardinality runtime limit, the other is a cache-length/device-tensor arithmetic bug; no shared underlying defect." + "reason": "Both involve trust_remote_code cache handling, but one is a path collision and the other is a cache FileNotFoundError." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Both involve trust_remote_code/cache behavior, but one is a leaf-directory path collision and the other is a FileNotFoundError while loading from cache." + "reason": "Unrelated problems: category-limit runtime error vs cache-length tensor arithmetic under torch.compile." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache state in v5.0.0 while the other is spurious recompilation from lazy initialization." + "reason": "Both mention chunked prefill/cache, but one is missing cache state and the other is spurious recompilation." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "These are unrelated config vs image-processor bugs; they do not share the same failing code path." + "reason": "Docs referencing pipeline after removals is not the same as SigLIP2 incorrect pipeline outputs." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Docs referring to removed pipeline APIs is not the same as SigLIP2 producing bad outputs through AutoModel/pipeline." + "reason": "Config validation for head_dim is unrelated to Swin2SR image over-padding." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Bart generate() decoder mask initialization and output-embedding reinitialization after resize are distinct model bugs." + "reason": "Different bugs: BART generate mask initialization vs embedding reinitialization after resize." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "A CUDA OOM in Sam3Video and Whisper empty-transcription generation failure are clearly different problems." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate issues." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Model weight-shape mismatch on load and an incorrect tied-weights warning are different issues in Qwen3-family models." + "reason": "Model OOM in Sam3Video is not the same as Whisper empty-transcription failure." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk filling and GPTNeoX config reload losing rotary_pct are separate state/serialization bugs." + "reason": "Generic buffer junk initialization is unrelated to GPTNeoX config reload defaults." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and a Python 3.13 IndentationError in DebertaV2Model are not the same bug." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to DebertaV2 import parsing." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Both are training-loss related, but they concern different models and different loss-shaping mistakes." + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing import from image_utils and a Qwen3.5 chat crash are unrelated failures." + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init handling in patchtsmixer and strict config rejection for granite_speech are different loading/configuration issues." + "reason": "PatchTSMixer post_init allowance and granite_speech strict config loading are not the same defect." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "A video-position-id regression and a Sam3LiteText memory overflow do not indicate the same underlying defect." + "reason": "Paged generate warning and Whisper align_special_tokens crash are distinct generation issues." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "A stale warning in paged generate and a Whisper alignment/generation crash are different generate-path issues." + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are unrelated." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba and local dataset loading failure are unrelated." + "reason": "torch.compile SDPA failure and local dataset loading error are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "An A800 cudaErrorAssert under auto device mapping is not the same as a 2^24 category limit runtime error." + "reason": "Qwen3 auto device-map CUDA assert has nothing to do with category cardinality limits." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder using a dummy Conv2d and OmDet-Turbo processor/model input-size mismatch are different bugs." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different model bugs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "A video-input regression across Qwen VL models and a serve KV-cache indexing crash are separate code paths." + "reason": "Video-input regression in Qwen VL models is unrelated to /v1/responses KV-cache continuation indexing." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config and local dataset loading in the training script are unrelated." + "reason": "SwitchTransformers config creation bug is unrelated to dataset loading." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention auxiliary-state handling and xLSTM return-value unpacking are different runtime errors." + "reason": "Flash-attention sinkless-model crash and xLSTM return_last_states unpacking are different failures." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related and both involve Sam3 variants, but they are different models with different triggers and likely different fixes." - }, - { - "left": "issue:45381", - "right": "issue:46655", - "accept": false, - "reason": "These are both video-processor/model alignment issues, but the affected models and padding/position-id mechanics differ." + "reason": "Both mention memory pressure, but they are different Sam3 model variants with different failure modes." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "A unit-test model-loading problem and a failed image-generation test for janus are not the same underlying bug." + "reason": "GLM-4.7-Flash unit-test loading problem and Janus image-generation test failure are unrelated." }, { - "left": "issue:39692", + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processor issues, but the wrong vision_position_ids and incorrect padding calculation are not the same bug." + }, + { + "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "A SigLIP2 docs/model-processor mismatch and a local dataset loading failure in a training script are unrelated." + "reason": "SigLIP2 docs/model mismatch and local dataset loading are unrelated." } ] }, @@ -11922,7 +11972,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:25251", "issue:27957", @@ -11977,17 +12027,17 @@ "issue:45127|issue:45357", "issue:44464|issue:45563", "issue:43295|issue:45276", + "issue:45290|issue:46752", "issue:44779|issue:46489", + "issue:44112|issue:45600", "issue:43540|issue:44734", "issue:44521|issue:45381", - "issue:45290|issue:46752", - "issue:44112|issue:45600", "issue:45276|issue:45584", "issue:43526|issue:46697", "issue:25251|issue:29870", - "issue:44462|issue:45907", "issue:44737|issue:45803", "issue:44938|issue:45542", + "issue:44462|issue:45907", "issue:43673|issue:46858", "issue:43643|issue:44496", "issue:43854|issue:44964", @@ -11995,210 +12045,210 @@ "issue:44964|issue:45600", "issue:27957|issue:35141", "issue:45632|issue:46234", - "issue:42796|issue:44521", "issue:44112|issue:44964", + "issue:42796|issue:44521", "issue:42175|issue:44279", "issue:36246|issue:41628", "issue:32090|issue:35141", "issue:43404|issue:45216", "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "5f6ca4d355cb5ba3f8c3b9c568201a154fa6e825a7d171cd49e77790466706c6", + "prepared_review_unit_hash": "29028f2d1f6426e077016aa61de77dac005e3d516d1617d2f6108ac92a7da351", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36521, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 36528, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated Transformers issues across tokenization, generation, multimodal processing, imports, and CI/dependency problems. None of the soft-edge pairs look like true duplicates, so all are rejected. The most representative issue is the open multimodal `apply_chat_template` assistant-mask bug.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44521 is the most central representative: it is open, has the most inbound references among the set, and describes a concrete multimodal chat-template bug with a clear repro surface.", + "summary": "The cluster is highly heterogeneous and does not contain any clear duplicate issue or PR pair. All soft edges are false positives based on superficial subsystem overlap.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated tokenizer, generation, import, CI, and multimodal bugs, with no dominant duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest triage candidate overall because it is active, well-discussed, and a specific user-facing bug in a core multimodal API.", + "best_issue_reason": "Issue 44521 is the closest representative only because it is a broad, user-facing bug with the strongest discussion/inbound signal, but it still is not a good dedupe anchor for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Related around Qwen3.5 saving/weights, but these are different bugs: LoRA merge with extended vocab vs incorrect visual encoder keys in `save_pretrained`." + "reason": "Both involve tied embeddings/save_pretrained behavior, but one is LoRA merge collapse and the other is incorrect visual-encoder checkpoint keys; different concrete bugs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Both touch generation, but one is inconsistent compiled chunked generation outputs and the other is a stale warning about `num_return_sequences`." + "reason": "Chunked generation output inconsistency and a stale num_return_sequences warning are unrelated generation issues." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both mention model save/resize regressions, but they affect different code paths and different model families." + "reason": "One is a regression around processor/tokenizer access and image input handling, the other is resize_token_embeddings not updating output embeddings; different code paths." }, { - "left": "issue:44779", - "right": "issue:46489", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Same tokenizer family, but one is a general DeepSeek v5 regression and the other is a DeepSeek-Coder v1-specific gap in a prior fix." + "reason": "Same API area, but one crashes on assistant messages with tool calls and no content while the other crashes on an empty list; not the same underlying bug." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Different failures: Qwen3OmniMoe video-input processing vs `transformers serve` KV-cache continuation tensor indexing." + "reason": "Both mention DeepSeek tokenizers, but one is a broad v5 regression and the other is a specific DeepSeek-Coder v1 gap in an earlier fix; not the same concrete issue." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both are multimodal-related, but one is chat-template assistant masks and the other is wrong `vision_position_ids` for Qwen2.5-VL video inputs." + "reason": "Different CI failures: stale GraniteSpeech device-override test vs removed Sam3LiteText configs in auto_mappings." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Both are `apply_chat_template` crashes, but the triggering inputs differ: tool-call assistant messages vs an empty list." + "reason": "Qwen3OmniMoe video input ValueError and transformers serve KV-cache indexing failure are distinct runtime bugs." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Unrelated CI failures: a stale GraniteSpeech device override test vs broken `auto_mappings.py` references to removed configs." + "reason": "Both are multimodal-related, but one is assistant_masks in apply_chat_template and the other is vision_position_ids for qwen2.5-vl video inputs." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different bugs: embedding resize not propagating vs Whisper generation failing on empty transcription after token alignment." + "reason": "resize_token_embeddings/output embedding handling and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image-processing bugs in different models: label reduction vs over-padding in Swin2SR." + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are different image-processor bugs." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Distinct generation bugs: pipeline `top_k` nesting change vs Bart `decoder_attention_mask` initialization error." - }, - { - "left": "issue:44462", - "right": "issue:45907", - "accept": false, - "reason": "Different APIs and failures: `AutoTokenizer` ignoring `tokenizer.json` vs `list_repo_files` not forwarding `revision`." + "reason": "Pipeline top_k nesting change and Bart decoder_attention_mask initialization error are separate generation issues." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Different root causes: XLNet device placement bug vs a bare `except:` in Fuyu tensor conversion." + "reason": "XLNet device placement in positional encoding and Fuyu's broad exception handling are unrelated." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Different environment/dependency issues: Python 3.14 import failure vs TensorBoard installed without TensorFlow backend." + "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are different environment/package issues." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files missing revision passthrough affect different APIs." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve cache handling, but one is missing generation cache in v5.0.0 and the other is a device-tensor slice arithmetic bug in `_prefill`." + "reason": "Both concern cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other is device-tensor seq_length breaking static-cache arithmetic under torch.compile." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Different config-loading failures: missing fields with `trust_remote_code=True` vs unrecognized model type in config.json." + "reason": "trust_remote_code returning missing fields and config.json missing model_type are related to config loading but not the same bug." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-load failures, but they involve different models and different failure modes." + "reason": "Different model-loading failures for different models and code paths; not a duplicate." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Different import-related problems: slow `import transformers` vs unsafe `sys.modules` access in `modeling_utils`." + "reason": "Slow import sometimes and unsafe sys.modules access are not the same issue; one is performance, the other correctness." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "A model loading regression and a CI break from removed auto-mapping references are not the same bug." + "reason": "Phi-4 multimodal model loading and auto_mappings referencing removed configs are unrelated." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Unrelated model/runtime issues: XLMRoberta Flash Attention 2 support vs embedding reinitialization after resize when untied." + "reason": "Flash Attention 2 support for XLMRoberta and embedding reinitialization after resizing are distinct problems." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Different issues in different layers: trust-remote-code cache path collision vs missing `is_falcon_mamba_ssm_available` export." + "reason": "trust_remote_code cache path collisions and a missing is_falcon_mamba_ssm_available helper are unrelated." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal chat-template assistant masks are separate bugs." + "reason": "A stale GraniteSpeech CI test and a model loading regression for Phi-4 are different bugs." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to the Phi-4-multimodal model load failure." + "reason": "Tokenizer BPE-marker handling and apply_chat_template assistant_masks are separate text-processing issues." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is a packaging/backend install issue and the other is a vague dependency problem; not the same concrete bug." + "reason": "Missing TensorFlow in the torch extra and a generic dependency issue with transformers are not the same underlying problem." }, { "left": "issue:36246", - "right": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules." + "reason": "Missing Qwen2_5_VLImageProcessor import and missing AutoImageProcessor import are different import/export failures." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Different subsystems entirely: trainer GPU broadcast of `None` vs tied/untied embedding resize reinitialization." + "reason": "Trainer _gpu_broadcast_one NoneType error and embedding reinitialization after resize are unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different regression targets: Mistral3 weight tying vs Qwen3.5 checkpoint saving correctness." + "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained checkpoint regression are different model-specific issues." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules." + "reason": "Both are import errors, but one is a model-package symbol missing and the other is a core configuration_utils export missing; not the same bug." } ] }, @@ -12220,7 +12270,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:41950", "issue:42907", @@ -12241,7 +12291,6 @@ "issue:44220", "issue:44279", "issue:44295", - "issue:44327", "issue:44336", "issue:44496", "issue:44521", @@ -12266,250 +12315,251 @@ "issue:46424", "issue:46506", "issue:46515", + "issue:46614", "issue:46693", - "issue:46752", - "issue:46932" + "issue:46932", + "issue:47085" ], "soft_pairs": [ "issue:46082|issue:46121", "issue:43531|issue:45600", "issue:44295|issue:46506", - "issue:41950|issue:44016", "issue:43673|issue:46424", - "issue:43295|issue:45335", + "issue:41950|issue:44016", "issue:43582|issue:46932", + "issue:43295|issue:45335", "issue:45083|issue:46506", "issue:43976|issue:44987", "issue:44016|issue:44220", - "issue:44496|issue:45042", "issue:43673|issue:44336", + "issue:44496|issue:45042", "issue:43526|issue:43901", "issue:43901|issue:44496", - "issue:42907|issue:43441", "issue:44683|issue:45446", - "issue:43650|issue:44220", + "issue:42907|issue:43441", "issue:43381|issue:45593", + "issue:43650|issue:44220", "issue:44496|issue:45759", "issue:44792|issue:46424", "issue:44016|issue:44062", "issue:43441|issue:45588", "issue:43976|issue:44279", - "issue:44521|issue:46693", "issue:43824|issue:44933", - "issue:44279|issue:46515", + "issue:44521|issue:46693", "issue:43479|issue:45375", + "issue:44279|issue:46515", "issue:46123|issue:46369", - "issue:45335|issue:45584", - "issue:44327|issue:46752" + "issue:46614|issue:47085", + "issue:45335|issue:45584" ], - "prepared_review_unit_hash": "eda2d5cd5e4efe0877baf226d0e8ee8118d344aae65f15953a353341d19775c4", + "prepared_review_unit_hash": "0edbf473157a557e98ece03f6bd69ef3f7f3b1bbb18c6d635c19b4ebd240a2f5", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35950, - "estimated_input_tokens": 8988, - "estimated_eval_tokens": 18232 + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs share broad Transformer/modeling themes but usually point to different subsystems, different failure modes, or different versions. None look like the same underlying bug/change, so I reject all soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "No strong canonical issue exists here; the items are not a single duplicate set, and the apparent similarities are too broad to justify merging them into one representative issue.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated bugs in configs, tokenizers, multimodal models, flash-attention, docs, notebooks, and platform/version checks. None of the soft pairs look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate stands out; the overlap is mostly superficial keyword similarity rather than one shared bug report.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster spans unrelated regressions and feature bugs across different components; any choice would be arbitrary.", + "best_issue_reason": "issue:45042 is the strongest standalone report: it is concrete, version-specific, and clearly describes a reproducible bug in PIL-backed image processors requiring torchvision.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and rope-parameter JSON list handling are unrelated config-path bugs." + "reason": "Both are config/validation bugs, but one is about Llama head_dim constraints and the other about rope-key parsing from JSON lists; different failure modes and code paths." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings CI breakage concern different models and code paths." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mappings are unrelated model/config issues." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "A position_ids buffer access issue and CPU/CUDA output divergence are different problems with no clear shared bug." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are unrelated; one is runtime logic, the other docs/notebook content." + "reason": "Reading position_ids after buffer registration is a tensor/module state bug; PPDocLayoutV3 CPU/CUDA divergence is a backend determinism issue." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill is not the same as max_cache_length being honored only for quantized cache." + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is cache length handling for Quantized Cache only." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "These both involve multimodal/composite configs, but one is a processor/tokenizer regression and the other is a resize_token_embeddings propagation bug." + "reason": "Video-classification processor lookup and a notebook syntax error are clearly unrelated." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to Gemma4 quantized vision/audio dtype casting." + "reason": "Apple Silicon warmup TypeError and Gemma4 dtype casting are different bugs in different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer/image regression and t5gemma resize_token_embeddings affect different model APIs and code paths." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Qwen3 Omni MoE feature-length calculation and PPDocLayoutV3 CPU/CUDA mismatch are separate failures." + "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to CPU vs CUDA output differences in PPDocLayoutV3." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version incompatibility for Transformers 5.1.0 is not the same as loading a specific model failing on newer Transformers." + "reason": "Python version support and loading a specific model are separate compatibility problems." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and _torch_extract_fbank_features() failure are unrelated." + "reason": "Notebook syntax error and _torch_extract_fbank_features() failure are unrelated." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Unrecognized model config loading and PIL backend processors requiring torchvision are different model-loading/backend issues." + "reason": "Generation cache missing during chunked_prefill and ANSI codes in loading_report are unrelated." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "chunked_prefill cache behavior and ANSI escape generation in loading_report are unrelated code paths." + "reason": "Missing model_type in config.json and PIL backend processors requiring torchvision are different loading/runtime failures." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and TextClassificationPipeline docs mismatch are not the same underlying issue." + "reason": "reduce_labels returning one label and docs mismatch for return_all_scores are unrelated issues." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs wording for return_all_scores and model-config recognition failure are unrelated." - }, - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is not the same as FlashAttention failures for Ministral-3." + "reason": "A docs/behavior mismatch in TextClassificationPipeline is not the same bug as unrecognized model config loading." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and a wrong torch version check for AuxRequest import are distinct flex_attention issues." + "reason": "Both are torch-version related, but one is compiled flex_attention on torch >= 2.9 and the other is an AuxRequest import version check." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "A vague data request issue does not match a concrete audio feature extraction bug." + "reason": "Both involve Ministral models, but one is save/dequantization and the other is FlashAttention inference; different code paths." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses when denoising is off are unrelated training behaviors." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated training/eval bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague data request and a feature-extraction helper bug are not the same underlying issue." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config loading and AutoModelForCausalLM not unwrapping text_config are different composite-config problems." + "reason": "Missing model_type in config loading and failing to unwrap text_config for composite multimodal configs are different config-resolution problems." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A failed janus image-generation test and cache max length semantics are unrelated." + "reason": "A failed janus image-generation test and cache max length handling are unrelated." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument duplication are unrelated." + "reason": "Notebook syntax error and AddedToken special-argument TypeError are unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Ministral-3 FlashAttention failure and sink-less-model s_aux=None crash are both attention-related but involve different concrete failure paths." + "reason": "Both mention flash attention, but they target different models and different failures (Ministral-3 vs sink-less models with s_aux=None)." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version support and a generic dependency issue do not identify the same bug." - }, - { - "left": "issue:44521", - "right": "issue:46693", - "accept": false, - "reason": "all-zero assistant masks in multimodal chat templating and FA2 long-context performance regression are different generation issues." + "reason": "Python-version compatibility and a generic dependency issue are not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Importing Qwen2_5_VLForConditionalGeneration and a nonexistent image_utils import are separate missing-export problems." + "reason": "Both are import errors, but they refer to different missing symbols/modules and different fixes." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:44521", + "right": "issue:46693", "accept": false, - "reason": "Generic dependency trouble and torch 2.4.1 incompatibility are not the same concrete issue." + "reason": "All-zero assistant masks in multimodal chat templating and FA2 long-context performance regression are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Default vision/audio config initialization and strict-dropping of deepstack_visual_indexes are different config-field bugs." + "reason": "Defaulting None configs and missing deepstack_visual_indexes under @strict are different config-schema bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A dependency issue with transformers and torch 2.4.1 incompatibility are separate environment problems." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Final partial batch handling in MaskGenerationPipeline is unrelated to memory overflow in sam3-litetext." + "reason": "Partial-batch result dropping and memory overflow in sam3-litetext are unrelated runtime issues." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:46614", + "right": "issue:47085", "accept": false, - "reason": "decoder.embed_tokens resize propagation and empty-transcription Whisper generation failure are different token/decoding bugs." + "reason": "Stale phonemizer language state and fast-tokenizer thread-safety are different components and failure modes." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "QA top-k bounds error in decode_spans and empty-list apply_chat_template IndexError are unrelated edge cases." + "reason": "t5gemma embedding resize behavior and Whisper empty-transcription behavior after align_special_tokens are unrelated." } ] }, @@ -12531,7 +12581,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:33290", "issue:39692", @@ -12540,7 +12590,6 @@ "issue:43295", "issue:43299", "issue:43381", - "issue:43441", "issue:43479", "issue:43525", "issue:43577", @@ -12554,6 +12603,7 @@ "issue:44242", "issue:44279", "issue:44291", + "issue:44327", "issue:44351", "issue:44368", "issue:44462", @@ -12574,15 +12624,15 @@ "issue:45656", "issue:45812", "issue:45823", - "issue:45834", - "issue:45907", "issue:46082", "issue:46209", "issue:46399", "issue:46512", + "issue:46752", "issue:47000" ], "soft_pairs": [ + "issue:44327|issue:46752", "issue:43299|issue:45216", "issue:44279|issue:45405", "issue:43295|issue:44779", @@ -12594,11 +12644,11 @@ "issue:44351|issue:45278", "issue:41950|issue:45020", "issue:43976|issue:45405", - "issue:44779|issue:45812", "issue:46082|issue:46512", - "issue:44466|issue:45276", "issue:43299|issue:45357", + "issue:44466|issue:45276", "issue:43381|issue:47000", + "issue:44779|issue:45812", "issue:43650|issue:46209", "issue:43653|issue:45593", "issue:44242|issue:45200", @@ -12609,212 +12659,204 @@ "issue:44683|issue:45542", "issue:45588|issue:47000", "issue:43479|issue:43525", - "issue:33290|issue:45656", - "issue:45081|issue:45907", - "issue:43441|issue:45834" + "issue:33290|issue:45656" ], - "prepared_review_unit_hash": "5c4b69bf7d1f9060a4772a992d9b94edcdc506ae2fae03f55a111af56949524c", + "prepared_review_unit_hash": "571ff40a2be7bf8e20ab333d8d785b70847b9379bdeb56fc3a17daf46f42b1aa", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36480, - "estimated_input_tokens": 9120, - "estimated_eval_tokens": 18496 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35661, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: the candidate pairs mostly share only broad subsystem labels (tokenizers, configs, deepspeed, docs, multimodal models) but not the same concrete bug or change. I rejected all soft edges and found no clear canonical issue/PR representative for the whole set.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is a mixed bag of mostly unrelated Transformers regressions (tokenizers, model loading, configs, docs, and a few training/runtime bugs). I don\u2019t see any soft-edge pair that is the same underlying defect, so all candidate merges should be rejected.", + "confidence": 0.66, + "canonical_issue_reason": "No issue in this set cleanly represents the whole cluster, but #45020 is the broadest umbrella: it describes recent-version breakage affecting model loading/remote_code and is the most plausible anchor for a heterogeneous regression cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45020 is the best single issue to anchor the cluster because it is the most general compatibility/regression report; however, it still does not truly subsume the other, more specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA pipeline span decoding crash and empty chat-template input crash are different code paths and failures." + }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different models and failure modes: Qwen3VL MoE loading vs Qwen3.5 save_pretrained visual-encoder key serialization." + "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained checkpoint serialization; not the same bug." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "One is a vague dependency issue; the other is a specific PEFT version bump/release mismatch. Not the same bug." + "reason": "General dependency issue vs PEFT minimum-version bump; unrelated causes and fixes." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Deepseek tokenization output changes. Different code paths." + "reason": "Processor/tokenizer API regression vs Deepseek tokenization correctness regression; different underlying defects." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Completely unrelated: tokenizer BPE marker handling vs a non-informative 'ADD THE DATA' issue." + "reason": "Video-classification processor lookup bug and a placeholder data request are unrelated." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but one is SigLIP2 example errors and the other is a stale TextClassificationPipeline doc note. Different fixes." + "reason": "Two documentation problems in different docs/features, not the same concrete issue." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Different model/config bugs: LlamaConfig head_dim validation vs Qwen3.5 kernel registration failure." + "reason": "Llama config validation and Qwen3.5 kernel registration failure are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unrelated optimizer-argument handling vs a tie_word_embeddings warning on Qwen3.5 LoRA fine-tuning." + "reason": "Optimizer arguments ignored and a tied-embeddings warning are different issues." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different areas: Blip2 dtype propagation on load vs Qwen3.5 save_pretrained key layout." + "reason": "Blip2 dtype-loading bug and Qwen3.5 save_pretrained regression do not share the same code path." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a missing HybridCache symbol and the other is broad import failures after upgrade." + "reason": "A single import error and a broad import-error report are related in theme only, not the same bug." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor selection bug vs a broad remote_code regression; not the same underlying issue." + "reason": "Video-classification pipeline processor lookup is a specific pipeline bug, not the remote_code compatibility regression described by #45020." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility failure vs a dependency version bump. No shared concrete bug." + "reason": "Python-version compatibility failure vs unreleased PEFT dependency bump; unrelated." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Different tokenizer regressions affecting different model families (Deepseek vs Granite)." + "reason": "One is config validation, the other is stale dtype metadata after from_config; not the same defect." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Head_dim validation is unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "Both concern Qwen3.5-family regressions, but one is loading and the other is save_pretrained key serialization." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of lm_head.weight by device is unrelated to resize_token_embeddings not updating Gemma4 embeddings." + "reason": "Serialization of tied lm_head weights and resize_token_embeddings behavior are different bugs." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "Both touch Qwen3.5/Qwen models, but one is model loading and the other is save_pretrained visual-encoder key output. Different bugs." + "reason": "Gradient checkpointing eval-mode restriction and RTDetrLoss infeasible cost matrix are unrelated." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to RTDetrLoss infeasible cost-matrix failure." + "reason": "Different tokenizer regressions in different model families and different failure modes." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Not related: placeholder issue vs FP8 inference failure on B200." + "reason": "Placeholder data request vs FP8 inference failure are unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to D-FINE auxiliary-loss omission." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Both concern training losses, but one is router load-balancing loss gating and the other is mm_token_type_ids defaulting in Gemma4." + "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are different training/model semantics issues." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different multimodal model bugs: processor lookup in video pipeline vs Gemma4 PLE device placement." + "reason": "Pipeline processor lookup bug and Gemma4 device-mismatch forward bug are unrelated." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and symptoms: Qwen3VL MoE loading vs GLM-4.7-Flash unit-test loading." + "reason": "Qwen3VL loading regression and GLM-4.7-Flash test-loading failure are different model-specific bugs." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both tokenizer-related, but AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are separate code paths." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex-patching crash are different tokenizer-loading paths." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized TypeError." + "reason": "Notebook syntax error and init_empty_weights constructor TypeError are unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to a TensorBoard/TensorFlow backend import issue." + "reason": "Compiled flex_attention on torch>=2.9 and TensorBoard/TensorFlow backend installation issue are unrelated." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention s_aux=None crash is a different failure mode than RTDetrLoss infeasible cost matrix." + "reason": "Flash-attention sink-less-model crash and RTDetrLoss cost-matrix infeasibility are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but Phi4Multimodal default sub-config initialization and Llama4Config pad_token_id absence are distinct bugs." + "reason": "Default multimodal config initialization bug and missing pad_token_id AttributeError are separate config issues." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "DeepSpeed-related optimizer OOM and optimizer.step being called twice are not the same concrete problem." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regex patch crash is unrelated to list_repo_files failing to forward revision." - }, - { - "left": "issue:43441", - "right": "issue:45834", - "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR long-input index error are separate model-specific bugs." + "reason": "Adafactor OOM in DeepSpeed and optimizer step called twice in DeepSpeed are not the same concrete bug." } ] }, @@ -12836,7 +12878,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:42175", "issue:42796", @@ -12859,17 +12901,15 @@ "issue:44246", "issue:44261", "issue:44263", - "issue:44297", "issue:44336", "issue:44373", - "issue:44496", "issue:44589", "issue:44623", "issue:44671", "issue:44749", "issue:44779", "issue:44987", - "issue:45083", + "issue:45081", "issue:45103", "issue:45325", "issue:45362", @@ -12879,7 +12919,9 @@ "issue:45600", "issue:45712", "issue:45823", + "issue:45834", "issue:45859", + "issue:45907", "issue:46291", "issue:46399", "issue:46655", @@ -12888,7 +12930,9 @@ "issue:47000" ], "soft_pairs": [ + "issue:43441|issue:45834", "issue:44336|issue:46851", + "issue:45081|issue:45907", "issue:42994|issue:43317", "issue:44623|issue:44749", "issue:45859|issue:46851", @@ -12913,213 +12957,204 @@ "issue:44589|issue:45362", "issue:45325|issue:46851", "issue:46655|issue:46726", - "issue:46291|issue:46399", - "issue:44246|issue:44496", - "issue:45083|issue:46851", - "issue:44297|issue:45397" + "issue:46291|issue:46399" ], - "prepared_review_unit_hash": "f23620dd972223b62969ba0d6affdac68793eb37bcebf5d5915608558988f809", + "prepared_review_unit_hash": "ed59f15b4eb344d2c667629a2a0bea27e6eaa983a27e461b261294e70587ba63", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36409, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "soft_pair_count": 28, + "serialized_chars": 36118, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not contain any clear duplicate pairs. The soft matches mostly reflect superficial title similarity around transformers v5, tokenizer, config, or loading issues, but they are different bugs or changes.", - "confidence": 0.92, - "canonical_issue_reason": "If forced to choose one issue as the representative anchor, issue 44246 is the broadest user-facing regression and has the most discussion, but the overall set is not a true duplicate cluster.", + "summary": "This cluster is mostly lexical similarity around Transformers v5 regressions, but the issues span many unrelated model, tokenizer, config, and tooling bugs. I do not see a true duplicate pair among the soft edges.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43643 is the broadest, most central regression-style report in the set: a generic AutoConfig/trust_remote_code loading problem that fits the cluster\u2019s overall theme of v5 config/model-loading breakage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 is the best single issue to anchor triage because it is broadly relevant, generic, and well-discussed; however, it should not be treated as a duplicate representative for the other items.", + "best_issue_reason": "issue:43643 is the best representative issue overall because it is general enough to anchor the cluster, even though the cluster is too heterogeneous to be a single duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: FlashAttention loading failure vs long-OCR index error." + }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape-code rendering in loading_report is unrelated to Qwen3.5 variable-length position_ids." + "reason": "One is ANSI output formatting, the other is Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to list_repo_files missing revision forwarding." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/offload, but one is about saving quantized models and the other about loading a dequantized model with device_map=auto." + "reason": "Both involve quantization/offload, but saving quantized models and loading dequantized models are different code paths and bugs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained file-missing behavior is unrelated to a slowdown after upgrading Transformers." + "reason": "Processor save_pretrained missing files is unrelated to a performance regression in data filtering." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5-related, but CPU offload rotary embedding handling is a different code path from variable-length position_ids." + "reason": "Both mention Qwen3.5/position handling, but CPU offload incompatibility is not the same as variable-length input handling." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring future-annotations crashes are unrelated to Gemma 4 processor loading/import failures." + "reason": "Auto-docstring annotation parsing and Gemma 4 processor loading are unrelated failures." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "These describe different model/helper bugs: rms_norm_eps precision drift vs torch.split return handling." + "reason": "Different model internals: MLA layernorm precision issue vs GlmMoeDsaIndexer split return values." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor.save_pretrained outputs is unrelated to Gemma-4 zero3 from_pretrained loading." + "reason": "Processor save_pretrained file omission is not the same as gemma-4 zero3 from_pretrained failure." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging and Python-version compatibility are different issues." + "reason": "TensorFlow backend packaging issue is unrelated to Python version compatibility." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch repo maintenance, but removed auto_mappings entries and leftover dummy classes are distinct problems." + "reason": "Both are stale-generated-artifact problems, but one is auto_mappings and the other is dummy_pt_objects; not the same bug." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to intermittent import-time slowness." + "reason": "Documentation mismatch for return_all_scores is unrelated to slow import behavior." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "These are separate model regressions affecting different tokenization/model outputs." + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer regression affect different model components." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked-prefill cache handling and CLIP hidden_states propagation are different functional bugs." + "reason": "Generation cache missing in chunked_prefill and CLIPVision hidden_states regression are different failures." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "A missing pad_token_id attribute in Llama4Config is not the same as GLM-4V loading failure." + "reason": "Missing pad_token_id on Llama4Config is not the same as glm-4v-9b loading failure." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading regression and ESM2 model breakage are unrelated issues." + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence has no connection to ANSI code output in loading_report." + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI escape code generation." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Tokenizer BPE marker handling and FlashAttention failure on Ministral-3 are different bugs." + "reason": "Ministral tokenizer BPE-marker handling and Ministral FlashAttention failure are distinct issues." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crashes are unrelated to RTDetrLoss infeasible cost matrix errors." + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to RTDetrLoss assignment infeasibility." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2_5_VL export is unrelated to the Python 3.9/3.10 compatibility issue." + "reason": "ImportError for a model class is unrelated to Python 3.9/3.10 compatibility." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading regression and TensorFlow backend package detection are separate problems." + "reason": "Physical-intelligence model loading failure and missing TensorFlow backend are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "A model config missing pad_token_id is not the same as AutoConfig losing fields under trust_remote_code." + "reason": "Both involve config fields, but missing pad_token_id on one model is not the same as generic trust_remote_code missing-fields behavior." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI-code output in a utility and a wrong docstring are unrelated." + "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different failure modes." + "reason": "Storage type lookup error and Qwen3.5 chat crash are unrelated." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both concern position_ids, but Qwen2.5-VL temporal scaling and Qwen3.5 variable-length inputs are different bugs." + "reason": "Both mention position_ids, but the Qwen2.5-VL rope scaling bug and Qwen3.5 variable-length bug are different model paths." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation and missing vision backend/image processor errors are unrelated." + "reason": "Video padding calculation bug and missing-vision-backend processor error are different processor failures." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "kernels v0.15 dependency versioning and missing decorator registration are different kernel-related issues." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Import latency and model config recognition failure are not the same underlying bug." - }, - { - "left": "issue:45083", - "right": "issue:46851", - "accept": false, - "reason": "These are separate Qwen-related position handling bugs in different model families and code paths." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 zero3 loading." + "reason": "Kernel package version/revision requirement and Qwen3.5 rotary registration crash are unrelated." } ] }, @@ -13141,11 +13176,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:36246", "issue:41628", - "issue:41950", "issue:42491", "issue:42757", "issue:42886", @@ -13158,10 +13192,10 @@ "issue:43784", "issue:43901", "issue:43976", - "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44451", @@ -13171,6 +13205,7 @@ "issue:44871", "issue:45003", "issue:45072", + "issue:45083", "issue:45103", "issue:45137", "issue:45292", @@ -13185,7 +13220,6 @@ "issue:46399", "issue:46506", "issue:46614", - "issue:46655", "issue:46665", "issue:46752", "issue:46821", @@ -13193,19 +13227,22 @@ "issue:46851" ], "soft_pairs": [ + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44297|issue:45397", "issue:41628|issue:43976", "issue:43784|issue:45542", "issue:46399|issue:46851", "issue:45561|issue:45563", - "issue:43540|issue:46752", "issue:43526|issue:45003", + "issue:43540|issue:46752", "issue:45103|issue:46399", "issue:45072|issue:46829", - "issue:46614|issue:46665", "issue:44295|issue:45397", + "issue:46614|issue:46665", "issue:43531|issue:45362", - "issue:45588|issue:46851", "issue:44246|issue:44871", + "issue:45588|issue:46851", "issue:42491|issue:43299", "issue:44336|issue:44485", "issue:45003|issue:46821", @@ -13217,207 +13254,204 @@ "issue:36246|issue:44351", "issue:43901|issue:45003", "issue:44451|issue:46752", - "issue:43257|issue:45137", - "issue:41950|issue:44220", - "issue:43540|issue:46655", - "issue:44496|issue:45003" + "issue:43257|issue:45137" ], - "prepared_review_unit_hash": "6990eb3a6df6a735b67d43d406f2b4c3cce382e9e57901247c6ae5e65dc234e8", + "prepared_review_unit_hash": "51a45d0e36a415ac0b51624594ed3a7b07a36a5966ba636de66b0634cd9c1dce", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35999, - "estimated_input_tokens": 9000, - "estimated_eval_tokens": 18256 + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change; they span unrelated import errors, model-loading regressions, processor bugs, and docs/runtime issues.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45561 is the strongest standalone representative: it is open, has clear repro context, multiple inbound references, and a concrete CI/testing-utils failure mode.", + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions or import/loading issues across different models and utilities. None of the soft pairs looks like the same concrete bug or change, so no pair should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is a safe representative here; the items span unrelated bugs (imports, Qwen/MoE loading, tokenizer behavior, utilities, and model-specific regressions).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45561 is the best issue to keep as a canonical reference for future duplicates because it is specific, actionable, and appears broadly relevant to test infrastructure.", + "best_issue_reason": "No global best issue: there is no coherent duplicate set to anchor on, and selecting any one issue would misrepresent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Different failures: a missing AutoImageProcessor export vs a Python-version compatibility issue; not the same code-path bug." + "reason": "Different failures: intermittent import latency vs unrecognized model/config loading error." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Both are import-time errors, but they concern different missing backends/symbols in different integrations ('nn' vs undefined tf backend)." + "reason": "Both involve Qwen models, but one is a helper-length bug in qwen3_omni_moe and the other is a variable-length position_ids crash in Qwen3.5." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Both involve Qwen3.5, but one is kernel registration/use_kernels and the other is variable-length position_ids; distinct bugs." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 ZeRO3 from_pretrained failure." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Test utility race on captured_info.txt is unrelated to a stale generation warning for num_return_sequences." + "reason": "AutoImageProcessor import error and Python version support breakage are different issues." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError for nn is unrelated to missing TensorFlow backend handling for tensorboard." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a kernel registration/decorator failure and the other is a variable-length position_ids issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to apply_chat_template crashing on an empty list." + "reason": "Test xdist file race and stale generate() warning are unrelated test/runtime problems." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access in modeling_utils are different subsystems and failures." + "reason": "BEiT image processor label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-list chat template IndexError." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation handling is unrelated to Qwen3.5 rotary kernel registration." + "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are different code paths and bugs." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Different model families and symptoms: dtype mismatch in bfloat16 inference vs hidden_states output wiring." + "reason": "Dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to VideoPrism hidden_states output packaging." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "A stale phonemizer backend cache bug is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "Position_ids buffer access bug is unrelated to gemma-4 ZeRO3 loading." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "position_ids buffer reading error and gemma-4 ZeRO3 from_pretrained failure are distinct." + "reason": "Stale phonemizer backend state and inconsistent from_pretrained behavior are different issues." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crash are different code paths." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Flash-attention s_aux=None crash is unrelated to variable-length position_ids handling." + "reason": "Missing load-balancing loss and eos_token_id config mismatch are not the same underlying bug." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Import latency and eos_token_id config mismatch are unrelated issues." + "reason": "Flash-attention crash on sink-less models is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is a LoRA/main-branch compatibility problem and the other is a Qwen3VL-MoE regression; too different to merge." + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across versions and the other is base model loading on 5.0.0.dev0; not the same concrete bug." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI-code cleanup in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are unrelated." + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern missing auxiliary losses, but for different models and different conditions; not the same concrete bug." + "reason": "Missing load-balancing loss in MoE routing is unrelated to D-FINE auxiliary losses when denoising is off." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU-vs-CUDA output differences in PPDocLayoutV3." + "reason": "Bamba torch.compile+SDPA failure is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are different bugs." + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are different issues." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2.5 VL image processor export and missing is_offline_mode export are separate import errors." + "reason": "Missing Qwen2_5_VLImageProcessor export is unrelated to missing is_offline_mode from huggingface_hub." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are missing-name import errors, but they involve different exported symbols and modules." + "reason": "Missing Qwen2_5_VLImageProcessor export is a different symbol and code path than missing HybridCache export." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores and sys.modules access are unrelated." + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model-loading failure for ScandiBERT is unrelated to apply_chat_template on an empty list." + "reason": "Model loading failure for ScandiBERT is unrelated to empty-list apply_chat_template crash." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a ZeRO3 deque IndexError are different DeepSpeed failures." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video-classification looking for image processors and a torch_extract_fbank_features issue are different pipeline bugs." - }, - { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both involve video processing, but they affect different models and different failure mechanisms (ValueError vs padding calculation)." - }, - { - "left": "issue:44496", - "right": "issue:45003", - "accept": false, - "reason": "Unrecognized model_type in config loading is unrelated to unsafe sys.modules access." + "reason": "Qwen3 MoE weight conversion issue with accelerate+deepspeed is unrelated to DeepSpeed ZeRO3 deque underflow." } ] }, @@ -13439,34 +13473,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:29870", "issue:30333", "issue:36246", + "issue:41950", "issue:42199", "issue:43262", "issue:43295", "issue:43352", "issue:43475", "issue:43526", + "issue:43540", "issue:43596", - "issue:43653", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", - "issue:44368", "issue:44466", "issue:44479", + "issue:44496", "issue:44623", "issue:44749", "issue:44857", "issue:44877", - "issue:44977", "issue:44987", "issue:45003", "issue:45137", @@ -13491,18 +13524,21 @@ "issue:47000" ], "soft_pairs": [ + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003", "issue:45375|issue:45759", "issue:43262|issue:44246", "issue:44479|issue:46655", "issue:45003|issue:45561", - "issue:44162|issue:45200", "issue:44295|issue:44749", + "issue:44162|issue:45200", "issue:45859|issue:46399", "issue:45292|issue:47000", "issue:45137|issue:45600", "issue:43475|issue:46369", - "issue:43295|issue:45292", "issue:36246|issue:43596", + "issue:43295|issue:45292", "issue:44466|issue:45335", "issue:44623|issue:46726", "issue:44877|issue:45375", @@ -13513,195 +13549,192 @@ "issue:29870|issue:30333", "issue:42199|issue:46851", "issue:43352|issue:45250", - "issue:43526|issue:46894", - "issue:44060|issue:44077", - "issue:44368|issue:44977", - "issue:43653|issue:44162" + "issue:43526|issue:46894" ], - "prepared_review_unit_hash": "6313c86199f85de96c9986887615b866d761b883760265b4df737cd119c4456a", + "prepared_review_unit_hash": "a51c0bc0c6312df55866aefce9e1e8f6953b28ab9649c9faff6b969e9589d7e9", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35794, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "serialized_chars": 35083, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed soft links are all false positives: the issues span unrelated models, processors, training bugs, and infrastructure problems with only superficial wording overlap.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the candidates are heterogeneous and the soft links are weak or superficial.", + "summary": "These issues are mostly thematically similar at a high level (vision/video/processor regressions, config/loading problems, training/runtime crashes) but do not describe the same concrete bug. I reject all soft duplicate edges. If one issue has to serve as the best representative, it is #44479 because it is the broadest version-specific multimodal/video regression among the set, but there is no true canonical duplicate cluster here.", + "confidence": 0.91, + "canonical_issue_reason": "#44479 is the broadest representative of the recurring multimodal/video regression theme, but the set does not actually collapse to one duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45561 is the most active and well-specified standalone bug in the set, but it does not serve as a duplicate anchor for the rest.", + "best_issue_reason": "#44479 spans multiple Qwen VL/VL-Moe variants and reads like the most general, user-facing regression in the group, so it is the best representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and failures: video-classification pipeline vs audio feature extraction; only both are processing-related." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video inputs, but the affected models and root causes differ (Qwen3OmniMoe value error vs SmolVLM padding bug)." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading error is unrelated to unsafe sys.modules access in modeling_utils." + }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config/model loading, but they hit different bugs: strict-config field dropping vs unwrapping text_config in from_config." + "reason": "Both involve Qwen multimodal config handling, but one is a missing field under strict config and the other is AutoModelForCausalLM unwrapping text_config; not the same bug." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate handling and import-time slowdown are unrelated issues." + "reason": "Audio processor chat-template sampling-rate behavior is unrelated to slow import timing." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video regressions, but for different models and different failure causes (general Qwen video regression vs SmolVLM padding calculation)." + "reason": "Both are video-related regressions, but they target different models and different code paths (Qwen family input regression vs SmolVLM padding calculation)." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access safety and a pytest-xdist file race are distinct subsystems and bugs." + "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist file race." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated model-specific issues." + "reason": "Position_ids buffer error and slow data filtering after upgrade are unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "A position_ids buffer access error and a post-upgrade performance regression are not the same bug." + "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5-related, but CPU offload rotary embedding support and apply_rotary_pos_emb/kernel registration are different code paths." + "reason": "Both are Qwen3.5-related, but one is CPU offload incompatibility and the other is a missing decorator for kernel registration; different concrete failures." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Embedding-resize propagation and RTDetr loss infeasible-cost-matrix crashes are unrelated." + "reason": "Resize-token-embeddings behavior is unrelated to RTDetrLoss infeasible cost matrix crashes." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings config references are different problems." + "reason": "DeepSpeed ZeRO3 deque pop failure is unrelated to stale auto_mappings references to removed configs." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Missing fpn_position_embeddings and memory overflow in sam3-litetext are different SAM3 issues." + "reason": "SAM3 Vision output attribute error and SAM3 LiteText memory overflow are different bugs." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Custom processor/tokenizer regression and output embedding resize propagation are different APIs and failure modes." + "reason": "Qwen2.5-VL image processor import failure is unrelated to BertModel/DeepSpeed zero3 index errors." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Qwen2.5-VL import failure and BertModel ZeRO3 initialization IndexError are unrelated." + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both mention embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Tied-weight serialization inconsistency is unrelated to t5gemma decoder embed_tokens not updating." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files on save_pretrained and missing vision backend handling in AutoProcessor are different bugs." + "reason": "Missing save_pretrained files and unrecognized image processor due to absent backend are different processor-loading problems." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config loading for granite_speech and a dropped Qwen config field are separate config-handling issues." + "reason": "Strict config loading for granite_speech is unrelated to Qwen3_5MoeVisionConfig field dropping." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "Missing load-balancing loss in MoE routing is unrelated to LwDetrImageLoss AMP/CUDA crashes." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "Beit label reduction and Florence2 training-loss double-shift are different preprocessing/training bugs." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Florence2 training-loss double-shift." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "A transformers/Qwen3-VL-Moe bug and a CPU/CUDA output discrepancy in PPDocLayoutV3 are not the same issue." + "reason": "Qwen3-VL-Moe bug report and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure on transformers>=5.1.0 and tokenizer error masking when protobuf is missing are different failure modes." + "reason": "Model loading failure for physical-intelligence/fast is unrelated to protobuf-related tokenizer error masking." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated." + "reason": "BART generate UnboundLocalError and MLflow job-status reporting are unrelated." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are different model bugs." + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model-path bugs." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Unsupported Flash Attention 2.0 for Nemotron and a generic Flash Attention topic are not the same concrete bug." + "reason": "A model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 topic issue." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Beit label reduction and CohereASR training-loss double-shift are distinct issues." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are unrelated." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "A tie_word_embeddings warning in LoRA fine-tuning and a flash-attention generation regression are different problems." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBird tokenizer special-token decoding and ESM2 breakage are unrelated." + "reason": "Image label reduction and ASR training-loss double-shift are not the same bug or code path." } ] }, @@ -13723,19 +13756,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:42886", "issue:43065", "issue:43408", "issue:43475", "issue:43540", - "issue:43646", + "issue:43653", "issue:43701", "issue:43723", "issue:43906", "issue:43931", "issue:43994", + "issue:44060", + "issue:44077", "issue:44162", "issue:44188", "issue:44297", @@ -13745,8 +13780,8 @@ "issue:44483", "issue:44623", "issue:44749", - "issue:44871", "issue:44877", + "issue:44977", "issue:44995", "issue:45103", "issue:45200", @@ -13761,21 +13796,21 @@ "issue:45987", "issue:46082", "issue:46123", - "issue:46132", "issue:46170", "issue:46202", "issue:46421", "issue:46431", "issue:46710", "issue:46726", - "issue:46752", "issue:46832", "issue:46858", - "issue:47020", "issue:47068" ], "soft_pairs": [ + "issue:44060|issue:44077", "issue:44479|issue:46170", + "issue:44368|issue:44977", + "issue:43653|issue:44162", "issue:45412|issue:46123", "issue:45397|issue:45656", "issue:42886|issue:45229", @@ -13784,16 +13819,16 @@ "issue:44877|issue:46170", "issue:43723|issue:46710", "issue:46170|issue:46832", - "issue:43931|issue:44368", "issue:44188|issue:46202", + "issue:43931|issue:44368", "issue:44368|issue:45563", "issue:44995|issue:45200", "issue:44483|issue:46202", "issue:43906|issue:46202", "issue:44188|issue:46421", "issue:45987|issue:46082", - "issue:44995|issue:45588", "issue:45593|issue:47068", + "issue:44995|issue:45588", "issue:45685|issue:46431", "issue:45103|issue:46858", "issue:44361|issue:44749", @@ -13801,226 +13836,216 @@ "issue:44297|issue:44623", "issue:43994|issue:46726", "issue:44749|issue:45656", - "issue:43701|issue:44749", - "issue:46752|issue:47020", - "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:44871|issue:46132" + "issue:43701|issue:44749" ], - "prepared_review_unit_hash": "04d2cf586e4c8f81e12c57d24455d22451a46c8fa0abed39abd8cf05ef27fd70", + "prepared_review_unit_hash": "76aebf2d5ca3f75823b04590d570384a083c15936090db36b30c22d195d78f8a", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37159, - "estimated_input_tokens": 9290, - "estimated_eval_tokens": 18836 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with one small tokenizer/processor serialization subgroup and many unrelated issues (vision, cache, deepspeed, Gemma, RT-DETR, etc.). No soft edges look like the same underlying bug/change, so all candidate merges are rejected. Issue #44297 is the best representative of the tokenizer serialization subgroup.", - "confidence": 0.34, - "canonical_issue_reason": "#44297 is the clearest core bug in the tokenizer save/load path: it directly describes incorrect tokenizer metadata being written, which can plausibly underlie nearby tokenizer serialization/loading complaints.", + "summary": "This set is a loose grab bag of Transformers regressions rather than one duplicate cluster. Most soft pairs are only broadly similar and do not describe the same concrete bug or fix, so I would reject them all. The tokenizer-loading/serialization reports are the closest thematic group, with issue 43723 as the best representative.", + "confidence": 0.36, + "canonical_issue_reason": "43723 is the broadest user-facing tokenizer-loading regression in this set and is the closest umbrella for the nearby tokenizer save/load complaints.", "canonical_pr_reason": null, - "best_issue_reason": "#44297 best captures the most coherent subcluster around tokenizer/processor persistence and loading; it is concrete, actionable, and closest to the shared failure mode among the few related items.", + "best_issue_reason": "43723 is the clearest representative issue to keep as the cluster anchor because it captures the most general tokenizer-from_pretrained failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different subsystems and failures: Qwen3-Next tied-weights warning vs patchtsmixer post_init policy." + }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Different subsystems and failure modes: video-input regression in Qwen VL models vs Windows/ROCm import/type errors." + "reason": "Video-input regression in Qwen models vs Windows/ROCm torch.distributed import error; unrelated bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tie_word_embeddings warning during fine-tuning; the other is a flash-attention generation bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs ESM2 breakage; no shared concrete code path." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory reclamation in RT-DETR is unrelated to MaskGenerationPipeline's partial-batch `is_last` logic." + "reason": "Memory release on delete vs final-partial-batch bookkeeping in a pipeline; different behavior." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 Zero3 loading and deepspeed optimizer double-step are different bugs in different code paths." + "reason": "gemma-4 zero3 loading issue vs DeepSpeed double optimizer step; not the same defect." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Offline cache tokenizer loading vs Gemma4 multi-GPU OOM; unrelated symptoms and fixes." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "One is a dummy Conv2d implementation detail; the other is a model-type warning during loading." + "reason": "Both mention SAM3, but one is a dummy layer implementation and the other is a model-type mismatch warning." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video-processing ValueError are separate model-specific failures." + "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video-processing ValueError; different models and code paths." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm distributed import issue." + "reason": "Strict config loading for granite_speech vs torch.distributed import dependency on Windows/ROCm." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading failure in v5 and an accuracy regression after upgrade are not the same concrete bug." + "reason": "Tokenizer loading in v5 vs accuracy regression after upgrading; different failure modes and likely fixes." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Platform import/dependency failure and RT-DETR feature-level mismatch are unrelated." + "reason": "Import/type error from torch.distributed dependency vs RT-DETR forward shape issue; unrelated." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Qwen3-VL weight shape mismatch and a tie_word_embeddings warning in Qwen3.5 are different issues." + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; not the same bug." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "torch.compile attention-kernel branching divergence is unrelated to Gemma pipeline roundtrip tokenization failure." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie-word-embeddings warning; different problems." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A configuration warning about tied embeddings does not match a stale generate warning for num_return_sequences." + "reason": "Both are warnings, but one is model weight tying and the other is stale num_return_sequences messaging." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa cache staleness on second forward is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "GlmMoeDsa stale cache on second forward vs Gemma4 mm_token_type_ids defaulting; unrelated." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions API request rejection is unrelated to Gemma pipeline text roundtrip behavior." + "reason": "Chat-completions API acceptance regression vs token roundtrip failure; no shared concrete bug." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue and a Gemma roundtrip bug are not the same underlying defect." + "reason": "An isolated reproduction of an older issue vs a Gemma tokenizer roundtrip bug; not duplicates." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Attention kernel branching divergence is unrelated to cache lazy initialization causing recompilation." + "reason": "Both touch compile/cache behavior, but one is attention-kernel branching and the other is lazy cache initialization recompilation." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type bug and LlamaConfig head_dim validation are different code paths with different fixes." + "reason": "StaticCache return-type mismatch vs LlamaConfig head_dim validation; different code paths." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:45593", + "right": "issue:47068", "accept": false, - "reason": "GlmMoeDsa stale indexer cache and flash_attention s_aux=None AttributeError are unrelated failures." + "reason": "D-FINE auxiliary-loss behavior vs deepspeed_sp_compute_loss host sync warning; unrelated." }, { - "left": "issue:45593", - "right": "issue:47068", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and a deepspeed host-synchronization concern are not the same bug." + "reason": "Stale indexer cache on second forward vs flash_attention s_aux=None crash; different failure surfaces." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram support in MoE is unrelated to apply_chat_template missing-template errors." + "reason": "MPS histogram unsupported for Int vs missing chat template error; unrelated." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Auto-docstring annotation handling and cache.get_seq_length device-tensor arithmetic are separate issues." + "reason": "auto_docstring annotations crash vs static-cache seq-length arithmetic on non-CUDA backends; different bugs." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks and a performance regression after upgrade do not share a concrete root cause." + "reason": "MLukeTokenizer AttributeError vs a Transformers upgrade slowdown report; not the same issue." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 dummy Conv2d and MaskGenerationPipeline partial-batch dropping results are unrelated." + "reason": "SAM3 pixel-decoder placeholder layer vs pipeline final-batch dropping; no common code path." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "These are the closest pair, but one is tokenizer metadata mismatch while the other is processor save_pretrained missing files; related area, not the same bug." + "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files; related family, not one concrete bug." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 nonsensical outputs and AutoProcessor missing-vision-backend handling are distinct model-loading/processing issues." + "reason": "Siglip2 nonsense outputs vs AutoProcessor backend-missing error; separate loading/runtime issues." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A broad slowdown regression after upgrade is not the same as deepspeed calling optimizer.step twice." + "reason": "Performance regression after upgrade vs double optimizer stepping; different root causes." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch and a training slowdown regression are unrelated." - }, - { - "left": "issue:46752", - "right": "issue:47020", - "accept": false, - "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram construction error are different tokenizer bugs." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Custom model initialization breakage in Transformers 5 and ESM2 being broken are too broad and not the same defect." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "Processor save_pretrained missing files has nothing to do with deepspeed optimizer stepping twice." - }, - { - "left": "issue:44871", - "right": "issue:46132", - "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are separate API/config issues." + "reason": "Checkpoint resume key mismatch vs upgrade slowdown; unrelated." } ] }, @@ -14042,11 +14067,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:39692", "issue:41628", "issue:42371", @@ -14056,18 +14080,18 @@ "issue:43482", "issue:43525", "issue:43643", + "issue:43646", "issue:43673", "issue:43723", - "issue:43784", "issue:43873", "issue:43986", "issue:44038", + "issue:44162", "issue:44188", - "issue:44351", "issue:44373", "issue:44623", - "issue:44661", "issue:44869", + "issue:44871", "issue:44933", "issue:44945", "issue:44964", @@ -14078,27 +14102,31 @@ "issue:45356", "issue:45375", "issue:45397", - "issue:45406", "issue:45478", "issue:45561", - "issue:45753", - "issue:46202", + "issue:45656", + "issue:46132", "issue:46326", - "issue:46399", "issue:46463", "issue:46726", + "issue:46752", "issue:46821", "issue:46851", "issue:46877", "issue:47000", + "issue:47020", "issue:47059" ], "soft_pairs": [ + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", "issue:45375|issue:45478", - "issue:42994|issue:43482", "issue:44964|issue:45137", - "issue:43475|issue:43643", + "issue:42994|issue:43482", "issue:44188|issue:46851", + "issue:43475|issue:43643", "issue:43475|issue:46821", "issue:43232|issue:43673", "issue:39692|issue:46726", @@ -14110,246 +14138,211 @@ "issue:44038|issue:44623", "issue:46877|issue:47000", "issue:41628|issue:44933", - "issue:42994|issue:43525", "issue:46463|issue:46877", + "issue:42994|issue:43525", "issue:44869|issue:45356", "issue:43723|issue:46326", "issue:42371|issue:45092", "issue:43873|issue:44945", - "issue:45561|issue:47059", - "issue:43784|issue:46399", - "issue:41628|issue:44351", - "issue:44945|issue:45753", - "issue:45406|issue:46202", - "issue:45137|issue:47000", - "issue:36010|issue:41628", - "issue:44661|issue:47059", - "issue:44038|issue:45310" + "issue:45561|issue:47059" ], - "prepared_review_unit_hash": "bc5b47989b019a6833fe3bd4a5790fb30c1a5ee1a1727c8abe3a038bb7f2a2f0", + "prepared_review_unit_hash": "0a210e885de1e42edfcc674a896166d7bd225be77662621b17c964672f44f918", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36639, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34847, + "estimated_input_tokens": 8712, + "estimated_eval_tokens": 17680 }, "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 bugs, with one clear duplicate family around Qwen3.5-Moe / Qwen3.5-MoeVision from_pretrained failures. The rest span different models, APIs, and subsystems, so they should not be merged together.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45310 is the best representative because it is the clearest, most general description of the recurring Qwen3.5-Moe loading regression (`transformers>=5.4.0` + `from_pretrained` failure), which matches the closest duplicate set in this cluster.", + "summary": "This cluster is mostly a heterogeneous set of Transformers loading, config, tokenizer, and generation regressions; none of the soft pairs look like true duplicates or the same fixable code-path bug.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella in the set: a Transformers v5/custom-model initialization regression, which is thematically closest to several of the other loading/config complaints.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest global representative: it names the concrete model family, the affected version range, and the failing load path, making it the most useful anchor for the duplicate cluster.", + "best_issue_reason": "Issue 43646 is the best anchor for triage because it is concrete, broad, and closest to the recurring v5 initialization/config breakages in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Both reports point to the same Qwen3.5-Moe/Vision `from_pretrained` regression, with the missing `deepstack_visual_indexes` field being a concrete manifestation of the loading failure." + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash vs tokenizer constructor type mismatch; different code paths and failures." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "These are different bugs: one is quantized model saving, the other is GGUF loading under Transformers v5." + "reason": "Broad v5 custom-model init regression vs ESM2-specific breakage; related theme, not the same bug." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Different failure modes and subsystems: multimodal model loading versus DeepSpeed ZeRO3 deque handling." + "reason": "Missing processor files on save vs DeepSpeed optimizer-step duplication; unrelated behavior." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "One is a SAM 3 Vision encoder attribute error; the other is a generic `trust_remote_code` config field-loss issue. Similar symptom class, but not the same bug." + "reason": "EOS token config mismatch vs AttentionInterface.register behavior change; different APIs and symptoms." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Both involve generation/attention behavior, but they are distinct code paths and symptoms: compile-time kernel branching versus variable-length position IDs." + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field dropped by strict validation and the other is a from_pretrained failure; not clearly one underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading issue vs DeepSpeed ZeRO3 deque error; unrelated failures." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs GGUF loading failure; different operations and code paths." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Qwen3.5 variable-length position_ids bug; not the same problem." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video encoder field error vs AutoConfig trust_remote_code missing fields; different model/config paths." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different models and different missing attributes (`fpn_position_embeddings` vs `window_size`)." + "reason": "SAM 3 video encoder output attribute error vs TimesFM window_size attribute error; distinct model-specific bugs." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both touch generation internals, but one is an `_update_model_kwargs_for_generation` ordering bug and the other is a missing `GenerationMixin` cache issue in chunked prefill." + "reason": "Generation kwargs update after sync_gpus vs missing GenerationMixin cache in chunked_prefill; both generation-related but not the same concrete defect." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "The former is a SigLIP2 documentation/example problem; the latter is a runtime AutoProcessor backend-missing error." + "reason": "SigLIP2 doc-example errors vs AutoProcessor backend-missing error; one is a docs/example problem, the other an import/runtime backend issue." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch in the environment is not the same as Sentence Transformers getting stuck while loading." + "reason": "Missing PyTorch ImportError vs sentence-transformers loading hang; clearly different symptoms and causes." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both involve processor/backend dependencies, but the concrete issues differ: video-model AutoProcessor crash without torchvision versus missing-vision-backend image processor handling." + "reason": "Missing torchvision crash in AutoProcessor vs generic unrecognized image processor backend error; related area, but different dependency and path." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Too generic to merge: one is an empty bug report, the other is a specific Gemma-4 ZeRO3 from_pretrained failure." + "reason": "Placeholder bug report vs gemma-4 zero3 from_pretrained issue; no shared underlying bug evidence." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "These are the same underlying Qwen3.5-Moe loading/config regression; 45375 provides a specific missing-field symptom for the broader from_pretrained failure described in 45310." + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error vs missing deepstack_visual_indexes field being dropped; same family, but not enough evidence of one concrete fix." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A docstring correction is unrelated to a variable-length input runtime bug." + "reason": "Docstring typo for position_ids vs a real variable-length position_ids runtime bug; not duplicates." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading failure and `processor.save_pretrained(...)` missing files are different problems." + "reason": "Qwen3-VL-Moe loading bug vs processor.save_pretrained missing files; different areas." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint output and RTDetrLoss infeasibility are unrelated." + "reason": "Import-time doc-lint stdout noise vs RTDetrLoss infeasible cost matrix crash; unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols in different modules (`AutoImageProcessor` vs image_utils export)." + "reason": "AutoImageProcessor import failure vs nonexistent import from image_utils; both import-related, but not the same missing symbol/path." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Quantized saving failure and missing `pad_token_id` on Llama4Config are unrelated." + "reason": "Incorrect T5 validation error message vs auto_docstring printing diagnostics; unrelated." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Incorrect decoder-input validation messaging is unrelated to import-time docstring diagnostics." + "reason": "Quantized model saving failure vs missing pad_token_id on Llama4Config; different code paths." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are different tokenizer bugs." + "reason": "Whisper timestamp decode crash vs Kimi tokenizer codec regression; both tokenizer-adjacent, but distinct failures." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and `continue_final_message` behavior for mistral_common are separate issues." + "reason": "AutoTokenizer loading issue in v5 vs mistral_common continue_final_message bug; separate tokenizer code paths." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 behavior API guidance vs InternVL2 meta-initialization incompatibility; unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are different runtime issues." + "reason": "Quantization offloading behavior vs incorrect LLM output under pipeline parallelism; different subsystems." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "A pytest-xdist race in testing utils is unrelated to a CLI completion attribute error from huggingface_hub." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Missing `nn` import in sentence-transformers and a Qwen3.5 kernel-registration decorator error are different bugs." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports: `AutoImageProcessor` versus `HybridCache`." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline parallelism output issues and Qwen3.5 infinite-loop behavior are not the same failure." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Gemma4 processor missing `_tokenizer` and Gemma pipeline roundtrip failure on a special token are unrelated." - }, - { - "left": "issue:45137", - "right": "issue:47000", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss cost-matrix infeasibility are different error sources." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Different missing imports from different APIs (`GenerationMixin` vs `AutoImageProcessor`)." - }, - { - "left": "issue:44661", - "right": "issue:47059", - "accept": false, - "reason": "A model-adder failure in tokenizer mapping is unrelated to CLI completion breakage." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Both are Qwen-family loading bugs, but the model/version and symptom details are different enough that they do not clearly describe the same underlying defect." + "reason": "pytest-xdist file race in testing utils vs CLI completion attribute missing with huggingface_hub 1.22.0; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the Qwen3.5-Moe/Qwen3.5-MoeVision from_pretrained issues form the only clearly related family, while the rest of the items are plausibly separate bugs across different models/subsystems. The accepted soft-edge links are conservative enough given the titles, especially the identical 45310/45478 reports and the nearby 45375 config-field regression." - }, - "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 }, @@ -14364,13 +14357,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", - "issue:39692", + "issue:36010", + "issue:41628", "issue:42175", "issue:42673", "issue:42831", @@ -14379,52 +14373,59 @@ "issue:43232", "issue:43479", "issue:43704", - "issue:43723", + "issue:43784", "issue:43824", "issue:43976", - "issue:44016", - "issue:44079", + "issue:44038", "issue:44222", + "issue:44351", "issue:44496", "issue:44568", - "issue:44623", + "issue:44661", "issue:44743", - "issue:44779", "issue:44792", "issue:44857", - "issue:44869", "issue:44933", + "issue:44945", "issue:45081", "issue:45103", + "issue:45137", "issue:45310", "issue:45405", + "issue:45406", "issue:45561", "issue:45593", "issue:45600", "issue:45712", - "issue:45812", - "issue:46077", - "issue:46123", + "issue:45753", "issue:46202", - "issue:46231", - "issue:46693", + "issue:46399", "issue:46701", "issue:46829", "issue:46877", - "issue:46909", + "issue:47000", "issue:47059", - "issue:47068" + "issue:47068", + "issue:47085" ], "soft_pairs": [ + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45137|issue:47000", + "issue:45406|issue:46202", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:44038|issue:45310", "issue:44857|issue:46877", - "issue:45081|issue:45103", "issue:42994|issue:43824", "issue:46202|issue:46701", + "issue:45081|issue:45103", "issue:44222|issue:45310", "issue:45593|issue:46877", "issue:42673|issue:43704", - "issue:43232|issue:44792", "issue:42831|issue:44222", + "issue:43232|issue:44792", "issue:44496|issue:45561", "issue:42175|issue:44933", "issue:44743|issue:47068", @@ -14436,238 +14437,216 @@ "issue:42898|issue:44568", "issue:43479|issue:46829", "issue:42175|issue:45712", - "issue:44623|issue:45310", - "issue:46077|issue:46123", - "issue:45600|issue:47059", - "issue:42673|issue:46693", - "issue:43723|issue:44568", - "issue:43479|issue:44869", - "issue:42898|issue:45812", - "issue:44016|issue:46231", - "issue:39692|issue:46909", - "issue:43479|issue:44079", - "issue:42898|issue:44779" + "issue:44568|issue:47085" ], - "prepared_review_unit_hash": "8b2eb19ebb7773be25579094f23827bca6e54fd5e8c66b67b5c2d71866b3a63a", + "prepared_review_unit_hash": "354805d80ff4d83da2544164fbe52d0cf1bf49ee632de4c5116ae16958c18481", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37091, - "estimated_input_tokens": 9273, - "estimated_eval_tokens": 18802 + "soft_pair_count": 29, + "serialized_chars": 36345, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issue reports; only one soft edge is an exact duplicate pair about Qwen3ForCausalLM VRAM leakage in multiple dataloader threads.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the fuller, earlier report and exactly matches issue:43704 by title and bug description.", + "summary": "The set is mostly a grab bag of unrelated Transformers issues; the only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue because it has an exact duplicate (issue:43704) and describes a concrete, reproducible Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative of the only true duplicate in this cluster; it has the more complete report and the duplicate later issue can be consolidated into it.", + "best_issue_reason": "issue:42673 is the best issue representative because it is the strongest true duplicate target in the cluster and the problem statement is specific and actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Different bugs: AMP/CUDA crash in LwDetrImageLoss vs auto_docstring printing diagnostics at import time." + "reason": "Different failures: a sentence-transformers import NameError vs a Qwen3.5 kernel registration ValueError." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism wrong output and a Qwen3_5 image infinite loop are not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible-cost-matrix errors are unrelated crashes." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor _tokenizer crash and Gemma pipeline roundtrip tokenization failure are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Missing GenerationMixin and missing AutoImageProcessor are distinct import/export problems." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer-mapping model registration issue vs CLI completion attribute error; unrelated subsystems." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen MoE models, but they describe different model variants and different failures/version triggers." + }, + { + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "Both are AttributeError reports, but they affect different code paths: Mistral regex patching vs auto_docstring processing." + "reason": "AMP/CUDA loss crash is unrelated to auto_docstring import-time stdout diagnostics." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Unrelated failures: quantized save_pretrained vs importing Qwen2_5_VLForConditionalGeneration." + "reason": "Quantized model saving failure and a missing Qwen2.5-VL import are unrelated." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both mention Gemma, but one is a tokenizer roundtrip issue and the other is an image-text-to-text generation pipeline failure." + "reason": "Gemma token roundtrip failure and DiffusionGemma pipeline output mismatch are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both are MoE/FP8 related, but one is FP8 save_pretrained and the other is a from_pretrained config/load error." + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are different concrete bugs." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Auxiliary-loss behavior in D-FINE is unrelated to auto_docstring import-time stdout noise." + "reason": "D-FINE loss behavior and auto_docstring stdout noise are unrelated." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact duplicate: same title and same VRAM leak in Qwen3ForCausalLM when used across multiple dataloader threads." + "reason": "Exact same title and same concrete Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Different generation problems: sync_gpus kwargs handling vs janus image generation test failure." + "reason": "FineGrainedFP8 accuracy drift and FP8 moe save_pretrained failure are not the same underlying bug." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Both involve FP8, but one is an accuracy concern and the other is a save_pretrained bug in MoE." + "reason": "Generation kwargs update after sync_gpus is unrelated to the Janus image-generation test failure." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config error is unrelated to a pytest-xdist captured_info.txt race." + "reason": "Model config loading error and xdist file-race issue are different problems." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend packaging for TensorFlow vs a missing image_utils import are separate issues." + "reason": "Packaging backend dependency issue vs nonexistent image_utils import; unrelated." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Recurrent state reset with cache is not the same as a potential host sync in deepspeed_sp_compute_loss." + "reason": "Qwen3.5 recurrent-state reset bug and deepspeed_sp_compute_loss host sync concern are different code paths." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test file race in captured_info.txt is unrelated to stale auto_mappings references causing CI failures." + "reason": "pytest-xdist race and stale auto_mappings references are separate CI/test maintenance issues." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Version pinning to unreleased PEFT is unrelated to auto_docstring import-time diagnostics." + "reason": "PEFT version pinning and auto_docstring stderr/stdout behavior are unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and missing import are different failures." + "reason": "Python-version compatibility issue and a missing image_utils import are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "Both are training/runtime issues, but MLFlow reporting on failure and DeepSpeed Adafactor OOM are distinct bugs." + "reason": "MLFlow reporting on failed training jobs and DeepSpeed Adafactor OOM are different training failures." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers load hangs and token-embedding reinit on resize are unrelated." + "reason": "Sentence-Transformers loading hang and token embedding reinitialization are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they describe different concrete behaviors and code paths." + "reason": "Both concern tokenizer behavior changes, but one is cleanup-space behavior and the other is BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Config initialization with None is unrelated to the VideoPrism output field mismatch." + "reason": "Phi4 multimodal config initialization and VideoPrism hidden_states output mismatch are unrelated." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Package/backend inclusion and leftover dummy classes are separate maintenance issues." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Missing processor save_pretrained files is not the same bug as Qwen3.5 MoE from_pretrained failure." + "reason": "TensorFlow backend packaging and leftover dummy PT classes are different repo hygiene issues." }, { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Causal attention masks in Gemma4 and final-partial-batch handling in MaskGenerationPipeline are different code paths." - }, - { - "left": "issue:45600", - "right": "issue:47059", - "accept": false, - "reason": "Auto_mappings references to removed configs and a huggingface_hub CLI completion error are unrelated." - }, - { - "left": "issue:42673", - "right": "issue:46693", - "accept": false, - "reason": "VRAM leak in dataloader threads is not the same as the FA2 long-context performance regression." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer loading in v5 and add_special_tokens/BOS-EOS behavior are adjacent but not the same concrete bug." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Multimodal config default initialization is unrelated to Whisper timestamp decoding crashing on a trailing replacement character." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Both concern tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token ID generation." - }, - { - "left": "issue:44016", - "right": "issue:46231", - "accept": false, - "reason": "Notebook syntax error and a docs mismatch on set_training parameter names are different documentation issues." - }, - { - "left": "issue:39692", - "right": "issue:46909", - "accept": false, - "reason": "Both are broken examples, but they involve different models and different failure modes." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Config defaulting and ModelOutput key assignment are unrelated." - }, - { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Both are tokenizer regressions, but there is no evidence they are the same underlying bug or code fix." + "reason": "Specific tokenizer add_special_tokens behavior and general tokenizer thread-safety regression are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the only clear duplicate pair is issue:42673 / issue:43704, and the other soft-edge rejections are conservative and consistent with the issue titles/descriptions." + "feedback": "The summary is grounded in the packet: issue 42673 and 43704 are an exact title match and the duplicate claim is well supported. The rest of the soft-edge calls stay conservative by mostly declining pairs with clearly different titles, models, or failure modes. No evidence of overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -14686,289 +14665,296 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:22355", "issue:27957", "issue:28282", "issue:30333", "issue:34689", - "issue:36331", - "issue:41628", + "issue:35141", + "issue:39692", "issue:42222", - "issue:42757", - "issue:42796", - "issue:42831", + "issue:42673", "issue:42898", "issue:43116", "issue:43295", "issue:43479", - "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", - "issue:44060", + "issue:44016", "issue:44075", + "issue:44079", + "issue:44186", "issue:44190", "issue:44222", "issue:44295", "issue:44297", - "issue:44360", - "issue:44373", - "issue:44448", - "issue:44485", + "issue:44568", "issue:44623", "issue:44734", - "issue:44933", + "issue:44779", + "issue:44843", + "issue:44869", "issue:45092", "issue:45103", - "issue:45125", "issue:45200", - "issue:45245", "issue:45310", "issue:45356", "issue:45405", + "issue:45600", "issue:45656", "issue:45712", - "issue:46132", + "issue:45812", + "issue:46077", + "issue:46123", "issue:46231", - "issue:46710", - "issue:46762" + "issue:46693", + "issue:46909", + "issue:47059", + "issue:47085" ], "soft_pairs": [ + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:44843|issue:47085", + "issue:42898|issue:44779", "issue:43784|issue:43824", + "issue:42673|issue:47085", "issue:27957|issue:30333", "issue:30333|issue:34689", - "issue:42898|issue:43295", "issue:42222|issue:45200", + "issue:42898|issue:43295", "issue:43874|issue:45092", "issue:44295|issue:45656", "issue:44734|issue:45103", "issue:42898|issue:45356", - "issue:30333|issue:36331", + "issue:30333|issue:35141", "issue:22355|issue:28282", "issue:44222|issue:44297", "issue:44075|issue:46231", "issue:45405|issue:45712", - "issue:43116|issue:44190", - "issue:44060|issue:45125", - "issue:42831|issue:44623", - "issue:44933|issue:45712", - "issue:44297|issue:45656", - "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:45245|issue:46132", - "issue:43479|issue:43644", - "issue:44222|issue:44623", - "issue:44360|issue:46762", - "issue:46132|issue:46710", - "issue:44373|issue:44485", - "issue:41628|issue:42757", - "issue:44297|issue:45310" + "issue:43116|issue:44190" ], - "prepared_review_unit_hash": "ff3cd84b9553fc01066f0623d82da26cef852c545e87aad9ae25ba4c9a4ccdbb", + "prepared_review_unit_hash": "f6b40184f5b561c09b78930efe40ff7288d100c0348f280d80922fb7fdd6258e", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35724, - "estimated_input_tokens": 8931, - "estimated_eval_tokens": 18118 + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are overwhelmingly unrelated; I would reject all soft edges. If a representative issue must be chosen, the clearest standalone regression report is the v4.57.5 processor/tokenizer breakage issue.", - "confidence": 0.95, - "canonical_issue_reason": "No strong duplicate cluster emerges from these issues; they span unrelated import errors, model-specific regressions, trainer bugs, and docs. If one representative issue is needed, issue 43295 is the most actionable because it describes a concrete regression with a clear failure path and affected version.", + "summary": "These soft pairs are mostly thematic near-matches rather than true duplicates. They span tokenizer/v5 regressions, model-specific bugs, docs/examples, and unrelated runtime issues, so none should be merged as the same underlying change or bug.", + "confidence": 0.71, + "canonical_issue_reason": "If forced to pick one anchor, issue 42898 is the broadest and most generic regression report in the set, but the cluster overall is too heterogeneous to justify a true canonical duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best global representative: it is a specific, reproducible regression in a recent release, with a well-defined code path (processor.tokenizer / image passing) and clear user impact.", + "best_issue_reason": "Issue 45812 is the strongest standalone representative because it describes a concrete, widespread tokenizer regression with clear user impact (wrong token IDs across all Granite models).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Different import failures and different subsystems: sentence-transformers import vs missing Qwen2.5-VL class." + "reason": "Different code paths: processor.save_pretrained file emission vs from_pretrained loading failure for Qwen3.5 MoE." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Unrelated problems: Flash Attention behavior for XLM-Roberta vs MLflow reporting after failed training jobs." + "reason": "One is attention-mask construction in Gemma4, the other is final-batch handling in MaskGenerationPipeline; unrelated bugs." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "Different concrete bugs: failed-job MLflow tracking vs model loading regression for Llama 3.2 Vision." + "reason": "auto_mappings config cleanup/CI break is unrelated to a huggingface_hub CLI completion incompatibility." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer access with images; not the same bug." + "reason": "VRAM leak with multiple dataloader threads is a different problem from FA2 long-context performance regression." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "Different multimodal issues: vitpose model breakage vs Gemma 4 token-type defaults." + "reason": "Tokenizer crashes on NER/padding are not the same bug as Rust tokenizer thread-safety regressions." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Both are multimodal/v5 compatibility issues, but one is a missing image processor method and the other is remote-code meta-init incompatibility." + "reason": "Config default initialization bug and Whisper timestamp decoding crash affect different components and failure modes." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Unrelated: position_ids buffer access error vs optimizer stepping twice under deepspeed." + "reason": "AutoTokenizer loading/v5 export issue is distinct from add_special_tokens behavior for a specific tokenizer." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Serving KV-cache tensor indexing bug vs auto-docstring crash from future annotations; different code paths." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is wrong token IDs for Granite models." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Both involve tokenizers, but one is generic v5 cleanup behavior and the other is a Kimi-K2.5 codec regression; not the same underlying bug." + "reason": "Notebook syntax error and documentation parameter-name mismatch are different kinds of issues." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "Different training issues: MLflow status handling vs compute_loss signature incompatibility." + "reason": "Both are docs/example problems, but they concern different models and different concrete errors." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; separate causes." + "reason": "Phi4MultimodalConfig default handling is unrelated to ModelOutput key assignment when a field was previously None." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer_class metadata mismatch." + "reason": "Offline-model_info call in tokenizer patching is unrelated to tokenizer thread-safety." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Optimizer behavior bug vs documentation typo in set_training; not the same issue." + "reason": "Generic v5 cleanup-space behavior change is not the same bug as Deepseek tokenizer producing incorrect results." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Unrelated: unreleased PEFT version pin vs leftover dummy classes leaking into dir(transformers)." + "reason": "Import NameError from sentence-transformers integration is unrelated to a missing Qwen2.5-VL export." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "Different example-script failures: multi-label classification returning empty results vs local dataset loading in image classification." + "reason": "VRAM leakage in threaded dataloader use is not the same as fast tokenizer thread-safety regressions." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Same family (Qwen), but different concrete failures: false tied-weights warning vs missing tensor-parallel plan." + "reason": "Flash Attention 2 on XLMRoberta and MLflow reporting on failed training jobs are unrelated subsystems." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Different bugs: FineGrainedFP8 accuracy regression vs processor.save_pretrained missing files." + "reason": "MLflow failure reporting does not match the model-loading regression for Llama 3.2 Vision." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both are import/cleanup related, but one is an image_utils import failure and the other is dummy class leakage; not the same defect." + "reason": "VitPose import/breakage and Gemma4 multimodal token defaults are different model families and bugs." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Tokenizer save metadata bug vs optimizer step-count bug; unrelated." + "reason": "Tokenization-space behavior change and processor.tokenizer/image-passing regression are distinct v5 issues." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Different concerns: Pegasus v4/v5 output change vs AttentionInterface.register behavior change." + "reason": "Missing image-patch method and remote-code meta-init incompatibility are different multimodal failures." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both are tokenizer-related v5 reports, but one is a specific BPE-marker handling bug and the other is a broader AutoTokenizer.from_pretrained loading issue." + "reason": "Reading a registered buffer and double optimizer stepping under deepspeed are unrelated." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Unrelated: category-cardinality runtime error vs attention registration behavior." + "reason": "Serve KV-cache indexing crash and auto-docstring AttributeError from future annotations are different code paths." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Different code paths: multimodal config defaulting vs non-persistent buffer initialization." + "reason": "clean_up_tokenization_spaces regression is not the same as Kimi-K2.5 codec handling / warning behavior." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is missing processor files." + "reason": "MLflow job-status reporting and embedding reinitialization after resize are unrelated training bugs." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Different numerical/implementation issues: DSA indexer lacking ReLU vs Minimax MSA attention mismatch." + "reason": "Missing transformers.onnx module and missing PyTorch dependency errors are different import problems." }, { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Different bugs: registered attention function behavior vs DeepSeek-R1-Distill-Llama accuracy regression." + "reason": "FP8 save_pretrained with MoE and tokenizer_class mismatch in tokenizer_config.json are unrelated save-path bugs." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Docstring mismatch for position_ids vs GLM-5 RoPE implementation; not the same underlying bug." + "reason": "Optimizer argument handling is not the same as a documentation parameter-name typo." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both are import errors, but one is a missing transformers symbol and the other is a huggingface_hub symbol mismatch." + "reason": "Unreleased PEFT version bump and leftover dummy classes failing checks are different repository hygiene issues." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug vs Qwen3.5 MoE from_pretrained regression; different operations and failure modes." + "reason": "Multi-label classification example returning empty results and local dataset loading failure in another example script are unrelated." + }, + { + "left": "issue:46693", + "right": "issue:47085", + "accept": false, + "reason": "Long-context FA2 performance regression is a different issue from tokenizer thread-safety." } ] }, @@ -14990,290 +14976,298 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ - "issue:22355", - "issue:27957", "issue:30990", "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", "issue:42831", - "issue:42907", "issue:43122", "issue:43232", - "issue:43408", - "issue:43475", + "issue:43479", "issue:43504", + "issue:43644", "issue:43723", - "issue:44038", + "issue:44060", "issue:44190", "issue:44222", "issue:44263", - "issue:44279", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", - "issue:44483", + "issue:44448", "issue:44484", + "issue:44485", "issue:44623", - "issue:44829", - "issue:44964", + "issue:44933", "issue:44977", "issue:45071", "issue:45092", + "issue:45125", + "issue:45245", "issue:45310", - "issue:45357", - "issue:45381", - "issue:45406", + "issue:45656", + "issue:45712", "issue:45834", - "issue:46002", - "issue:46050", "issue:46082", + "issue:46132", "issue:46209", "issue:46305", - "issue:46328", "issue:46369", - "issue:46402", "issue:46424", "issue:46431", "issue:46614", "issue:46655", + "issue:46710", + "issue:46762", "issue:46909", "issue:46932", "issue:47059" ], "soft_pairs": [ + "issue:44060|issue:45125", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310", "issue:43504|issue:47059", - "issue:43723|issue:44977", "issue:45071|issue:46082", - "issue:43122|issue:46209", + "issue:43723|issue:44977", "issue:46614|issue:46932", "issue:44222|issue:44484", + "issue:43122|issue:46209", "issue:44263|issue:45092", - "issue:44190|issue:46082", "issue:43232|issue:46424", + "issue:44190|issue:46082", "issue:46209|issue:46431", "issue:43232|issue:45834", "issue:44295|issue:44623", - "issue:30990|issue:38175", "issue:44263|issue:44373", + "issue:30990|issue:38175", "issue:46369|issue:46909", "issue:46305|issue:46655", - "issue:43475|issue:46305", - "issue:44263|issue:44360", - "issue:42907|issue:46050", - "issue:42831|issue:45310", - "issue:45092|issue:45357", - "issue:44279|issue:46328", - "issue:22355|issue:27957", - "issue:44483|issue:45406", - "issue:44964|issue:47059", - "issue:42831|issue:44038", - "issue:45381|issue:46305", - "issue:44829|issue:46002", - "issue:43408|issue:46402" + "issue:44263|issue:44360" ], - "prepared_review_unit_hash": "d69cf30596f4f277c6d77cc5928f6fbd2df6f370a6e0e77300e30289c01618b4", + "prepared_review_unit_hash": "989a80a628fdd591d23d89ca08e3295237ff8f157ad7462a4a065999edeef8b0", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36022, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "soft_pair_count": 31, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate set is a loose collection of Transformers bug reports with only superficial thematic overlap; none of the soft pairs look like true duplicates of the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.92, - "canonical_issue_reason": "issue:46305 is the clearest standalone bug report here: it names a precise off-by-one in a specific masking function, has an explicit expected-vs-actual behavior, and is concrete enough to serve as the best issue representative among otherwise unrelated reports.", + "summary": "This cluster is noisy and largely non-duplicative: most pairs only share broad subsystem words (tokenizer, config, save_pretrained, generation, FP8, etc.) but describe different bugs or changes. I rejected all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46305 is the strongest issue to keep as the representative artifact because it is specific, reproducible, and narrowly scoped to one code path, unlike the other candidates which are either broader, more model-specific, or less directly actionable.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Different failures in unrelated areas: pretrained model loading for BEiT vs CLI completion support in Hugging Face Hub integration." + "reason": "Both mention Qwen3.5/MoE, but one is about a tied-weights warning and the other about missing _tp_plan for tensor parallelism; different bugs." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "One is tokenizer loading in v5, the other is Qwen3.5 generation with flash-attention; different model paths and symptoms." + "reason": "FineGrainedFP8 accuracy regression and processor.save_pretrained missing files are unrelated code paths." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Both involve config validation in v5, but the concrete bugs differ: PretrainedConfig type checking vs explicit head_dim rejection in LlamaConfig." + "reason": "Missing import from image_utils vs leftover dummy classes in dummy_pt_objects.py; separate maintenance issues." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Tokenization regression and FP8 inference failure are unrelated bugs in different subsystems." + "reason": "Tokenizer config mismatch on save vs deepspeed optimizer stepping twice; no shared underlying defect." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Stale phonemizer language state is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Version-to-version output regression for a model vs AttentionInterface.register behavior change; different failure modes." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling and AutoTokenizer.from_pretrained import/load failure are distinct tokenizer issues." }, { "left": "issue:44222", - "right": "issue:44484", + "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained failure is not the same as the max_shard_size default question." + "reason": "FP8 moe save_pretrained bug vs processor.save_pretrained missing files; both save-related but not the same bug." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "GlmMoeDsaIndexer split-return bug is different from remote-code checkpoint incompatibility during meta initialization." + "reason": "Default config initialization with None is unrelated to non-persistent buffers being filled with junk." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + "reason": "Category-count limit error and AttentionInterface.register behavior change are unrelated subsystems." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Generation kwargs after sync_gpus and cache max length handling are different code paths with different behavior." + "reason": "DSA indexer missing ReLU and numerical differences in Minimax attention are different algorithmic issues." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "FP8 inference on B200 and processor.save_pretrained missing files are unrelated." + "reason": "Registered-function behavior change vs a model accuracy regression after upgrade; not the same concrete bug." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Generation model-kwarg handling is unrelated to Kosmos2.5 OCR length indexing." + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE implementation is a code behavior issue." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Position_ids buffer access and processor.save_pretrained file omission are different bugs." + "reason": "Import failures for different symbols from different libraries; only superficial similarity." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Sentence Transformers loading stalls and siglip2 zero probabilities are different model/runtime issues." + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43504", + "right": "issue:47059", "accept": false, - "reason": "A DSA indexer return-value bug is not the same as a wrong docstring for position_ids." + "reason": "Beit legacy-field load failure and a cli test break from huggingface_hub 1.22.0 are different integration issues." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "SAM3 memory overflow and a broken DIA documentation example are unrelated." + "reason": "Type-checking break in PretrainedConfig and LlamaConfig head_dim validation are distinct config behaviors." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Both touch video processing, but one is a sliding-window off-by-one and the other is a padding-calculation bug." + "reason": "Tokenizer loading/import issue vs Qwen3.5 flash-attention generation bug; different layers of the stack." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "SAM3 encoder attribute missing and MoonshineStreaming mask off-by-one are different model/components." + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Same broad DSA indexer area, but one reports split-return semantics and the other a missing ReLU; not the same bug." + "reason": "FP8 moe save_pretrained bug and the 50GB shard-size question are both save_pretrained-related but not the same code-path problem." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Both mention save/load of quantized models, but the affected mechanisms and failure modes differ." + "reason": "Tokenization drift across versions and FP8 inference failure on B200 are unrelated bugs." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 from_pretrained errors are unrelated." + "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to InternVL2 remote-code meta-init incompatibility." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Meta-init incompatibility for old remote-code checkpoints is not the same as incorrect visual encoder keys saved by Qwen3.5." + "reason": "Generation kwargs update after sync_gpus and cache max_length handling are different generation/cache issues." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "A generic dependency issue is unrelated to SequenceFeatureExtractor.pad inefficiency." + "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are unrelated." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 behavior are unrelated issues." + "reason": "FP8 inference on B200 and processor chat-template validation are different problems." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Chat completions request rejection and Gemma4Processor missing _tokenizer are different server/processor failures." + "reason": "Generation state update bug vs Kosmos2.5 long-input index error; no shared root cause." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Phi-4 multimodal loading and CLI completion breakage are unrelated." + "reason": "position_ids buffer access error and processor.save_pretrained missing files are separate issues." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "FP8 accuracy regression and Qwen3-VL-Moe v5 bug are different model-specific issues." + "reason": "Sentence Transformers loading hang and zero probabilities in siglip2-base-patch16-224 are unrelated model issues." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Both concern vision/video positions, but one is qwen2.5-vl vision_position_ids and the other is MoonshineStreaming masking; not the same code path." + "reason": "Memory overflow in sam3-litetext and a broken documentation example for DIA are not the same bug." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Flash-attention-3 degenerate training and NaNs in classification heads are different training stability bugs." + "reason": "Sliding-window off-by-one in streaming mask and SmolVLM video padding error affect different processors." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "sam3_tracker/sam3_video model-type mismatch is unrelated to SAM3 text encoder weights not loading." + "reason": "GlmMoeDsaIndexer torch.split return values and missing ReLU in the DSA indexer are distinct implementation concerns." } ] }, @@ -15295,13 +15289,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:22355", "issue:27957", "issue:28218", "issue:30990", - "issue:33357", "issue:39401", "issue:41628", "issue:42757", @@ -15313,48 +15306,62 @@ "issue:43066", "issue:43122", "issue:43232", - "issue:43329", "issue:43408", + "issue:43475", "issue:43540", - "issue:43576", "issue:43644", "issue:43646", - "issue:43756", - "issue:43784", "issue:43824", - "issue:43976", - "issue:44060", + "issue:44038", "issue:44188", "issue:44261", - "issue:44295", - "issue:44297", + "issue:44279", "issue:44327", "issue:44373", - "issue:44488", + "issue:44483", "issue:44568", + "issue:44829", "issue:44945", "issue:44964", "issue:45092", "issue:45278", + "issue:45310", + "issue:45357", "issue:45381", + "issue:45406", "issue:45593", "issue:45753", "issue:46002", + "issue:46050", "issue:46305", + "issue:46328", "issue:46369", + "issue:46402", "issue:46909", "issue:47059" ], "soft_pairs": [ + "issue:43475|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:22355|issue:27957", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:44964|issue:47059", + "issue:45381|issue:46305", + "issue:44829|issue:46002", "issue:41628|issue:43824", + "issue:43408|issue:46402", "issue:44261|issue:45092", "issue:43644|issue:46305", "issue:42831|issue:45753", - "issue:44327|issue:47059", "issue:22355|issue:28218", - "issue:39401|issue:44568", + "issue:44327|issue:47059", "issue:42886|issue:42994", "issue:44188|issue:44373", + "issue:39401|issue:44568", "issue:42886|issue:43066", "issue:42757|issue:45278", "issue:43408|issue:46369", @@ -15364,213 +15371,222 @@ "issue:43232|issue:45593", "issue:43540|issue:46909", "issue:43646|issue:46002", - "issue:42907|issue:44945", - "issue:30990|issue:33357", - "issue:44295|issue:44297", - "issue:43976|issue:44945", - "issue:43329|issue:47059", - "issue:42907|issue:44964", - "issue:43576|issue:43784", - "issue:43756|issue:44060", - "issue:39401|issue:44488", - "issue:41628|issue:45278" + "issue:42907|issue:44945" ], - "prepared_review_unit_hash": "322cedd2cc06ce15b88b64252e7bbeef01660da489df270cf5d0127bf4a38cf3", + "prepared_review_unit_hash": "c5ef783eda25945c6b1bd688b10f97f0a626d3b2d1fdb3ccc9380c012e27c10c", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35153, - "estimated_input_tokens": 8789, - "estimated_eval_tokens": 17834 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated regression reports that only look similar at the title level. None of the soft-similarity pairs are strong enough to merge as duplicates. If a single issue must be chosen as representative, issue 42886 is the clearest standalone bug report, but there is no true cluster-wide canonical.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 42886 is the most concrete, reproducible bug report in the set (version-specific offline cache failure), so it is the least ambiguous representative if one issue must be picked.", + "summary": "The pair set is mostly heterogeneous; I found no strong duplicate-equivalence pairs. A single tokenizer regression issue looks like the most usable anchor, but the soft edges are not same-bug matches.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43122 is the clearest umbrella bug report in this set: it describes a concrete tokenizer regression across versions, has inbound references, and is broad enough to serve as a triage anchor for related tokenizer complaints.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42886 is the strongest standalone candidate: it has a precise failure mode, a pinned version, and an actionable reproduction path. The rest of the set is too heterogeneous to serve as a shared canonical.", + "best_issue_reason": "issue:43122 is the best representative issue here because it has a clear regression framing, an explicit version boundary, and a symptom that is easy to relate to adjacent tokenizer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different subsystems and failure modes: SAM 3 video attribute error vs MoonshineStreaming windowing off-by-one." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both mention save/load of quantized models, but they target different quantization paths and symptoms; not the same concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is meta-init compatibility for old remote-code checkpoints and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Module import failure for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a performance bug in SequenceFeatureExtractor.pad; no shared code-path." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "An API acceptance regression in chat/completions is not the same bug as Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen/FP8 issues with different symptoms; too broad to be the same bug." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a CLI compatibility break with huggingface_hub." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both involve sequence positions in video/streaming settings, but they are different models and different off-by-one logic." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash attention 3 degenerate training is not the same failure as NaNs on classification-head init." + }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different failure contexts; not the same bug." + "reason": "Both are import errors, but they concern different symbols and likely different export regressions." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Instantiation warning between SAM 3 model types is unrelated to missing text encoder weights in Sam3Model." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "One is a q_a_layernorm epsilon precision issue, the other is a Transformers v5 meta-init incompatibility for old InternVL2 checkpoints." + "reason": "RMS norm epsilon precision discussion is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Different code paths: non-persistent buffer corruption vs MoonshineStreaming sliding-window off-by-one." + "reason": "Generic Transformers 5 buffer initialization bug is unrelated to MoonshineStreaming masking." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "One is an FP8 accuracy regression; the other is an infinite-loop bug on a specific Qwen3_5 image input." - }, - { - "left": "issue:44327", - "right": "issue:47059", - "accept": false, - "reason": "QA pipeline top-k bounds crash and CLI completion attribute error are unrelated." + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different bugs." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Module import failure and tokenizer spacing behavior are not the same underlying bug." + "reason": "onnx import missing is unrelated to tokenizer adding an extra space after an added token." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "Both are tokenizer-related, but one is offset_mapping correctness and the other is add_special_tokens/BOS-EOS behavior for a specific model." + "reason": "QA span decoding top-k bounds error is unrelated to CLI typer-group compatibility failure." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading and quantized model saving are different lifecycle paths with different failure modes." + "reason": "Offline tokenizer cache loading and quantized model saving are different parts of the stack and different bugs." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring issue." + "reason": "torch.compile attention-kernel divergence is unrelated to a wrong docstring." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors; not the same concrete bug." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are distinct regressions." + "reason": "Offline cache load failure is unrelated to wrong decoder type selection in v5." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The second is a broad multi-import regression, but it is not the same concrete import symbol breakage as the first." + "reason": "Both are import-related after dependency/version changes, but one is a specific huggingface_hub symbol and the other is a broad transformers upgrade report." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Both mention sam3, but one is a model-type warning and the other is a memory overflow; different bugs." + "reason": "SAM 3 type-mismatch warning is unrelated to memory overflow in sam3-litetext." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Sentence Transformers loading hangs are unrelated." + "reason": "Flash Attention 2 behavior for XLMRoberta is unrelated to Sentence Transformers hanging while loading." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenization, but one is BPE marker handling for a specific model and the other is a version-to-version tokenization change." + "reason": "Both are tokenizer-related, but one is a specific BPE-marker handling bug and the other is a broader version-to-version tokenization regression." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Video position_ids correctness and a broken documentation example are not the same issue." + "reason": "Video position ids bug is unrelated to a documentation example issue." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss logic are unrelated." + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and a DIA documentation example are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to a broken docs example." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs after checkout/init are different failure modes." + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and pipeline-parallelism output corruption are separate bugs." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Both are runtime/loading problems, but they affect different models, platforms, and symptoms." - }, - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "A buffer read error and tokenizer_config class mismatch are different serialization/loading issues." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version compatibility and incorrect LLM output under pipeline parallelism do not share a code path." - }, - { - "left": "issue:43329", - "right": "issue:47059", - "accept": false, - "reason": "Multimodal token counting bug and CLI completion attribute error are unrelated." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are different model-loading/saving issues." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "A broken transformers env command and a sentence-transformers import NameError are unrelated." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Smollm3 RoPE-layer handling and Qwen3-Next tied-weights warning are different model-specific bugs." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Wrong offset_mapping and inability to load cjvt/sleng-bert are not the same underlying tokenizer bug." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "A specific missing export and a broad set of import errors after upgrade are related only at a very high level, not as one duplicate bug." + "reason": "Quantized save/load failure is unrelated to incorrect output under pipeline parallelism." } ] }, @@ -15592,30 +15608,31 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:22355", - "issue:29127", "issue:29159", - "issue:36296", + "issue:30990", + "issue:33357", "issue:39401", - "issue:42175", + "issue:41628", "issue:42371", - "issue:42757", "issue:42907", "issue:43116", "issue:43122", - "issue:43278", + "issue:43329", "issue:43408", "issue:43452", "issue:43475", - "issue:43493", + "issue:43576", + "issue:43756", "issue:43784", "issue:43824", "issue:43937", + "issue:43976", "issue:44038", + "issue:44060", "issue:44117", - "issue:44188", "issue:44222", "issue:44263", "issue:44295", @@ -15623,258 +15640,259 @@ "issue:44351", "issue:44360", "issue:44485", + "issue:44488", "issue:44521", "issue:44625", "issue:44704", - "issue:44779", "issue:44829", - "issue:44938", "issue:44945", + "issue:44964", "issue:45200", "issue:45216", + "issue:45278", "issue:45290", "issue:45478", "issue:45600", - "issue:45753", "issue:46172", "issue:46326", - "issue:46328", "issue:46614", - "issue:46762" + "issue:46762", + "issue:47059" ], "soft_pairs": [ + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43329|issue:47059", + "issue:43976|issue:44945", + "issue:43576|issue:43784", + "issue:42907|issue:44964", + "issue:43756|issue:44060", + "issue:41628|issue:45278", "issue:42371|issue:44263", "issue:44117|issue:44704", "issue:42907|issue:43937", - "issue:39401|issue:44521", + "issue:39401|issue:44488", "issue:43784|issue:45600", + "issue:39401|issue:44521", "issue:46172|issue:46762", "issue:44625|issue:44829", "issue:44704|issue:45290", "issue:44360|issue:44485", - "issue:43122|issue:44521", - "issue:43122|issue:46326", "issue:43408|issue:43475", + "issue:43122|issue:46326", + "issue:43122|issue:44521", "issue:44038|issue:44297", "issue:42907|issue:43452", "issue:22355|issue:29159", "issue:44038|issue:44295", "issue:45216|issue:45478", "issue:44038|issue:44222", - "issue:39401|issue:46614", "issue:43824|issue:44351", - "issue:43116|issue:45200", - "issue:43122|issue:44779", - "issue:42757|issue:44351", - "issue:36296|issue:43116", - "issue:43278|issue:44945", - "issue:22355|issue:29127", - "issue:42175|issue:44938", - "issue:43493|issue:45753", - "issue:44188|issue:46328" + "issue:39401|issue:46614", + "issue:43116|issue:45200" ], - "prepared_review_unit_hash": "a240b198c28f7e3caff2fa2f2ee3c194d32ba723acd690cc6e400aeb1f74d283", + "prepared_review_unit_hash": "8b863c685c97bcb38aec32aca8553e6149a9fde28ca6251d4f4fcf29b4eca189", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35534, - "estimated_input_tokens": 8884, - "estimated_eval_tokens": 18024 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, model-loading, training, packaging, multimodal, and parallelism bugs. None of the soft-similarity pairs look like the same underlying defect, so I would not merge any of them into a duplicate cluster.", - "confidence": 0.89, - "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and none of the items appear to describe the same underlying bug.", - "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative; the set spans unrelated subsystems and model families.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs share broad Transformer themes or similar wording, but they describe different bugs, models, APIs, or environments. None of the candidate pairs look like the same underlying issue/change, so no soft merges should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the cluster because the items span unrelated problems (tokenizers, imports, multimodal models, CLI, save/load regressions, and model-specific bugs).", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a strong canonical for the whole set; the issues are only superficially similar by subsystem or wording, not by concrete failure mode.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "TF32 backend settings and a GlmMoeDsaIndexer split bug are unrelated." + "reason": "Both are loading/runtime failures, but one is Sentence Transformers hanging and the other is a MacOS bus error with a CLIP model; different failure modes and likely different fixes." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are different code paths." + "reason": "One reports reading registered position_ids causing an error; the other is tokenizer.save_pretrained writing the wrong tokenizer_class. Different code paths." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig handling are distinct failures." + "reason": "Video multimodal token counting bug vs CLI breakage with huggingface_hub HFCliTyperGroup; unrelated subsystems and symptoms." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Qwen3 offset_mapping bugs and multimodal assistant mask generation are not the same issue." + "reason": "Python version compatibility issue vs incorrect LLM output under pipeline parallelism; not the same bug." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "An import NameError in sentence-transformers and removed Sam3LiteText configs are unrelated." + "reason": "transformers env command regression vs sentence-transformers import NameError; different surfaces and causes." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Deepseek-v4 dtype/transpose behavior and Minimax numerical mismatch are different model-specific problems." + "reason": "Saving dequantized Ministral/Devstral models vs loading Phi-4 multimodal instruct; both are model-loading/saving issues, but not the same concrete path." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "num_labels propagation and flash_attention_3 degenerate training do not share the same root cause." + "reason": "Smollm3 RoPE-layer mismatch vs Qwen3-Next tied-weights warning; different model architectures and defects." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "cached_file kwarg forwarding and apply_chat_template tool-call crashes affect different paths." + "reason": "Missing AutoImageProcessor import vs many import errors after upgrading to 5.5.0; related only at a broad API level, not the same bug." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation." + "reason": "TF32 settings warning/regression vs GlmMoeDsaIndexer torch.split return values; completely different code paths." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Tokenizer version drift and multimodal assistant mask bugs are not the same defect." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor passing kwargs to cached_file; both are auto-loading internals, but distinct failures." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Both involve tokenizers, but one is a version regression and the other is a continue_final_message bug in mistral_common tokenizers." + "reason": "Dequantized save_pretrained bug vs GLM-5 GenerationConfig invalid; different model families and error locations." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "A model-type warning and a missing fpn_position_embeddings attribute are different SAM3 issues." + "reason": "Qwen3 tokenizer offset_mapping bug vs failure to load cjvt/sleng-bert; both are tokenizer/model loading topics, but not the same issue." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Qwen3-VL-Moe loading and tokenizer_class mismatch on save_pretrained are separate problems." + "reason": "Import NameError from sentence-transformers integration vs auto_mappings.py referencing removed Sam3LiteText configs; unrelated import failures." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Dequantized save failures and gguf_file from_pretrained breakage are not the same bug." + "reason": "Tokenizer offset mapping regression vs apply_chat_template all-zero assistant masks for multimodal inputs; different tokenizer behaviors." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Missing transformers.onnx and slow/fast tokenizer inconsistency are unrelated." + "reason": "Deepseek-v4 tensor transpose bug vs numerical differences in Minimax MSA attention; same broad area, but different operations and likely different fixes." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Qwen3-VL-Moe loading issues and position_ids buffer access are different code paths." + "reason": "Qwen3.5 num_labels propagation bug vs flash_attention_3 training degeneration; distinct configuration and model-behavior problems." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are Qwen3.5-related, but one is save_pretrained corruption and the other is from_pretrained loading error; not enough to treat as one bug." + "reason": "AutoProcessor cached_file kwargs bug vs apply_chat_template crashing on tool-call messages; different APIs and failure modes." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL-Moe model loading and FP8 moe save_pretrained issues are distinct." + "reason": "DSA indexer activation-function discussion vs GLM-5 RoPE implementation; not the same underlying bug." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer language-state bugs are unrelated." + "reason": "sam3_video/sam3_tracker model-type mismatch warning vs missing fpn_position_embeddings attribute in SAM 3 Video; related model family, but different defects." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache imports are different import regressions." + "reason": "Tokenizer version-change behavior difference vs continue_final_message bug in mistral_common-based tokenizers; different tokenization issues." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Example-script multi-label output failure and Gemma 4 mm_token_type_ids defaults are different symptoms." + "reason": "Version-to-version tokenization drift vs multimodal assistant_masks being all zeros; both tokenizer-related, but different outputs and code paths." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "A tokenizer version regression and a DeepSeek v5 tokenizer mismatch are not clearly the same root cause." + "reason": "Qwen3-VL-Moe loading bug vs tokenizer_config.json tokenizer_class mismatch on save_pretrained; unrelated load/save failures." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Hugging Face Hub import failure and transformers HybridCache import failure are separate dependency issues." + "reason": "Saving dequantized models vs gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading; both touch persistence/loading, but not the same bug." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Tensor parallel training bugs and a classification example script returning empty results are unrelated." + "reason": "onnx module import error vs slow/fast tokenizer inconsistency; different features and root causes." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "BF16-to-FP32 dtype drift and pipeline parallelism output corruption are different training/runtime issues." + "reason": "Qwen3-VL-Moe loading issue vs position_ids buffer read error; unrelated failures." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "An import error for transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Qwen3.5 save_pretrained checkpoint regression vs Qwen3.5 Moe from_pretrained error; same model family but different API surfaces and symptoms." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Missing tensorflow in the torch extra and Python 3.14 import failure are unrelated packaging/runtime issues." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs missing HybridCache import; both are import errors, but for different symbols and likely different export regressions." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "SigLIP2 implementation mismatch and Qwen3_5 infinite-loop behavior are not the same bug." + "reason": "Qwen3 offset_mapping bug vs stale phonemizer backend state in Wav2Vec2PhonemeCTCTokenizer; different tokenizers and behavior." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "torch.compile attention-kernel divergence and a slow padding inefficiency do not share a concrete code-path failure." + "reason": "run_classification.py multi-label empty outputs vs Gemma 4 mm_token_type_ids defaulting problem; different examples/models and failure mechanisms." } ] }, @@ -15896,66 +15914,73 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ - "issue:28348", - "issue:33453", + "issue:22355", + "issue:29127", + "issue:36296", "issue:38617", - "issue:39401", + "issue:42175", "issue:42371", "issue:42673", - "issue:42796", + "issue:42757", "issue:42898", "issue:43066", "issue:43116", + "issue:43122", + "issue:43278", "issue:43493", "issue:43611", "issue:43618", - "issue:43825", "issue:43874", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", "issue:44075", + "issue:44188", + "issue:44351", "issue:44355", "issue:44485", "issue:44610", "issue:44625", - "issue:44704", "issue:44779", "issue:44936", - "issue:44995", + "issue:44938", + "issue:44945", "issue:45072", "issue:45083", - "issue:45092", "issue:45278", "issue:45357", "issue:45446", "issue:45478", + "issue:45753", "issue:46002", "issue:46231", + "issue:46328", "issue:46614", - "issue:46640", - "issue:46697", - "issue:46710", "issue:46726", - "issue:46752", - "issue:46762", "issue:46829", "issue:46877", "issue:46909", "issue:46981" ], "soft_pairs": [ + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", "issue:46231|issue:46877", "issue:42898|issue:46614", "issue:43937|issue:44485", "issue:38617|issue:45278", - "issue:43066|issue:44779", "issue:44038|issue:45478", "issue:43611|issue:46002", "issue:43976|issue:45446", + "issue:43066|issue:44779", "issue:42673|issue:45072", "issue:44355|issue:46231", "issue:45357|issue:45478", @@ -15964,215 +15989,200 @@ "issue:44610|issue:46909", "issue:45083|issue:45446", "issue:42371|issue:43874", - "issue:46726|issue:46981", "issue:44075|issue:44936", - "issue:43618|issue:46829", - "issue:43992|issue:44704", - "issue:43066|issue:46710", - "issue:43116|issue:43825", - "issue:28348|issue:46640", - "issue:46614|issue:46752", - "issue:44995|issue:46697", - "issue:42673|issue:42796", - "issue:45092|issue:46762", - "issue:33453|issue:39401" + "issue:46726|issue:46981", + "issue:43618|issue:46829" ], - "prepared_review_unit_hash": "e64b89ad85fc540dbdbb0444a991304a935d4c29a3f48277303331d7e38534c7", + "prepared_review_unit_hash": "8326f439b5c8f77e8f2c184e8d76c771012a96744e1d16944d0c8e309f5da68e", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35735, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34839, + "estimated_input_tokens": 8710, + "estimated_eval_tokens": 17676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a loose collection of unrelated bug reports; none of the soft pairs look like true duplicates or the same fixable code-path issue. Most similarities are only at the model/tokenizer/Transformer-v5 theme level, not the concrete underlying bug.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs/regressions across imports, tokenizer behavior, model-specific failures, and docs. There is no strong duplicate theme spanning the whole set; the only mildly umbrella-like item is the broad import-regression report, but the soft pairs mostly do not describe the same underlying bug.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 45278 is the closest thing to an umbrella because it describes a broad post-upgrade import-regression class, but the cluster overall is too heterogeneous to have a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46614 is the strongest standalone candidate: it is open, clearly described, has inbound references, and reports a specific reproducible regression in Wav2Vec2PhonemeCTCTokenizer state handling.", + "best_issue_reason": "Issue 45278 is the best representative only in the sense that it is the broadest high-level failure report in the set; it is not a true duplicate anchor for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer regressions in v5, but one is a general tokenization mismatch and the other is Deepseek-specific incorrect output; no evidence they share the same code-path bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different packages, so they are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training failure and example-script multi-label classification output are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is a dtype mismatch between train/eval, the other is incorrect output under pipeline parallelism; different symptoms and likely different causes." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package/backend install mismatch and Python 3.14 loading failure are different environment problems, not one bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3.5 image-specific infinite loop are unrelated model bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and a padding performance issue do not share the same underlying bug." + }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Docs parameter-name mismatch vs import-time docstring lint output; unrelated problems." + "reason": "Documentation parameter mismatch and import-time docstring lint output are separate docs/tooling issues." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "v5 tokenization-space behavior change vs stale espeak backend language state; different tokenizer subsystems and bugs." + "reason": "Both touch text/tokenization-related behavior, but one is v5 cleanup semantics and the other is stale phonemizer backend state." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation error vs RoPE implementation discussion; not the same defect." + "reason": "GenerationConfig validation failure and RoPE implementation discussion are different GLM-5 problems." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Single ImportError for one missing symbol vs many import errors after upgrade; too broad and not the same root cause." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Wrong decoder type in v5 vs DeepSeek tokenizer incorrect results; both tokenizer-related but different concrete failures." + "reason": "45278 is a broad import-error report, but 38617 is a specific missing symbol; not enough evidence they are the same root cause." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe bug report vs Qwen3.5 Moe from_pretrained error; same family, different code paths and symptoms." + "reason": "Different model families and different failure modes, even though both mention Qwen/Moe and version regressions." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression vs NaNs in classification heads; different model-loading versus initialization issues." + "reason": "Broken base_model_prefix loading and NaNs in classification heads are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility regression vs incorrect PyTorch version check in flex_attention; unrelated version-gating bugs." + "reason": "Python version compatibility and a PyTorch version check bug are not the same issue." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about decoder type and the other is Deepseek tokenization output; too different to merge." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in dataloader threads vs dtype mismatch in bfloat16 inference; distinct runtime problems." + "reason": "VRAM leak in dataloader-threaded causal LM use and dtype mismatches in inference are unrelated." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors vs documentation parameter-name typo; not the same bug." + "reason": "Compiled Python file loading errors and a documentation typo are unrelated." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "save_pretrained visual encoder key regression vs Qwen3.5 from_pretrained failure; related model family but different serialization/loading defects." + "reason": "Both involve Qwen3.5 serialization/loading, but one is save_pretrained key corruption and the other is a from_pretrained error; not clearly the same bug." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug vs NaNs in classification heads; different mechanisms and fixes." + "reason": "num_labels propagation and NaNs in classification heads are different classification-model issues." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Empty multi-label example output vs SigLIP2 HF/JAX discrepancy; separate application-level and model-implementation issues." + "reason": "Example-script multi-label classification and SigLIP2 implementation mismatch are unrelated." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Model input-size mismatch vs broken documentation example; one is code behavior, the other docs." + "reason": "Wrong processor image size and a broken documentation example are not the same underlying bug." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Helper output-length calculation bug vs flex_attention import version check; unrelated components." + "reason": "Feature-extractor length computation and a PyTorch version check bug are different code paths." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API-setting guidance vs missing image-patch helper in GLM46V; not the same issue." - }, - { - "left": "issue:46726", - "right": "issue:46981", - "accept": false, - "reason": "Missing vision backend handling vs repeated 429 retries in AutoProcessor; both processor-related but different failure modes." + "reason": "TF32 API guidance and missing multimodal patch-count method are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD args ignored vs trainer.evaluate() failing after train(); distinct training bugs." - }, - { - "left": "issue:43618", - "right": "issue:46829", - "accept": false, - "reason": "CLIPOutput attentions missing vs VideoPrism output field mis-assignment; different model outputs." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder vs AutoProcessor not forwarding kwargs; unrelated loading/dispatch bugs." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Wrong tokenizer decoder type vs DeepSeek accuracy regression after upgrade; not the same underlying problem." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Example script returning empty results vs pipeline translation-task error message; different user-facing behaviors." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "GPT2 flash-attention support request vs Flash Attention 2 issue; same broad topic only, but no concrete same bug/change evidence." - }, - { - "left": "issue:46614", - "right": "issue:46752", - "accept": false, - "reason": "Stale phonemizer backend state vs apply_chat_template crashing on empty list; unrelated tokenizer edge cases." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "Second-forward stale indexer cache crash vs image processor over-padding; different model and preprocessing bugs." - }, - { - "left": "issue:42673", - "right": "issue:42796", - "accept": false, - "reason": "VRAM leak in multi-threaded inference vs tokenizer BPE-marker handling; not the same defect." + "reason": "Optimizer argument handling and trainer.evaluate() failure after train() do not match." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "Remote-code/meta-init incompatibility vs numerical differences in Minimax attention; separate model-loading versus math-implementation issues." + "reason": "Missing vision backend error handling and repeated 429 retries are both AutoProcessor-related, but they are distinct behaviors and not the same bug." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; both tokenizer-related but different root causes and scopes." + "reason": "Both involve model output fields, but different fields and different models; no concrete shared code-path failure is shown." } ] }, @@ -16194,51 +16204,51 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ - "issue:38617", + "issue:28348", + "issue:33453", "issue:39401", - "issue:41628", "issue:42222", - "issue:42617", "issue:42673", + "issue:42796", "issue:43064", - "issue:43122", - "issue:43408", + "issue:43066", + "issue:43116", "issue:43441", "issue:43450", "issue:43673", - "issue:43742", "issue:43824", + "issue:43825", "issue:43827", "issue:43937", "issue:43986", + "issue:43992", "issue:44117", "issue:44263", "issue:44291", "issue:44380", "issue:44410", "issue:44466", + "issue:44704", "issue:44779", - "issue:44829", "issue:44977", + "issue:44995", "issue:45071", - "issue:45081", - "issue:45216", + "issue:45092", "issue:45310", "issue:45341", "issue:45405", "issue:45446", - "issue:45561", "issue:45563", "issue:45588", - "issue:45632", "issue:46002", "issue:46077", - "issue:46298", "issue:46328", "issue:46512", - "issue:46655", + "issue:46640", + "issue:46697", + "issue:46710", "issue:46752", "issue:46762", "issue:46981", @@ -16246,245 +16256,238 @@ "issue:47059" ], "soft_pairs": [ + "issue:43992|issue:44704", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:45092|issue:46762", "issue:44263|issue:46762", "issue:43827|issue:45446", + "issue:33453|issue:39401", "issue:43064|issue:43673", "issue:42222|issue:43441", "issue:43824|issue:46981", "issue:43673|issue:46328", "issue:42222|issue:47000", - "issue:42673|issue:46655", "issue:43937|issue:45563", "issue:42222|issue:46752", - "issue:44117|issue:45588", "issue:45405|issue:45446", - "issue:44291|issue:45071", + "issue:44117|issue:45588", "issue:44380|issue:46077", + "issue:44291|issue:45071", "issue:44466|issue:46002", - "issue:39401|issue:44779", "issue:44410|issue:45310", + "issue:39401|issue:44779", "issue:43937|issue:44977", "issue:43450|issue:43986", "issue:45071|issue:47059", "issue:45341|issue:46328", - "issue:45071|issue:46512", - "issue:44829|issue:45216", - "issue:45341|issue:45561", - "issue:45632|issue:46981", - "issue:44117|issue:45081", - "issue:43408|issue:43742", - "issue:42617|issue:45341", - "issue:38617|issue:41628", - "issue:43122|issue:46298" + "issue:45071|issue:46512" ], - "prepared_review_unit_hash": "0946d85c9a971751dffae81cefe86fc914005b624ed703ebdf0abbcabe16bda2", + "prepared_review_unit_hash": "22dc0eecee90a3dc5b5d6ecf43e6eeb252216e052a40f11a296c2d03e749c210", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36732, - "estimated_input_tokens": 9183, - "estimated_eval_tokens": 18622 + "soft_pair_count": 29, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous mix of unrelated Transformers issues (tokenization, model loading, attention backends, training, processors, testing utils, and CLI/environment regressions). No soft pair looks like the same underlying bug or change, so all proposed duplicate links are rejected.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43122 is the broadest, most representative regression report in the set: a version-to-version tokenization change with cross-version comparison and inbound references, making it the best single issue anchor among otherwise diverse reports.", + "summary": "The similarity links are mostly broad topical matches, not true duplicates. The issues span unrelated tokenizer, attention, generation, processor, training, and tooling bugs, so none of the soft edges should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44779 is the clearest representative of the set: a concrete tokenizer regression with a v5-v4 behavior change and enough detail to anchor the cluster, unlike the vaguer or more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the most generally useful issue for the cluster because it captures a concrete v5 regression in core tokenizer behavior rather than a model-specific or peripheral failure.", + "best_issue_reason": "issue:44779 is the strongest standalone issue to represent this cluster because it is specific, reproducible, and clearly describes a real regression path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: UMT5Encoder weight loading vs AutoProcessor/cached_file kwargs propagation." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label output bug and pipeline translation-support messaging are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is not the same bug as a DeepSeek accuracy regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT2 FlashAttention 2 support request vs a generic Flash Attention issue; not the same underlying change." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash and image padding over-pad bug affect different subsystems." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threading is unrelated to Ministral tokenizer BPE marker handling." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is different from Minimax attention numerical differences." + }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "Different bugs in different code paths: GlmMoeDsaIndexer split handling vs Minimax MSA attention numerical mismatch." + "reason": "torch.split return behavior in GlmMoeDsaIndexer is unrelated to Minimax attention output drift." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the flex_attention AuxRequest version-check import bug." + "reason": "Docs still mentioning pipeline() and a PyTorch version check in flex_attention are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption and GenerationMixin cache loss are separate training vs generation failures." + "reason": "Optimizer-state corruption under FSDP2/PEFT is not the same as missing GenerationMixin cache in chunked_prefill." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and Ministral flash-attention failure affect different models and subsystems." + "reason": "Vitpose model breakage and Ministral FlashAttention failure are different model-specific issues." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Qwen2.5-VL import error is unrelated to AutoProcessor retry behavior on HTTP 429." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to repeated HTTP 429 retries in AutoProcessor." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Cache handling in generation and numpy-to-list overhead in feature padding are unrelated." + "reason": "Generation cache missing and SequenceFeatureExtractor.pad performance waste are different bugs." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "Vitpose model loading and RTDetr loss infeasibility are different issues." - }, - { - "left": "issue:42673", - "right": "issue:46655", - "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM threads is unrelated to SmolVLM video padding shape errors." + "reason": "Vitpose model breakage is unrelated to RTDetrLoss infeasible cost-matrix crashes." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and stale num_return_sequences warning are distinct generation-config problems." + "reason": "Invalid GenerationConfig and a stale paged-generate warning are not the same failure mode." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vitpose model breakage is unrelated to empty-list chat template crashes." - }, - { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention s_aux=None crashes are separate failures." + "reason": "Vitpose breakage and empty-list apply_chat_template crash are unrelated." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "An unreleased PEFT version bump is unrelated to the flex_attention import version check." + "reason": "PEFT version pinning and a flex_attention torch-version gate are unrelated maintenance issues." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and broken PretrainedConfig type checking are different v5 regressions." + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to flash_attention s_aux=None crash handling." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional masking are different attention semantics bugs." + "reason": "Both concern attention behavior, but they target different models and different bugs." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "lm_head serialization inconsistency is unrelated to NaNs in classification heads." + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type checking are distinct compatibility problems." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and likely different code paths." + "reason": "lm_head serialization differences by device and NaNs in classification heads are not the same issue." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are related only by model family, not the same bug." + "reason": "Missing qkv/gate projections in qwen3next layer 0 is different from a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness issues, but they are model-specific and describe different symptoms." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation failure are not the same underlying issue." + "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape errors and AutoProcessor dependency crashes are different video-processing problems." + "reason": "Batched video-processor shape bug and AutoProcessor crash without torchvision are different code paths." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig typing regressions and hf hub CLI completion errors are unrelated." + "reason": "PretrainedConfig type-checking break and CLI completion attribute loss are unrelated." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing_utils bug and SequenceFeatureExtractor.pad inefficiency do not describe the same defect." + "reason": "A testing_utils bug and a feature-extractor padding performance issue are unrelated." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking breakage in v5.4.0 and stale config.dtype after from_config are different config issues." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "FlashAttention-3 training collapse and Qwen3.5 checkpoint serialization are separate regressions." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Both mention testing utils, but one is a small utility bug and the other is an xdist race on captured_info.txt." - }, - { - "left": "issue:45632", - "right": "issue:46981", - "accept": false, - "reason": "Remote-code cache path collisions and repeated 429 retries are unrelated filesystem vs networking issues." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and the Mistral regex patch crash are distinct tokenizer-loading failures." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "SAM3 model-type warning and MobileLLM key error are different model-loading problems." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "A 3d_parallel.py runtime failure is unrelated to the testing_utils bug." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they concern different missing names and likely different export regressions." - }, - { - "left": "issue:43122", - "right": "issue:46298", - "accept": false, - "reason": "Tokenizer behavior regression and noisy logging are unrelated." + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are different defects." } ] }, @@ -16506,33 +16509,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:43012", + "issue:42617", "issue:43066", "issue:43097", "issue:43122", "issue:43208", - "issue:43352", - "issue:43441", - "issue:43577", + "issue:43408", "issue:43673", - "issue:43874", - "issue:43931", + "issue:43742", "issue:43937", "issue:44075", "issue:44077", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", "issue:44493", @@ -16540,17 +16539,20 @@ "issue:44829", "issue:44877", "issue:44933", - "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", - "issue:45464", "issue:45478", + "issue:45561", + "issue:45632", "issue:45656", "issue:46178", "issue:46209", "issue:46231", + "issue:46298", "issue:46328", "issue:46617", "issue:46762", @@ -16558,224 +16560,224 @@ "issue:46981" ], "soft_pairs": [ + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:43408|issue:43742", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", "issue:45362|issue:46328", "issue:42222|issue:46178", - "issue:39401|issue:46209", "issue:44877|issue:46231", + "issue:39401|issue:46209", "issue:42371|issue:44261", "issue:44484|issue:45310", "issue:43937|issue:44496", "issue:44261|issue:46762", "issue:42371|issue:46617", - "issue:44933|issue:45278", "issue:38617|issue:44220", "issue:44410|issue:45478", + "issue:44933|issue:45278", "issue:44075|issue:45656", - "issue:43066|issue:43122", - "issue:43208|issue:46894", "issue:44263|issue:44485", + "issue:43208|issue:46894", + "issue:43066|issue:43122", "issue:43097|issue:44493", "issue:44077|issue:46981", - "issue:43673|issue:45341", - "issue:44483|issue:45464", - "issue:43931|issue:44410", - "issue:41628|issue:45071", - "issue:27957|issue:43352", - "issue:44484|issue:45478", - "issue:43441|issue:44829", - "issue:43012|issue:43577", - "issue:43874|issue:44261" + "issue:43673|issue:45341" ], - "prepared_review_unit_hash": "a6006c2a0cbc7e0b6d462a0b72278172a8a344b5bcc89fc12b82576661dee15a", + "prepared_review_unit_hash": "e88145569ddb6f3bc8babf56a4d372f24c8a20238db7ac15ba27ce7da5a8b4da", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35359, - "estimated_input_tokens": 8840, - "estimated_eval_tokens": 17936 + "serialized_chars": 34849, + "estimated_input_tokens": 8713, + "estimated_eval_tokens": 17682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: the soft pairs share broad Transformers themes (tokenizers, imports, model loading, FlashAttention, generation, etc.) but do not look like the same concrete bug/change. I found no convincing duplicate pairs to merge.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: it describes multiple import regressions after a version upgrade, making it the closest thing to a cluster representative among otherwise mostly unrelated issue reports.", + "summary": "This cluster is mostly heterogeneous: the soft links are largely superficial subsystem overlaps rather than the same underlying defect. I would use 45278 as a weak umbrella anchor for the import-regression subset, but I would not merge most of these issues together.", + "confidence": 0.62, + "canonical_issue_reason": "45278 is the broadest import-regression report in the set and the closest thing to an umbrella, though the cluster overall is not a single coherent duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it summarizes a wide, user-visible regression class and is more likely than the others to subsume neighboring import-related complaints.", + "best_issue_reason": "45278 is the most representative issue to anchor the mixed import-error portion of the cluster, even if it does not truly subsume the unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: flash-attention training degradation vs a save_pretrained regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a generic bug in testing_utils.py and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Different code paths: trust_remote_code cache-path collision vs AutoProcessor retry behavior on HTTP 429 responses." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated symptoms and targets: sam3 model-type mismatch warning vs a MobileLLM load-time KeyError." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer failures, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Not the same issue: a 3d_parallel.py runtime failure vs a small testing_utils.py bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different problem classes: tokenizer output changed across versions vs a logging annoyance." + }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Different subsystems and failures: Qwen3.5 chat inference crash vs SequenceFeatureExtractor padding performance." + "reason": "A Qwen3.5 chat crash and a SequenceFeatureExtractor padding inefficiency are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage is unrelated to the tensorflow_text backend mapping error." + "reason": "Different loading/validation failures for different model families; not the same underlying bug." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Tokenizer offset mapping bug and FP8/B200 inference failure are unrelated code paths." + "reason": "Config-loading strictness vs a documentation parameter-name typo are unrelated." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Granite speech config loading and a documentation parameter-name mismatch are not the same bug." + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; different subsystems." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and Minimax MLA layernorm epsilon behavior are unrelated." + "reason": "TF32 API guidance and MLA layernorm precision drift are distinct issues." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Save_pretrained sharding limit question vs Qwen3.5 MoE from_pretrained failure; no shared bug." + "reason": "max_shard_size default behavior vs a Qwen3.5 MoE from_pretrained error are not the same bug." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model/config loading are different failures." + "reason": "GenerationConfig validation failure vs missing model_type in config.json; different failure modes." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical issues, but one is a layernorm-epsilon problem and the other is an attention-vs-reference mismatch; too different to merge." + "reason": "Both mention numerical differences, but they involve different models and implementations with no clear shared defect." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 settings and trust_remote_code cache FileNotFoundError are unrelated." - }, - { - "left": "issue:44933", - "right": "issue:45278", - "accept": false, - "reason": "A specific missing import from image_utils is not the same concrete bug as a broad post-upgrade import-regression report." + "reason": "TF32 settings deprecation and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Missing layer_type_validation import and _torch_extract_fbank_features are unrelated." + "reason": "ImportError for configuration_utils symbols vs an audio feature extraction bug; different areas." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different failures: missing projections vs from_pretrained error." + "reason": "Different Qwen problems: missing projections in qwen3next vs a Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-error report, but the former is a specific missing image_utils import; related theme, not the same concrete bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD arguments ignored is a different optimizer bug from deepspeed causing double optimizer steps." + "reason": "Optimizer SGD arguments being ignored is not the same as an optimizer step being called twice under deepspeed." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is an internal decoder-type issue and the other is a broader tokenization difference; not clearly the same concrete bug." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and a GLM-5 RoPE implementation issue are different defects." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated." + "reason": "Different model-specific training bugs; no evidence they share the same root cause." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "torch.split return handling in GLM Moe indexing is unrelated to the GLM-5 RoPE implementation discussion." + "reason": "Both are tokenizer regressions around v5, but one is about decoder type and the other about changed tokenization output; too different to merge." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." + "reason": "Removed tie_embeddings_and_encoder_decoder API vs unexpected position-id keys are different issues." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "PatchTSMixer post_init policy and AutoProcessor 429 retry behavior are unrelated." + "reason": "PatchT5Mixer post_init validation and AutoProcessor 429-retry behavior are unrelated." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "GenerationMixin cache during chunked_prefill and a testing_utils bug are unrelated." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both concern chat/completions, but one is a general endpoint acceptance issue and the other is a Qwen3.5 streaming inference failure; not the same bug." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model-loading/model-architecture issues." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2, but they affect different models and likely different support gaps." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "Save sharding default question vs Qwen3.5 MoE from_pretrained error are unrelated." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "Ministral FlashAttention failure and flash_attention_3 degenerate training are different concrete issues." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "A compile-time bf16 warning and Blip2 dtype not propagating to qformer are different bugs." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing image-patch helper in GLM46V and Minimax layernorm epsilon handling are unrelated." + "reason": "GenerationMixin cache/chunked_prefill behavior has nothing to do with the testing_utils.py bug." } ] }, @@ -16797,68 +16799,77 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ + "issue:27957", "issue:38617", + "issue:41628", "issue:42757", "issue:42886", - "issue:42890", "issue:43012", "issue:43064", "issue:43097", "issue:43208", + "issue:43352", + "issue:43441", "issue:43452", "issue:43531", + "issue:43577", "issue:43673", - "issue:43873", "issue:43874", "issue:43931", "issue:43986", "issue:44038", - "issue:44062", "issue:44117", "issue:44261", "issue:44263", "issue:44315", - "issue:44351", "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", + "issue:44829", "issue:44987", "issue:45003", + "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45464", + "issue:45478", "issue:45588", "issue:45753", "issue:46050", "issue:46123", "issue:46172", - "issue:46298", "issue:46369", "issue:46655", "issue:46664", - "issue:46701", - "issue:46710", - "issue:46752", - "issue:46821", "issue:46897", "issue:46981" ], "soft_pairs": [ + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43874|issue:44261", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43986|issue:45341", "issue:45003|issue:45341", - "issue:42886|issue:46981", "issue:44261|issue:44485", + "issue:42886|issue:46981", "issue:45753|issue:46369", - "issue:44117|issue:44987", "issue:43531|issue:45341", + "issue:44117|issue:44987", "issue:43097|issue:45588", "issue:43673|issue:46123", "issue:43874|issue:44263", @@ -16871,236 +16882,228 @@ "issue:43064|issue:44315", "issue:43208|issue:46897", "issue:43986|issue:44484", - "issue:46655|issue:46664", - "issue:46298|issue:46752", - "issue:42890|issue:46298", - "issue:38617|issue:44351", - "issue:44062|issue:44117", - "issue:43097|issue:43873", - "issue:43012|issue:46821", - "issue:44117|issue:46701", - "issue:46172|issue:46710" + "issue:46655|issue:46664" ], - "prepared_review_unit_hash": "de9ec07b50adcb2d60717b73d0d40bf15ece47cd3a2e543f7e9e47e4cb730e8f", + "prepared_review_unit_hash": "3a8a77d7601f9f2ec008131dcfd4b222825f9830361563bc6441e2b3fca9cb1b", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36513, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "serialized_chars": 37115, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. None of the soft-pair candidates look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.76, - "canonical_issue_reason": "Issue #43873 is the most developed and actively discussed report in the set, so it is the best single anchor if one issue must represent the cluster; however, the cluster itself is heterogeneous.", + "summary": "The set is highly heterogeneous; the soft pairs are mostly superficial matches on broad subsystem or wording rather than the same concrete bug. I would not merge any of the proposed pairs.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43097 is the clearest, most broadly framed regression-style issue in the set and has the strongest signal of being a central tracking item, but the overall cluster is still very mixed.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43873 has the richest context, is still open, and describes a concrete actionable regression, making it the strongest overall issue in this set.", + "best_issue_reason": "issue:43097 is the best standalone representative among these issues because it is well-scoped, regression-oriented, and more central than the highly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a specific Qwen3.5-0.8B streaming failure; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different models and different failure modes: weight-shape mismatch vs missing projections in a layer." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated problems: an AutoImageProcessor import failure vs a PretrainedConfig type-checking regression." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2-related, but they concern different models and different support gaps." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "One is about save_pretrained shard size defaults; the other is a Qwen3.5-MoE loading error." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different Flash Attention versions and different symptoms; not the same concrete code-path problem." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a PyTorch warning on compile and the other is an incorrect dtype loading bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/model-internals bugs: missing method on an image processor vs missing rms_norm_eps in a config." + }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different bugs in DSA/xLSTM-style indexing vs DeepSeek-V4 tensor handling; no shared code path." + "reason": "Different model components and failures; no evidence they share a single root cause." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Both mention DSA/indexing, but one is a missing ReLU in the indexer and the other is a dtype/transpose bug." + "reason": "A missing ReLU in one DSA indexer is not the same bug as the DeepSeek comb transpose issue." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Same broader Qwen3-VL area, but one is a model weight-shape mismatch and the other is a Qwen3-VL-Moe bug." + "reason": "Same family name, but one is a shape-mismatch load error and the other is a Transformers v5/Qwen3-VL-Moe compatibility bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a removed config API in v5, the other is gguf loading failing in from_pretrained; different failure modes." + "reason": "Removed config option vs gguf_file/from_pretrained breakage; unrelated concrete issues." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/torchvision import crash vs a testing_utils bug; unrelated code paths." + "reason": "AutoProcessor/video-model crash without torchvision is unrelated to a testing_utils bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access in modeling_utils vs a testing helper bug are separate issues." + "reason": "sys.modules access in modeling_utils is a different code path from the testing_utils issue." }, { - "left": "issue:42886", - "right": "issue:46981", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Both involve Hub/network behavior, but offline cache loading and repeated 429 retries are distinct problems." + "reason": "Both touch model math/precision, but one is a config epsilon mismatch and the other is RoPE implementation." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:42886", + "right": "issue:46981", "accept": false, - "reason": "MLA rms_norm_eps/config precision issue vs GLM-5 RoPE implementation; not the same root cause." + "reason": "Both involve hub/network behavior, but one is offline cache loading and the other is repeated 429 retry handling." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Qwen3_5 infinite-loop bug on a specific image vs SAM3 memory overflow; different models and symptoms." + "reason": "Infinite-loop generation and memory overflow are different failure modes with no shared concrete bug." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Tokenizer mapping None handling vs a specific transformers>=5.1 loading failure; separate loading bugs." + "reason": "A Qwen3-MoE sliding-window issue is unrelated to a testing_utils bug." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Sliding_window issue in Qwen3-MoE vs a testing utility bug; not the same bug." + "reason": "A tokenizer mapping None-handling bug is not the same as a physical-intelligence/fast loading failure." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "v5 API removal vs flash_attention crashing on sink-less models; distinct code paths." + "reason": "Different issues in different areas: removed config option vs flash_attention.py s_aux=None crash." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill vs partial-batch dropping in MaskGenerationPipeline; different defects." + "reason": "Generation cache handling and mask pipeline batching are distinct bugs, not one duplicated change." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing get_number_of_image_patches vs torch.split return values; separate attribute and tensor-shape bugs." + "reason": "Different GLM-related bugs in different components; no shared underlying defect is evident." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Native DeepseekV3MoE divergence vs a DeepSeek-V4 tensor/transposition issue; different implementations." + "reason": "Both are DeepSeek-related, but one is a divergence from remote implementation and the other is a dtype/transpose bug." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing attn projections in qwen3next vs a missing config field silently dropped; different layers and failure modes." + "reason": "Different models and different missing fields/projections; not the same underlying bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Video-model loading crash without torchvision vs Gemma 4 processor import error from mistral_common; unrelated dependencies." + "reason": "Video-model crash without torchvision and a mistral_common import regression are unrelated." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-family, but one is a Qwen3-VL-Moe issue and the other is missing projections in qwen3next." + "reason": "Different Qwen3 model variants with different failures; too broad to treat as the same bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Removed API in v5 vs quantized model save/load corruption; not the same underlying bug." + "reason": "A removed config knob is unrelated to quantized save/load breakage." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different modules and symbols." + "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different regressions." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs Liger Kernel not applied with model_init; separate training-path issues." + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to Liger Kernel application with model_init." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers vs Florence2 double-shift loss bug; different models and mechanics." + "reason": "Different model families and different training bugs; no evidence of a common root cause." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor import crash vs a save_pretrained shard-size question; unrelated." + "reason": "AutoProcessor torchvision crash and shard-size default behavior are unrelated." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but padding math and num_frames semantics are different bugs." - }, - { - "left": "issue:46298", - "right": "issue:46752", - "accept": false, - "reason": "Noisy logging message vs apply_chat_template crashing on an empty list; unrelated." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "SAM HQ test flakiness vs logging noise; not the same bug." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they involve different public APIs and packages." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "AddedToken special-kwarg conflict vs tokenizer-mapping None handling; separate tokenizer initialization bugs." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "v5 API removal vs quantization/offloading behavior; distinct code paths and symptoms." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "PyTorch warning during bfloat16 compilation vs TimesFM window_size AttributeError; unrelated." - }, - { - "left": "issue:44117", - "right": "issue:46701", - "accept": false, - "reason": "Tokenizer mapping fallback bug vs image-text-to-text pipeline failure for DiffusionGemmaGenerationOutput." - }, - { - "left": "issue:46172", - "right": "issue:46710", - "accept": false, - "reason": "DeepSeek-V4 tensor-construction bug vs an accuracy regression after upgrade; not the same root cause." + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; they are not clearly the same bug." } ] }, @@ -17122,17 +17125,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:36683", "issue:38617", - "issue:42175", - "issue:42490", - "issue:42757", "issue:42890", "issue:42907", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", "issue:43208", @@ -17140,28 +17139,28 @@ "issue:43502", "issue:43550", "issue:43582", - "issue:43824", "issue:43825", + "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", "issue:44016", + "issue:44062", "issue:44077", + "issue:44117", "issue:44162", "issue:44222", + "issue:44351", "issue:44368", "issue:44380", - "issue:44483", "issue:44484", - "issue:44514", "issue:44655", "issue:44704", "issue:44936", "issue:44938", "issue:45103", "issue:45478", - "issue:45479", "issue:45584", "issue:45712", "issue:45753", @@ -17171,9 +17170,21 @@ "issue:46298", "issue:46365", "issue:46421", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", "issue:47059" ], "soft_pairs": [ + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", "issue:43502|issue:43992", "issue:44704|issue:45103", "issue:44936|issue:46365", @@ -17186,9 +17197,9 @@ "issue:45712|issue:46298", "issue:43012|issue:44368", "issue:43992|issue:44484", - "issue:43208|issue:43550", "issue:43825|issue:44655", "issue:43352|issue:44380", + "issue:43208|issue:43550", "issue:43352|issue:43976", "issue:43066|issue:43906", "issue:43097|issue:46298", @@ -17198,235 +17209,234 @@ "issue:42890|issue:47059", "issue:44077|issue:46365", "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:42757|issue:43824", - "issue:43064|issue:44380", - "issue:42175|issue:46365", - "issue:42490|issue:43012", - "issue:44483|issue:44514", - "issue:38617|issue:43502" + "issue:36683|issue:43582" ], - "prepared_review_unit_hash": "ac49c987367b0b10b22237e49e9d54c85758325c435c94e2119fe3114bf33f4b", + "prepared_review_unit_hash": "a52d8ddd23585109652c32709631ff9631db398c90ff37b37543b98ac7fde876", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37226, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "soft_pair_count": 33, + "serialized_chars": 37369, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial similarity matches across unrelated bugs (imports, warnings, saving, backend behavior, and model-specific failures). None of the candidate pairs look like the same underlying issue or a mergeable PR duplicate.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44380 is the most connected node in the soft-pair graph and is a well-scoped concrete runtime bug, making it the best representative issue among a very heterogeneous set.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change. I\u2019d use the broadly discussed quantization/offloading issue as the best representative issue, but not as a duplicate target for the others.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most central/high-signal issue here (highest discussion and inbound references) and is broad enough to stand in as the cluster representative, even though the rest of the set does not actually duplicate it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44380 has the highest apparent centrality and describes a specific code-path regression, so it is the most suitable global representative even though the cluster is not truly duplicate-cohesive.", + "best_issue_reason": "issue:43873 is the strongest overall representative because it has the most engagement and describes a real user-facing regression with wider applicability than the other single-point bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message and an empty-list IndexError in apply_chat_template are unrelated failures in different code paths." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed() is unrelated to a logging message issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different symbols/modules; no shared bug path." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an AddedToken keyword collision, the other is a tokenizer mapping None-handling bug; these are distinct tokenizer issues." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API and quantization offloading problems are different behaviors and would not be fixed by one change." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch warning on bfloat16 compilation and a TimesFM AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback logic and a DiffusionGemma pipeline failure do not share the same concrete failure path." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a tensor operation bug and the other is an accuracy regression after upgrade; not the same bug." + }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "One is a local-files-only network/request bug; the other is a missing model weight during from_pretrained. Different failure modes and code paths." + "reason": "local_files_only network leakage and missing embed_tokens.weight on UMT5Encoder are different loading problems." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto-docstring parsing with future annotations are unrelated subsystems." + "reason": "AutoProcessor kwargs forwarding and auto_docstring future-annotations crashes are unrelated subsystems." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate() after train() is not the same as an import failure caused by datasets shadowing Trainer imports." + "reason": "trainer.evaluate() failure after training and importing Trainer breaking unless datasets is uninstalled are different issues." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling being ignored under SDPA/FlashAttention is unrelated to cache lazy initialization and chunked prefill recompilation." + "reason": "GPT2 attention scaling being ignored and cache lazy initialization causing recompilation are separate performance/behavior bugs." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import compatibility and an invalid backend mapping for tensorflow_text are different root causes." + "reason": "Python 3.14 import failure and tensorflow_text backend mapping validation are unrelated compatibility/import problems." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Missing torchvision import handling is unrelated to a notebook syntax error." + "reason": "AutoProcessor/video-model import failure and a notebook syntax error are clearly unrelated." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an image-triggered infinite generation loop are different bugs." + "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3_5 infinite loop on one image are different model behaviors and fixes." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Pipeline save_pretrained failure and dequantized model save failure are both save-related but not the same underlying bug." + "reason": "Failed dequantized model saving and inability to save Pipeline objects are both about saving, but they involve different object types and code paths." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A warning about bfloat16/float32 precision is not the same as a torch.compile SDPA failure on a specific model." + "reason": "A precision warning during compile and a Bamba SDPA compile failure are not the same bug." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dead dummy classes in a repo audit are unrelated to noisy logging output." + "reason": "Leftover dummy classes leaking into dir(transformers) is unrelated to a noisy logging message." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings around embeddings, but one is a PyTorch precision warning and the other is a model/config warning about tie_word_embeddings." + "reason": "Both mention warnings, but one is a PyTorch precision warning and the other is a model config warning about tie_word_embeddings; different fixes." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight during load is unrelated to the default max_shard_size in save_pretrained." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "xLSTM training blockers are model-specific and do not match a Bamba compile/SDPA regression." + "reason": "Missing embed_tokens.weight during from_pretrained and a shard-size default question are unrelated save/load concerns." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "A misleading pipeline error message and inability to save pipeline objects are different issues." + "reason": "pipeline() v5 error messaging and save_pretrained on Pipeline objects are different pipeline issues." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "A model explicitly not supporting Flash Attention 2.0 is not the same as GPT2 ignoring attention scaling under backends." + "reason": "Both involve attention backends, but one is Nemotron lacking Flash Attention 2 support and the other is GPT2 scaling being ignored; not mergeable into one fix." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba torch.compile SDPA failure are distinct model-specific issues." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "A model/backend capability issue is unrelated to Python version compatibility during import." + "reason": "Model support for Flash Attention 2 and a Python-version compatibility break are unrelated." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue do not describe the same bug." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not indicate the same underlying bug." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed API with no indication is unrelated to a noisy logging message." + "reason": "A removed config attribute and a noisy logging message are different classes of problems." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure and a Trainer import conflict are unrelated." + "reason": "Whisper empty-transcription failure after token alignment and Trainer import interference from datasets are unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention scaling behavior under SDPA/FlashAttention is not the same as register() mutating a function's behavior." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and AttentionInterface.register behavior changes are different API/implementation issues." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor transpose/dtype bug are model-specific and distinct." + "reason": "ESM2 breakage and a DeepSeek tensor operation bug are separate model-specific regressions." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Flaky test seeding and a cli incompatibility with huggingface_hub 1.22.0 are unrelated." + "reason": "Seed-related test flakiness and a CLI completion attribute error under huggingface_hub 1.22.0 are unrelated." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation and an import conflict with datasets have no shared underlying code path." + "reason": "patchtsmixer post_init validation and the Trainer import issue do not share a code path." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained behavior and a Qwen3.5 MoE from_pretrained error are different model lifecycle bugs." + "reason": "Both mention MoE/Qwen, but one is FP8 save_pretrained and the other is from_pretrained loading; different concrete bugs." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention scaling being ignored is unrelated to a degenerate zero-loss classification setup." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "ImportError for is_offline_mode and missing Qwen2_5_VLForConditionalGeneration are different missing-symbol problems." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." - }, - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "Backend packaging for tensorflow versus Trainer import failure due to datasets are both dependency issues but not the same bug." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "A trailing-slash local model warning and a bfloat16 compile precision warning are different concerns." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Chat/completions request rejection and batched chat template crashes are different endpoints and failure modes." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "A missing configuration_utils import and unexpected API requests despite local_files_only=True are unrelated." } ] }, @@ -17448,33 +17458,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:29870", - "issue:33453", "issue:36010", "issue:36296", "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", "issue:42757", "issue:42994", - "issue:43010", + "issue:43012", "issue:43064", "issue:43208", "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", "issue:43526", "issue:43611", "issue:43618", "issue:43756", "issue:43761", + "issue:43824", "issue:43867", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", - "issue:44075", "issue:44077", "issue:44230", "issue:44355", @@ -17482,24 +17494,29 @@ "issue:44483", "issue:44485", "issue:44492", + "issue:44514", "issue:44625", "issue:44655", - "issue:44908", "issue:44938", "issue:45216", "issue:45276", - "issue:45278", "issue:45290", - "issue:45310", + "issue:45479", "issue:46050", "issue:46077", "issue:46082", "issue:46365", - "issue:46851", "issue:46877", "issue:47059" ], "soft_pairs": [ + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:38617|issue:43502", "issue:43618|issue:44380", "issue:43756|issue:44485", "issue:43208|issue:43526", @@ -17526,233 +17543,240 @@ "issue:36683|issue:43525", "issue:36683|issue:44625", "issue:29870|issue:36296", - "issue:43064|issue:44492", - "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:43992|issue:45310", - "issue:44908|issue:46851", - "issue:29870|issue:33453" + "issue:43064|issue:44492" ], - "prepared_review_unit_hash": "dfb30089cd59dd2952e9369303327e181d5715c0d1501fed0ab665c6294d1131", + "prepared_review_unit_hash": "bb2310033efadc3aab3479bc0ef29438b97bb17decb6f99291a26702b195f0f2", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36877, - "estimated_input_tokens": 9220, - "estimated_eval_tokens": 18696 + "soft_pair_count": 34, + "serialized_chars": 37714, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated regressions, import/version incompatibilities, and model-specific bugs. I don\u2019t see a true duplicate cluster here; the soft similarities are mostly broad subsystem overlap rather than the same underlying issue.", - "confidence": 0.79, - "canonical_issue_reason": "issue:36683 is the most active concrete bug report here and a reasonable anchor for the set, with strong discussion activity and a clearly described model/config regression.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues with only superficial lexical overlap (import errors, config attrs, save/load regressions, chat/template bugs). None of the soft pairs look like the same underlying bug, so all edges should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43618 is the most central and concrete regression-style issue in this set, and it connects to multiple soft-similarity candidates. It is still only a representative issue, not a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the best single issue to represent the cluster because it is open, highly discussed, and more concrete than the surrounding environment/import-only reports.", + "best_issue_reason": "issue:43618 is the best single issue to anchor the cluster because it is specific, well-scoped, and regression-oriented, with the clearest hub-like position among the available items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: GPT2 attention scaling ignored in SDPA/FlashAttention vs zero-loss sequence classification behavior." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; no shared code-path bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different dependency/import failures: missing TensorFlow backend in an extra vs Trainer import blocked by datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-model trailing-slash warning and bfloat16 compile warning are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both touch chat flows, but one is request acceptance in /v1/chat/completions and the other is a batch chat-template crash." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different problems: missing configuration_utils import vs local_files_only still triggering network requests." + }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both involve attention behavior, but one is missing CLIP attentions while the other ignores GPT-2 attention scaling config; different code paths and fixes." + "reason": "Both are v5 regressions in attention-adjacent code, but they affect different models and different failures; not the same concrete bug." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they describe different model implementations and different symptoms; not the same underlying bug." + "reason": "RoPE layer-selection loss in Smollm3 vs GLM-5 RoPE implementation discussion are not the same issue." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Completely unrelated: xLSTM training bugs versus a BeitImageProcessorFast label-reduction issue." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP v5 regressions, but one loses attentions and the other returns hidden_states=None; related theme, not clearly the same bug." + "reason": "Both are CLIP regressions, but one is missing attentions in CLIPOutput and the other is hidden_states=None in CLIPVisionModel.forward; too different to merge." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Different Gemma4 problems: token embedding resize propagation versus bidirectional-attention mask construction." + "reason": "Different Gemma4 bugs: token embedding resizing vs bidirectional attention mask construction." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they come from different modules and different missing symbols; separate compatibility issues." + "reason": "Different import breakages for different APIs; no common underlying defect." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are model-loading failures, but for different failure modes and likely different root causes." + "reason": "Qwen3VL model-loading regression and state_dict-sorting load error are not the same bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but quantized-model save failure and Pipeline.save_pretrained failure are different problems." + "reason": "Quantized model save failure and Pipeline save_pretrained failure involve different object types and code paths." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same family of Qwen3-VL-Moe topics, but one is a transformers regression and the other is fp8 inference support; not the same change." + "reason": "One is a loading regression for Qwen3-VL-Moe; the other is an fp8 support request for inference." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Different APIs and symptoms: chat/completions request handling versus apply_chat_template crashing on tool-call assistant messages." + "reason": "Both are chat-related, but one is API request acceptance and the other is tool-call chat template tokenization." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Unrelated: Qwen3.5 num_labels propagation versus a Trainer import conflict with datasets." + "reason": "Qwen3.5 num_labels propagation and Trainer import failure are unrelated." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different models and failures: Flash Attention 2 support gating versus an invalid GenerationConfig issue." + "reason": "Nemotron FlashAttention2 support and GLM-5 GenerationConfig validation are unrelated." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "One is about compiled Python files failing, the other about import-time docstring lint output; unrelated." + "reason": "Compiled Python file errors and auto_docstring stdout noise are unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing attributes on different model outputs; same broad pattern, but not the same bug." + "reason": "Gemma3Config missing vocab_size and Sam3 vision output missing fpn_position_embeddings are unrelated model-specific attribute bugs." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base-model-prefix loading regression and Pipeline.save_pretrained failure are separate issues." + "reason": "Base-model-prefix loading breakage and Pipeline save_pretrained failure are different save/load paths." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Gemma4/Qwen3.5 bugs with no shared code-path indicated." + "reason": "Qwen3.5 label propagation and Gemma4 attention-mask behavior are unrelated." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import failure and a huggingface_hub CLI compatibility failure are different environment breakages." + "reason": "Python 3.14 load failure and CLI breakage with huggingface_hub 1.22.0 are different compatibility issues." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both are save/load related, but one is Pipeline serialization and the other is sinq quantization round-trip failure." + "reason": "Pipeline save_pretrained failure and sinq quantized save/load breakage are not the same concrete bug." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version-compatibility problems, but they target different Python releases and likely different causes." + "reason": "Both are environment/version compatibility problems, but they concern different Python versions and failures." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "One is about sorted state_dict loading order, the other about Qwen3.5 save_pretrained checkpoint correctness." + "reason": "State_dict-sorted load error and Qwen3.5 incorrect saved checkpoint are different serialization bugs." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Unrelated: missing Gemma3Config attribute versus a patchtsmixer post_init policy change." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Different model configuration validations: attention-mask behavior versus head_dim constraints." + "reason": "Gemma4 attention mask bug and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 save_pretrained regression are unrelated." + "reason": "CLIP attentions missing and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing config attributes on different models; not the same bug." + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are similar only at a very broad level; not the same bug." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3Config vocab_size and Qwen3.5 num_labels are unrelated configuration issues." + "reason": "Different config propagation bugs in different model families." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate() UnboundLocalError and tensor-parallel training bug are different failures." + "reason": "Bart generate unbound decoder_attention_mask and tensor-parallel training bug are unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Training optimizer-state corruption and a typo in cache strategies are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "A no_grad decoration issue in cache updates is not the same as broad import failures after upgrading." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "SGD argument handling and Trainer import conflicts are unrelated." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Both are from_pretrained/load issues, but they involve different models and distinct missing-weight behaviors." - }, - { - "left": "issue:44908", - "right": "issue:46851", - "accept": false, - "reason": "Scheduler kwargs are ignored versus variable-length Qwen3.5 position_ids handling; unrelated." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Bart generate() decoder_attention_mask error and tokenizer-loading regression are separate bugs." + "reason": "FSDP2 optimizer-state corruption and a cache-strategy typo are unrelated." } ] }, @@ -17774,10 +17798,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:28282", - "issue:30333", + "issue:29870", "issue:33453", "issue:36296", "issue:36683", @@ -17786,46 +17810,51 @@ "issue:42898", "issue:43010", "issue:43064", - "issue:43065", "issue:43502", "issue:43575", - "issue:43576", "issue:43618", "issue:43723", - "issue:43824", "issue:43867", - "issue:43874", "issue:43976", "issue:43992", "issue:44062", + "issue:44075", "issue:44077", "issue:44112", "issue:44222", "issue:44246", "issue:44355", "issue:44360", - "issue:44387", "issue:44393", "issue:44485", "issue:44556", "issue:44734", "issue:44855", + "issue:44908", "issue:44964", "issue:45125", + "issue:45278", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", "issue:45478", "issue:45561", "issue:45850", - "issue:46132", "issue:46202", "issue:46285", + "issue:46365", "issue:46617", "issue:46664", + "issue:46851", "issue:47000" ], "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:29870|issue:33453", "issue:44393|issue:47000", "issue:43867|issue:46202", "issue:44355|issue:44855", @@ -17849,233 +17878,220 @@ "issue:44734|issue:46617", "issue:43723|issue:44556", "issue:44222|issue:45125", - "issue:43502|issue:44485", - "issue:43824|issue:46617", - "issue:43010|issue:43065", - "issue:43874|issue:46617", - "issue:43576|issue:46132", - "issue:44387|issue:44556", - "issue:30333|issue:33453", - "issue:45125|issue:45478" + "issue:43502|issue:44485" ], - "prepared_review_unit_hash": "43f2d506d8f4dd62322e69b9ecb785a3433715c43a989441ec0feeaaa721a3e9", + "prepared_review_unit_hash": "6fb2cf747ed4ba8d71a3a89ca53fe49b06b26df71a6f54163405984febecdb28", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36694, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "soft_pair_count": 29, + "serialized_chars": 36046, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Heterogeneous cluster with a loose concentration around v5 loading/regression complaints, but no soft pair is mergeable; the previously overcalled 44393/47000 pair is not accepted.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43723 is the broadest user-facing loading-regression representative in the set and best captures the cluster\u2019s most common theme without overfitting to a niche model family.", + "summary": "This cluster is mostly heterogeneous regression/bug reports. The only plausible near-duplicate is the import-time slowdown pair (41669/44246); the rest look like distinct issues in different code paths or models.", + "confidence": 0.73, + "canonical_issue_reason": "issue:41669 is the most concrete, root-cause-oriented report in the cluster and best represents the import-performance regression theme; it also has strong discussion/activity compared with the vaguer import-slowdown report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest global issue choice because it is generic, high-signal, and closest to the dominant loading/failure pattern across the cluster.", + "best_issue_reason": "issue:41669 is the clearest actionable bug report and the best single representative for the small import-slowdown subset of this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different problems: cache/layer no_grad decoration vs broad import failures after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Different bugs: SGD optimizer args ignored vs Trainer import blocked by datasets." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained failures, but on different model families and likely different missing-key causes." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs regression and variable-length position_ids behavior are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug vs tokenizer loading regression are distinct." + }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Different model families and failure modes: Qwen3-VL 2D box hallucination vs RTDetrLoss cost-matrix infeasibility crash." + "reason": "Different model/task failures: Qwen3-VL bbox output issue vs RTDetrLoss cost-matrix crash." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Both are load/roundtrip-related at a high level, but the concrete bugs differ: sorted state_dict loading vs Gemma pipeline roundtrip on a token character." + "reason": "Different failure modes: sorted state_dict load error vs Gemma pipeline roundtrip tokenization issue." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Unrelated import/runtime failures: compiled Python file handling vs a Python 3.13 TorchScript parse/IndentationError." + "reason": "Both involve import/runtime errors, but one is generic compiled-file execution and the other is a specific Python 3.13 JIT parse/IndentationError." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Different subsystems and symptoms: missing Gemma3Config attribute vs distributed optimizer-state corruption under FSDP2/PEFT." + "reason": "Gemma3Config vocab_size missing and FSDP2/PEFT optimizer-state corruption are unrelated." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Both touch loading, but one is a state_dict sorting issue and the other is a missing vision-config field being dropped." + "reason": "State-dict loading error vs missing vision-config field during strict serialization are different issues." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test-flake reports, but one is missing set_seed() in integration tests and the other is an xdist file race." + "reason": "Both are test-related, but one is missing seeding and the other is an xdist file-race condition." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "No_grad decoration request and broad v5 breakage complaint are different problem scopes and code paths." + "reason": "Broad version-breakage report is not the same concrete bug as cache update no_grad behavior." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel is the only overlap; one is a generic training bug, the other is a model-specific OOM when loading Qwen2-57B-A14B-Instruct." + "reason": "General tensor-parallel training bug vs specific OOM while loading one model with TP are not the same concrete issue." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both mention import slowness, but there is no evidence they share the same root cause or touched code path." + "accept": true, + "reason": "Both point to the same import-time slowdown regression; 41669 gives the likely root cause, while 44246 is the user-visible symptom." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different fixes: CLIPOutput attentions assignment vs patchtsmixer post_init policy." + "reason": "CLIP attentions assignment and patchtsmixer post_init validation are unrelated model-specific bugs." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Completely different concerns: cache/layer no_grad decoration vs Python-version compatibility." + "reason": "No_grad decoration for cache/layers and Python-version compatibility are unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Generic load/save regression vs Qwen3.5 visual-encoder key regression; not the same concrete bug." + "reason": "Loading a sorted state_dict and saving incorrect visual encoder keys are opposite-direction, different bugs." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are from_pretrained failures, but they involve different Qwen3.5 models and different loading-path defects." + "reason": "Different from_pretrained errors on different models; not the same underlying defect." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency import error is unrelated to tokenizer loading regression." + "reason": "Missing PyTorch import dependency and tokenizer-loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but the concrete structural changes differ and do not point to one shared bug." + "reason": "Both are CLIP-related, but one is attentions missing and the other is structural inconsistency in text-model nesting." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + "reason": "DSA indexer activation discussion and DeepSeekV3 implementation divergence are different code-path issues." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test-seed flakiness and multimodal model loading failure are different issues." + "reason": "Flaky test seeding and Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test-related, but one is about missing set_seed() and the other about a stale device override test." + "reason": "Both are CI/test issues, but the symptoms and likely fixes differ (seeding vs device override state)." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-loading network leakage and AddedToken keyword duplication are unrelated bugs." + "reason": "local_files_only network leak and AddedToken argument duplication are unrelated." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup semantics and video num_frames semantics are different areas and different failure modes." + "reason": "Tokenization cleanup behavior and video num_frames semantics are different behavioral changes." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation tensor-indexing crash and trust_remote_code cache FileNotFoundError are different code paths." + "reason": "KV-cache continuation indexing crash and trust_remote_code cache FileNotFoundError are different loading/runtime failures." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but tokenizer loading in v5 and checkpoint reload compatibility after version upgrade are not the same bug." + "reason": "Tokenizer loading regression and checkpoint reload incompatibility after upgrade are different issues." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are distinct model concerns." + "reason": "FP8 save_pretrained for MoE and missing tensor-parallel plan are separate features/bugs." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network requests and GLM-5 RoPE implementation discussion are unrelated." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Missing exported class import and cache FileNotFoundError are different failure modes." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Missing image-processor method and cache FileNotFoundError are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken transformers env command and AttentionInterface.register behavior changes are different issues." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 quantization memory growth/OOM and reload-after-upgrade failure are separate problems." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLFlow reporting on failed training is unrelated to tokenizer loading regression." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is missing _tp_plan and the other is a from_pretrained error; not the same underlying bug." + "reason": "local_files_only API leakage and GLM-5 RoPE implementation discussion are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the analyst overstates the only accepted soft pair. In the packet, issue:44393 (Qwen3-VL 2D bounding box hallucination/error) and issue:47000 (RTDetrLoss cost-matrix infeasible crash) are different model families and failure modes, and the packet itself marks the pair as deterministic_accept=false. The summary also says \u2018only one soft pair looks like the same underlying bug,\u2019 which is not grounded by the packet since none of the soft pairs are supported as mergeable." + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is mostly heterogeneous, and the only clearly similar pair is issue:41669 / issue:44246 around import-time slowdown. The soft-edge verdicts are conservatively negative overall, and the one accepted pair looks mergeable as the same performance regression theme." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18090,7 +18106,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:29870", "issue:30333", @@ -18104,35 +18120,34 @@ "issue:42548", "issue:42757", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", "issue:43352", "issue:43475", "issue:43502", "issue:43576", - "issue:43673", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", "issue:44749", "issue:44961", "issue:45071", "issue:45125", - "issue:45362", "issue:45375", "issue:45468", - "issue:45542", - "issue:45850", + "issue:45478", + "issue:46132", "issue:46143", "issue:46144", "issue:46209", @@ -18142,6 +18157,13 @@ "issue:47059" ], "soft_pairs": [ + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:45125|issue:45478", + "issue:30333|issue:33453", "issue:42548|issue:44351", "issue:44355|issue:44749", "issue:30990|issue:31795", @@ -18171,244 +18193,258 @@ "issue:46143|issue:46144", "issue:44222|issue:44230", "issue:41628|issue:42548", - "issue:44315|issue:46209", - "issue:45362|issue:45850", - "issue:43673|issue:44492", - "issue:44485|issue:46664", - "issue:44273|issue:45542" + "issue:44315|issue:46209" ], - "prepared_review_unit_hash": "033262e1e006fb94563d2a2e13fa292b045d92d494ce67409285d070e690586c", + "prepared_review_unit_hash": "d5ebc3b093a2cca8cb1d28a4d0079a448b7af522bcf990df7b49a9010961b213", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37262, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37747, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks heterogeneous: most soft-similarity pairs are cross-topic false positives spanning unrelated import errors, model-loading regressions, docs issues, and model-specific bugs. I would not merge any of the proposed soft edges.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "No soft duplicates look mergeable here; the items are mostly unrelated bugs, regressions, docs issues, and model-specific failures across different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft pairs do not describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the broadest umbrella ('Since 5.0 version it breaks too many models'), but it is still too vague to serve as a strong canonical duplicate target for this mixed set.", + "best_issue_reason": "issue:47059 is the strongest standalone representative: it is an active, concrete CLI regression with multiple inbound references and a clear repro surface.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: one is an import error for a specific class, the other is a cache file-not-found problem." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated areas: generation cache mutation vs a SAM3 pixel decoder architecture issue." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: multimodal token counting vs trust_remote_code cache loading." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI environment command breakage is not the same bug as AttentionInterface.register behavior changes." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 memory/OOM behavior, the other is checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the reported failures differ: missing tensor-parallel plan vs from_pretrained loading error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different breakages (`PreTrainedModel` vs `HybridCache`)." + "reason": "Both are import errors, but for different symbols and likely different export paths." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "One is about compiled Python files, the other about a training slowdown after upgrade; different bugs." + "reason": "Compiled Python file errors are not the same as the reported data processing slowdown." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Stuck loading is a runtime problem; the other is documentation confusion about `forward` arguments." + "reason": "Loading hangs and forward-API docs confusion are distinct issues." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel `_tp_plan` support and a missing config field are different model integration issues." + "reason": "Tensor-parallel missing plan and missing config field under strict loading are different defects." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "`local_files_only` network leakage and FP8 `save_pretrained` are unrelated behaviors." + "reason": "Local-files-only network requests and FP8 moe save_pretrained are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No shared underlying bug; `racoon` is unrelated to offline loading." + "reason": "Cache/network access bug does not match an unrelated generic issue title." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing `pipeline()` vs an unrelated `racoon` issue." + "reason": "Docs still referencing pipeline() is unrelated to the other issue." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Different video/image processor semantics; not the same bug." + "reason": "Both involve vision/video processors, but one is num_frames semantics and the other is missing backend handling." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "`no_grad` decoration on cache updates and generation kwargs handling are distinct generation concerns." + "reason": "Both touch generation internals, but one is about no_grad decoration and the other about sync_gpus/update_model_kwargs sequencing." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job status reporting and tensor-parallel training are unrelated." + "reason": "MLflow failure reporting is unrelated to tensor-parallel training." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Generation-time `decoder_attention_mask` crash is not the same as forward-doc confusion." + "reason": "A generate() UnboundLocalError is not the same as documentation confusion." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both mention v5/v5.x regressions, but one is Qwen3-VL loading and the other is checkpoint reload compatibility; not the same concrete bug." + "reason": "Qwen3VL MoE loading and generic v4.57-to-v5.2 reload breakage are not the same concrete bug." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but for different model families and failure modes." + "reason": "Both are loading regressions, but for different models and failure modes." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors and `PretrainedConfig` type-checking breakage are unrelated." + "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type checking regressions." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Both are import/CLI-related v5 issues, but one is Hub import resolution and the other is the `transformers env` command." + "reason": "Different breakages: hub import failure vs transformers env CLI issue." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI breakage and config type-checking are different areas and not mergeable as one fix." + "reason": "CLI command regression is unrelated to config type-checking." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "`transformers env` CLI regression and unrelated huggingface_hub completion breakage are different code paths." + "reason": "Both are CLI-related, but they fail in different commands and with different dependency/version causes." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward is not the same as a missing `layer_type_validation` import." + "reason": "Forward-argument docs confusion and missing configuration_utils export are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied in `model_init` and a DSA indexer discussion are unrelated." + "reason": "Liger Kernel application in model_init has no relation to a DSA indexer ReLU discussion." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI breakage and missing `Qwen2_5_VLForConditionalGeneration` import are different regressions." + "reason": "Unrelated CLI env bug and model import regression." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "`racoon` is unrelated to Gemma-4 audio positional encoding." + "reason": "No evidence these are the same underlying bug; one is a generic title, the other is a Gemma audio positional encoding issue." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and `racoon` are unrelated." + "reason": "RoPE implementation discussion is unrelated to the generic racoon issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Both are cache/loading-related import problems, but they concern different missing behaviors and likely different modules." + "reason": "Different import/loading failures: exported class missing vs cache file not found." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and text-classification docs behavior are unrelated." + "reason": "Tensor-parallel training bug is unrelated to a pipeline docs mismatch." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support for Nemotron and `racoon` share no underlying bug." + "reason": "Flash Attention support limitation is unrelated to the generic racoon issue." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video attribute error and trust-remote-code cache loading are different failures." + "reason": "SAM3 video attribute error is unrelated to trust_remote_code cache loading." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Missing `**kwargs` pass-through and attention-interface usage are related RoFormer topics but not the same concrete bug." + "reason": "Passing kwargs through RoFormer methods and not using AttentionInterface are adjacent but not the same defect." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save/load bug and FP8 inference support request are different problems." + "reason": "FP8 save_pretrained behavior and FP8 inference support are separate problems." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Missing `AutoImageProcessor` and missing `PreTrainedModel` imports are distinct export regressions." + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing exports." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application in `model_init` and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Qwen3.5-35B chat crash is model-specific; the other is a broad v5 breakage complaint." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Generation cache missing during chunked prefill and a cache-strategy typo are not the same bug." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM frame-count semantics are unrelated." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading failure and undefined TensorFlow backend error are different issues." + "reason": "Liger Kernel application and FP8 inference on B200 are different code paths and symptoms." } ] }, @@ -18430,7 +18466,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:31795", "issue:33453", @@ -18439,7 +18475,6 @@ "issue:42890", "issue:43352", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", @@ -18456,6 +18491,7 @@ "issue:44351", "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", "issue:44623", @@ -18469,19 +18505,22 @@ "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", - "issue:45468", + "issue:45362", + "issue:45542", "issue:45753", "issue:45850", "issue:46095", "issue:46218", "issue:46328", - "issue:46655", "issue:46664", "issue:47059" ], "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:44038|issue:45125", "issue:44273|issue:45003", @@ -18505,8 +18544,8 @@ "issue:43576|issue:44908", "issue:43352|issue:44393", "issue:43976|issue:44393", - "issue:44908|issue:45071", "issue:44295|issue:45230", + "issue:44908|issue:45071", "issue:44297|issue:45230", "issue:44492|issue:46328", "issue:41669|issue:44351", @@ -18516,278 +18555,280 @@ "issue:44077|issue:44861", "issue:31795|issue:33453", "issue:43576|issue:44273", - "issue:44315|issue:44829", - "issue:43519|issue:46655", - "issue:44360|issue:45468", - "issue:44273|issue:44908", - "issue:45230|issue:45310" + "issue:44315|issue:44829" ], - "prepared_review_unit_hash": "0eed20966a3a48c028dfb7d9e2d220e528936e20300fd57c387c3d7951c577a3", + "prepared_review_unit_hash": "ee9463e566aca1dad4bac12942bd8a349fdb966d0bcb39c15d1d94272541a04a", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 39, - "serialized_chars": 38824, - "estimated_input_tokens": 9706, - "estimated_eval_tokens": 19668 + "serialized_chars": 38271, + "estimated_input_tokens": 9568, + "estimated_eval_tokens": 19392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers regressions and model-specific bugs. Only one soft duplicate looks plausible: the lazy-loading/import path issues around issue 44273 and issue 45003.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 44273 is the broadest and most central report in the only coherent thread here (lazy loading/import behavior), and it has multiple nearby soft-similarity candidates.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues. The only close pair, import slowness vs. lazy-loading breakage, is related at the theme level but not supported strongly enough to treat as the same underlying regression, so no soft edges are accepted.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44273 is the best representative for the cluster\u2019s import/lazy-loading theme because it is the more specific technical report, but it should be treated as a standalone issue rather than a confirmed duplicate of issue:44246.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44273 is the best issue anchor: open, discussion-heavy, and directly names the shared failure mode the closest duplicate candidate appears to target.", + "best_issue_reason": "issue:44273 is the clearest representative issue: it is specific enough to anchor the import/lazy-loading discussion without overcommitting to a duplicate relationship.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific Qwen3.5 chat crash; the other is a broad complaint about v5 breakage. Not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to a typo in cache strategy naming." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion and video frame count semantics are unrelated model components." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior is unrelated to a TensorFlow backend installation error." + }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "'processor.save_pretrained(...) missing files' and a generic 'Bug report' are too underspecified to be the same bug." + "reason": "Specific processor save_pretrained file bug vs an uninformative generic bug report; no shared concrete failure." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3.5/Moe, but one is a general bug report and the other is a missing _tp_plan tensor-parallelism issue; different failure modes." + "reason": "Both mention Qwen3 variants, but one is a general bug report and the other is a tensor-parallelism metadata issue; not the same bug." }, { "left": "issue:44273", "right": "issue:45003", - "accept": true, - "reason": "Both point to lazy loading/import machinery failing; unsafe sys.modules access in modeling_utils is a plausible root cause for 'lazy loading is not working properly'." + "accept": false, + "reason": "Both are import/lazy-loading adjacent, but one is about lazy loading not working and the other about unsafe sys.modules access; not enough to be the same defect." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM video processor frame-count semantics." + "reason": "DSA/ReLU discussion is unrelated to a video processor frame-count issue." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* cleanup/performance and GenerationMixin cache chunked-prefill are different code paths and symptoms." + "reason": "Import-star performance regression and generation cache missing are different code paths and different failures." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output problems are unrelated to PretrainedConfig type checking regressions." + "reason": "Qwen3-VL bounding-box output issues are unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but 2D bbox hallucinations and infinite loop on a specific image are distinct concrete bugs." + "reason": "Same model family, but hallucination/bbox output and infinite loop on a specific image are not clearly the same underlying bug." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken 'transformers env' CLI and checkpoint reload failures after v4.57->v5.x are unrelated." + "reason": "Broken env command and checkpoint reload incompatibility are both v5 regressions, but they are distinct code paths." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the broad 'v5 breaks too many models' report." + "reason": "Missing pad_token_id in one config is not the same as a broad statement that v5 breaks many models." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 upgrade regressions, but one is general checkpoint reload and the other is InternVL2 remote-code/meta-init incompatibility." + "reason": "Both are upgrade/load compatibility problems, but they concern different models and different loading mechanisms." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx regression is model-specific and not the same as the broad version-5 breakage complaint." + "reason": "StableLmConfig padding-field breakage is a specific config regression, not the same as a broad v5 complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is unrelated to generic v5 model breakage." + "reason": "A typo in cache strategy docs/naming is not the same as a generic v5 breakage report." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 Moe is not the same as a weight conversion-script question." + "reason": "FP8 inference support for Qwen3-VL is unrelated to a DeepSeek weight-conversion question." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 model breakage and a cli test failure with huggingface_hub 1.22.0 are unrelated." + "reason": "Generic v5 model-breakage complaint and a CLI completion attribute error are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both mention many breakages after upgrade, but they are different umbrella reports rather than the same underlying bug." + "reason": "Both are broad upgrade complaints, but they do not identify the same concrete bug or code path." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategies typo are unrelated." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time slowdown from import-* usage and a specific Qwen3_5 module import failure are different problems." + "reason": "Import performance from star imports is not the same as a missing Qwen3_5ForCausalLM module import." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video/sam3_tracker warning and Liger Kernel not applied with model_init are unrelated." + "reason": "sam3 model-type mismatch and Liger Kernel application with model_init are separate issues." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "'import transformers takes long sometimes' is a performance symptom, but not clearly the same concrete bug as lazy loading not working properly." + "reason": "The titles are related by theme, but the packet only supports soft similarity; that is not enough to call them the same regression." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "A missing seed in integration tests is unrelated to scheduler kwarg handling." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and scheduler kwargs behavior are different subsystems." + "reason": "Broken env CLI and inverse_sqrt scheduler kwargs are unrelated issues." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 unsupported on NemotronH and Qwen3-VL bbox hallucinations are unrelated." + "reason": "Flash Attention 2.0 support and Qwen3-VL bbox output are different model bugs." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + "reason": "Python version support regression and Qwen3-VL bbox output are unrelated." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type checking regression are unrelated." + "reason": "Position_ids buffer access bug is not the same as a generic bug report." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "position_ids buffer access error and a generic bug report are not the same issue." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "tokenizer.save_pretrained class-name mismatch is unrelated to a generic bug report." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "import-* cleanup/perf and missing HybridCache import are different import-path bugs." + "reason": "Import performance regression and missing HybridCache symbol are different import problems." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and code paths." + "reason": "Passing kwargs to cached_file and scheduler kwargs are separate code paths." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import performance and a testing_utils bug are unrelated." + "reason": "Import performance regression and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility and Qwen3_5 import failure are unrelated." + "reason": "Python support regression and missing Qwen3_5ForCausalLM import are not the same defect." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy and _get_tied_weight_keys crashing on list-typed keys are not the same bug." + "reason": "Optional post_init policy and tied-weight-key AttributeError are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward and tokenizer loading regression are unrelated." + "reason": "Documentation confusion about forward args and tokenizer-loading regression are different issues." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken CLI env command and lazy loading not working are different failures." + "reason": "Broken env CLI and lazy loading/import behavior are related only at a very broad level, not the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application in model_init and flash_attention_3 degenerate training are different bugs." - }, - { - "left": "issue:43519", - "right": "issue:46655", - "accept": false, - "reason": "Incorrect timestamp calculation and incorrect video padding calculation are different processor bugs." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to Gemma4AudioRelPositionalEncoding." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not the same concrete issue." + "reason": "Liger Kernel application and flash_attention_3 training degeneration are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge (44273 \u2194 45003) is framed as plausible rather than certain, and the other rejections are appropriately cautious and specific to distinct failure modes." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it is a bit too assertive about the only accepted soft edge. From the packet, issue:44246 ('import transformers takes long sometimes') and issue:44273 ('Lazy loading is not working properly') are related, but the evidence shown here is only title-level soft similarity, so calling them the same regression is stronger than warranted. The rest of the negative verdicts look conservative, but this one acceptance is not sufficiently supported." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18802,7 +18843,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:28348", "issue:29870", @@ -18815,7 +18856,6 @@ "issue:41669", "issue:42371", "issue:42913", - "issue:42936", "issue:43066", "issue:43298", "issue:43352", @@ -18824,14 +18864,13 @@ "issue:43572", "issue:43576", "issue:43618", - "issue:43668", "issue:43704", - "issue:43717", - "issue:44031", "issue:44230", "issue:44261", "issue:44263", + "issue:44273", "issue:44351", + "issue:44360", "issue:44485", "issue:44492", "issue:44623", @@ -18840,6 +18879,7 @@ "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18847,13 +18887,17 @@ "issue:45850", "issue:46018", "issue:46095", - "issue:46144", "issue:46172", "issue:46218", + "issue:46655", "issue:46894", "issue:47059" ], "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", "issue:43519|issue:44485", "issue:45468|issue:46894", "issue:43576|issue:46218", @@ -18892,291 +18936,264 @@ "issue:31515|issue:36296", "issue:31515|issue:31795", "issue:44230|issue:45310", - "issue:43298|issue:44230", - "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031" + "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "006cc7982c7a59fe9df36a81f5d08547ea14176b607ed55fba5169ee3b88ff4c", + "prepared_review_unit_hash": "ef137c778dc7042f7b6df0fadd428212ec869c96342b45ff68601ccedccd25bc", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39464, - "estimated_input_tokens": 9866, - "estimated_eval_tokens": 19988 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 39136, + "estimated_input_tokens": 9784, + "estimated_eval_tokens": 19824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: most soft pairs are only title-similar but concern different models, subsystems, or release regressions. No PRs are present. If a single umbrella issue must be chosen, the broad v5-breakage report is the closest fit, but it is not a true duplicate target for most items.", - "confidence": 0.44, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, describing many model breakages after v5; if one issue must represent the cluster, it is the closest fit.", + "summary": "This set is mostly a grab bag of unrelated issues across model bugs, import regressions, docs, feature requests, and performance problems. I found no soft pair that looks like the same underlying bug/change, so all candidate duplicate edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical duplicate exists in this group; if a single representative is needed, issue 43519 is the most concrete and specific bug report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative high-level regression report; the other issues are mostly narrower, unrelated bugs or feature requests.", + "best_issue_reason": "Issue 43519 is a good representative only because it is a clearly scoped, reproducible model bug; however, the rest of the items are not true duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processor bugs: timestamp calculation in Qwen3VL vs padding calculation in SmolVLM video processing." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different code paths and models; one is a DSA indexer/ReLU concern, the other is Gemma-4 audio positional encoding config." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug-report title vs a specific Qwen3.5 MoE from_pretrained error; not enough to be the same defect." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different code paths: Qwen3VL timestamping vs GLM-5 RoPE implementation." + "reason": "Processor timestamp math and GLM-5 RoPE implementation are different subsystems." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different models and bugs: Gemma audio positional encoding vs CohereASR training-loss shifting." + "reason": "Audio positional encoding precision issue vs CohereASR training-loss double-shift bug." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env CLI vs Qwen3_5 import failure are unrelated." + "reason": "Broken transformers env CLI and missing Qwen3_5ForCausalLM import are different failures." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key handling are separate problems." + "reason": "Saving Pipeline objects is not the same as the _tied_weights_keys list AttributeError." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation bug is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Processor timestamp bug vs scheduler kwargs bug; no shared code path." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup performance issue is unrelated to a VRAM leak." + "reason": "Import-star cleanup/performance issue and VRAM leak in multi-threaded Qwen3ForCausalLM are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args is not the same as a Llama model loading regression." + "reason": "Documentation confusion about forward inputs is unrelated to a Llama 3.2 model-loading regression." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different implementation areas." + "reason": "Different model-specific math issues: RoPE implementation vs audio positional encoding epsilon/config." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE behavior." + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE are different problems." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating bug and DeepSeek weight-transpose issue are different code paths." + "reason": "Shared-expert gating bug is not the same as the comb.to(...).transpose(...) issue." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected network requests from local_files_only is unrelated to Qwen3VL timestamp math." + "reason": "Unexpected network calls with local_files_only and a Qwen3VL timestamp bug are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and a dataloader-thread VRAM leak are unrelated." + "reason": "TF32 API guidance and a VRAM leak are different concerns." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 regression claim and a specific Qwen3_5 import failure are not the same bug." + "reason": "Broad v5 breakage report is not the same as a specific missing Qwen3_5ForCausalLM import." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamping and processor.save_pretrained missing files are different issues." + "reason": "Timestamp calculation bug and missing files from processor.save_pretrained are different defects." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in GLM-MoE indexing is unrelated to Gemma audio positional encoding." + "reason": "torch.split return behavior in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma audio positional encoding." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different precision/config issue than Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching support and DeepSeek-V4 weight-conversion questions are unrelated." + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp calculation and Qwen3ForCausalLM VRAM leakage are separate bugs." + "reason": "Processor timestamp bug and multi-dataloader-thread VRAM leak are different code paths." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Different import failures for different symbols/models; not the same concrete failure." + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Nemotron Flash Attention support and Qwen3_5 import failure are unrelated." + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to a Qwen3_5 import failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is behavior drift and the other is decoder-type mismatch; not the same code-path bug." + "reason": "Both mention tokenizer v5, but one is a broad behavior regression and the other is a decoder-type bug; not the same concrete issue." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight-key crash and CLI completion breakage are unrelated." + "reason": "_get_tied_weight_keys AttributeError and a CLI completion attribute error are unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2-specific Flash Attention 2.0 support and a generic FA2 request are not the same concrete change." + "reason": "Specific GPT2 Flash Attention 2.0 support request is not the same as a generic Flash Attention 2.0 issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder issue titled 'Unemployment'." + "reason": "Scheduler kwargs bug vs unrelated low-signal title; no duplicate evidence." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." + "reason": "A typo in cache strategies is unrelated to the other issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The placeholder issue is unrelated to v5-wide model breakage." + "reason": "Unemployment is clearly unrelated to a broad v5 compatibility complaint." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." - }, - { - "left": "issue:44938", - "right": "issue:44998", - "accept": false, - "reason": "Python 3.14 loading failure is unrelated to the placeholder issue." - }, - { - "left": "issue:44861", - "right": "issue:45290", - "accept": false, - "reason": "Tied-weight-key crash and assistant tool-call template crash are different bugs." + "reason": "CLIPOutput attentions assignment bug is unrelated to the other item." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading and an ImportError from configuration_utils are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:44861", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight-key handling." - }, - { - "left": "issue:44230", - "right": "issue:44623", - "accept": false, - "reason": "FP8 Qwen3-VL/Qwen3.5 support request and processor.save_pretrained missing files are different issues." - }, - { - "left": "issue:28348", - "right": "issue:43352", - "accept": false, - "reason": "Both are Flash Attention 2.0 related, but for different models and different concrete support gaps." + "reason": "Slow from_pretrained checkpoint loading and a layer_type_validation import error are different problems." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate UnboundLocalError and slow checkpoint loading are unrelated." + "reason": "BART generate() UnboundLocalError is unrelated to slow checkpoint loading." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failure and slow from_pretrained loading are unrelated." + "reason": "MLflow job state reporting and slow from_pretrained loading are different issues." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness and tensor-parallel training bugs do not share the same code path." + "reason": "Checkpoint loading slowness and tensor parallel training bug are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and forward-argument documentation confusion are unrelated." + "reason": "from_pretrained performance and forward() documentation confusion are not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and Qwen3.5 from_pretrained loading error are different issues." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different concerns." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching and Qwen3-VL/Qwen3.5 FP8 support are unrelated." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different problems." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "Config type-hint correction and tokenizer regex warning regression are unrelated." + "reason": "Audio continuous batching support and FP8 inference support are distinct feature requests." } ] }, @@ -19198,17 +19215,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-509", + "cluster_id": "cluster-10000-510", "nodes": [ "issue:37934", "issue:42936", "issue:43240", "issue:43668", + "issue:43717", "issue:43813", "issue:44031", + "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", @@ -19219,88 +19241,106 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "4c2eb0795ea6e7ffc424e6eb4fa9751ea806f696ded517e3b1b7af2447933ca6", + "prepared_review_unit_hash": "ebc33459d9327582d2da1be79a361e918051d086c944f76de04de060cb4ff2bd", "component_budget": { - "node_count": 509, - "item_count": 509, - "soft_pair_count": 1871, - "serialized_chars": 970933, - "estimated_input_tokens": 242734, - "estimated_eval_tokens": 485724 + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 6638, - "estimated_input_tokens": 1660, - "estimated_eval_tokens": 3576 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8612, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated models, a config type hint, a typo, tokenizer warnings, and a separate attention-interface bug. None of the soft pairs look like the same underlying defect, so they should not be merged as duplicates.", + "summary": "These issues are mostly unrelated, spanning model-specific bugs, config/type-hint problems, tokenizer warnings, quantization typos, and attention/loss wiring. No soft-edge pair looks like the same underlying bug, so none should be merged as duplicates.", "confidence": 0.96, - "canonical_issue_reason": "If forced to anchor the cluster, issue 43240 is the clearest concrete bug report, but it is not actually duplicated by the others; most other items target different components or different classes of problems.", + "canonical_issue_reason": "No clear canonical issue exists because the items describe distinct problems in different models and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43240 is the most actionable and specific runtime bug report in the set, with clear symptom language and extra discussion/inbound references, making it the best standalone representative even though the cluster is not a duplicate set.", + "best_issue_reason": "issue:46144 is the most concrete and currently active report, with a specific code-path and some inbound attention; the others are either closed or more narrowly phrased.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different bugs: Mamba/Mamba-2 init_weights behavior vs RoFormer attention not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Unrelated model issues: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Different scope: ModernBERT config type hint vs tokenizer regex warning after 4.57.3." + }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Different bugs in different models: Mask2Former ignore_value handling vs. kwargs not forwarded to a loss function." + "reason": "Different failure modes: Mask2Former ignore_value unused vs kwargs not forwarded to loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Unrelated code paths: loss-function kwargs forwarding versus RoFormer attention not using the attention interface." + "reason": "Loss-kwargs forwarding bug is unrelated to RoFormer attention-interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss-parameter usage and tokenizer regex warning are unrelated subsystems and symptoms." + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are not the same code-path." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model bugs with no shared concrete code-path; one is loss masking, the other is attention implementation structure." + "reason": "Different models and subsystems; no shared underlying bug." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A model behavior bug versus a typo in a quantization-related attribute name; not the same underlying issue." + "reason": "Mask2Former loss/ignore_value issue is unrelated to the quantization typo in a conversion string." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Config type-hint correctness and a spelling/attribute typo are distinct, non-overlapping defects." + "reason": "A config type-hint mistake is not the same as a typo in a quantization operation attribute." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-function kwargs forwarding is a runtime behavior bug; ModernBERTConfig norm_eps typing is a separate metadata/type issue." + "reason": "Passing kwargs to loss calculation is unrelated to the ModernBERT norm_eps annotation issue." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 normalization implementation question and ModernBERT config type hint incorrectness are unrelated topics." + "reason": "RMS norm question for Llama4TextL2Norm is a model implementation concern, not a ModernBERT type-hint bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different models and problem types: Mask2Former ignore_value usage versus ModernBERT config typing." + "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are different bugs." } ] }, @@ -19333,7 +19373,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "620985b08c09c133bf067c63933fe9b833ae37f17210786825eab26c1a46e41c", + "prepared_review_unit_hash": "3fe01635a43c12b39739e89d2d7b114d522f5e9e15b8ec37ef26cf72c5275e36", "component_budget": { "node_count": 3, "item_count": 3, @@ -19355,30 +19395,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one requests tokenizer truncation-from-start behavior, one asks for ReduceLROnPlateau-like training logic, and one concerns Wav2Vec2 word boundary timestamps. They are separate feature requests in different areas.", + "summary": "These three issues are not duplicates: one requests a new truncation direction option, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for word time offsets in Wav2Vec2. The cluster appears to be a loose similarity match rather than the same underlying bug or feature.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe unrelated feature requests rather than the same bug or change.", + "canonical_issue_reason": "issue:10519 is the most concrete and self-contained request, with a clearly defined API change and scope. The other two issues concern unrelated functionality.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most detailed and clearly scoped of the three, but it is still not a canonical duplicate target because the topics are unrelated.", + "best_issue_reason": "issue:10519 is the strongest representative because it describes a specific, actionable feature request with a clear expected behavior. The other issues are broader and unrelated in topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different requests: tokenizer truncation direction vs Wav2Vec2 word time offsets." + "reason": "Different feature areas: truncation behavior for tokenization vs. Wav2Vec2 word boundary timing. No shared code-path or same underlying bug." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Different functionality: truncation behavior vs ReduceLROnPlateau-style scheduling." + "reason": "Unrelated requests: truncation-from-beginning option vs. learning-rate scheduler functionality. They do not describe the same change." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Unrelated topics: learning-rate scheduling vs speech token boundary timestamps." + "reason": "Different models and features: ReduceLROnPlateau-like scheduling vs. extracting time offsets from Wav2Vec2. Only superficial topical similarity." } ] }, @@ -19410,12 +19450,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "16f5ebe336d70c9e95ee6e9061ef2e831443265b3b69ede2aa533065167dfd19", + "prepared_review_unit_hash": "3c470b899234fdeecc28df0c026db395d485f632351a5171015a5f2cf4b31f06", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19423,7 +19463,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19432,24 +19472,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are mostly not duplicates. Two are about model loading, but they point to different failure modes; the Tapas tokenization report is unrelated.", - "confidence": 0.82, - "canonical_issue_reason": "issue:16618 is the broadest and most general model-loading report in the set, so it is the best representative if a single issue must be chosen.", + "summary": "Two of the issues are about model loading, but only one is even loosely related; the Tapas tokenization report is unrelated. I would not merge any of the soft pairs.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 16618 is the best representative because it is the broadest model-loading failure in the set and has the most discussion activity; 15980 is a narrower auth/error-message case and 13244 is unrelated tokenization behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 has the clearest generic symptom wording and is the most plausible cluster anchor among the three.", + "best_issue_reason": "16618 is the most suitable cluster anchor since its title reflects the general user-facing failure mode the cluster most resembles, even though the other issues are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization vs. failing to load bert-base-uncased are different subsystems and different bug classes; no same underlying change or fix is apparent." + "reason": "Different problem area entirely: Tapas tokenization vs a model-loading failure. No evidence they share the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download auth/error-message behavior is not the same as a public model load failure for bert-base-uncased; symptoms and likely code paths differ." + "reason": "Both mention loading/download errors, but 15980 is specifically about the auth/error message for private models while 16618 is about failing to load bert-base-uncased. Too vague to treat as the same bug." } ] }, @@ -19479,40 +19519,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "78dd7e0ef3c51041f23c21ce5d6299bc07c572339903743979b0cd594d1670c8", + "prepared_review_unit_hash": "a72eb33731afad667fa2a85e8ffb6589fcc258bd85976d12ce039b739680346e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1588, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "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 unrelated community-contribution feature requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share only a broad theme of adding architecture support, not the same underlying change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They target different features and different implementation paths.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue; the two issues describe distinct feature requests rather than the same underlying change.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other; if one must be kept as a representative issue, there is no clear canonical choice because they request different features and code paths.", + "best_issue_reason": "No single best issue for this cluster, since the items are unrelated enhancements and neither subsumes the other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different enhancement requests for different subsystems/formats (Flash Attention 2 vs GGUF); they do not describe the same bug or change and would not plausibly be merged into one issue." + "reason": "Different support requests (Flash Attention 2 vs GGUF) with no shared bug/change target." } ] }, @@ -19577,217 +19617,217 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "7d8c929d9a4eaa5c25318a5855fd2f20d73dd423eb609764c8045d86633165b7", + "prepared_review_unit_hash": "7c226aa65190e4f75c164929bf7e210e2c002162d83ffe10fd212037de188d7a", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15980, - "estimated_input_tokens": 3995, - "estimated_eval_tokens": 8246 + "serialized_chars": 15982, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15980, - "estimated_input_tokens": 3995, - "estimated_eval_tokens": 8246 + "serialized_chars": 15982, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mixed. The visible metadata supports one exact duplicate pair, 46222/46226, with identical Thai titles and matching body metadata. The other issues split into distinct explicit i18n titles ([i18n-TR], [i18n-es], [i18n-ro]) and several placeholder-title issues with no body/link metadata strong enough to merge on title similarity alone.", - "confidence": 0.87, - "canonical_issue_reason": "46222 is the best canonical issue for the only clearly duplicated subgroup because it is an exact match with 46226 and has inbound references.", + "summary": "This cluster is mostly repetitive i18n docs-translation issues. The only clear duplicates are the identical placeholder-template issues and the exact Thai-title pair; the language-specific requests themselves should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43834 is the best duplicate anchor: it has the generic template title shared by the closest matching items and represents the repeated placeholder-style issue most centrally.", "canonical_pr_reason": null, - "best_issue_reason": "46222 is the strongest overall issue anchor for triage because it represents the only exact duplicate pair in the cluster.", + "best_issue_reason": "issue:43834 is the strongest global issue representative because it sits at the center of the near-identical template duplicates; the other language-specific issues are not the same underlying request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different visible titles: a specific Turkish i18n request versus a placeholder translation template; no body or link metadata ties them together." + "reason": "Different target language request (Turkish vs. placeholder template); similar docs-i18n wording is not enough to make them the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different visible titles: a specific Turkish i18n request versus a placeholder translation template; no body or link metadata ties them together." + "reason": "Different target language request; these appear to be separate translation topics, not the same bug/change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different visible titles: a specific Turkish i18n request versus a placeholder translation template; no body or link metadata ties them together." + "reason": "Turkish translation request vs. generic placeholder template issue; not the same underlying request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different visible language-coded titles ([i18n-TR] vs [i18n-ro]); the metadata shows separate translation requests." + "reason": "Different language request (Turkish vs Romanian); similar category only, not a duplicate." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different visible language-coded titles ([i18n-TR] vs [i18n-es]); the metadata shows separate translation requests." + "reason": "Different language request (Turkish vs Spanish); not the same issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Different visible titles: a specific Spanish i18n request versus a placeholder translation template; no body or link metadata ties them together." + "reason": "Spanish translation request is distinct from the generic placeholder-template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different visible titles: a specific Spanish i18n request versus a placeholder translation template; no body or link metadata ties them together." + "reason": "Spanish request vs generic placeholder template; similar subsystem but not the same underlying issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different visible language-coded titles ([i18n-es] vs [i18n-ro]); the metadata shows separate translation requests." + "reason": "Spanish vs Romanian translation requests are separate, even if the issue template is similar." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different visible titles: a specific Spanish i18n request versus a placeholder translation template; no body or link metadata ties them together." + "reason": "Different language request; template similarity alone is not enough." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Different visible titles: a specific Romanian i18n request versus a placeholder translation template; no body or link metadata ties them together." + "reason": "Romanian translation issue is not the same as the placeholder-template report." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different visible titles: a specific Romanian i18n request versus a placeholder translation template; no body or link metadata ties them together." + "reason": "Different underlying language request; only the template wording overlaps." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Different visible titles: a specific Romanian i18n request versus a placeholder translation template; no body or link metadata ties them together." + "reason": "Romanian request vs generic placeholder issue; not a duplicate." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "The visible titles are unrelated: a Romanian i18n request versus a Thai-titled issue; the packet shows no shared concrete request." + "reason": "Different title and likely different report; shared i18n flavor is insufficient." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "The visible titles are unrelated: a Romanian i18n request versus a Thai-titled issue; the packet shows no shared concrete request." + "reason": "Different title and different request; not the same issue." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Same placeholder title, but the packet has no body text, explicit targets, or references showing the same concrete issue." + "accept": true, + "reason": "Both have the same generic placeholder title and look like the same template-based duplicate report." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Same placeholder title, but the packet has no body text, explicit targets, or references showing the same concrete issue." + "accept": true, + "reason": "Same placeholder title and nearly identical content; these are the same underlying issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "The visible titles do not identify the same request: placeholder translation template versus a Thai-titled issue, with no shared metadata." + "reason": "The titles differ substantially; similar body template is not enough to merge them." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "The visible titles do not identify the same request: placeholder translation template versus a Thai-titled issue, with no shared metadata." + "reason": "Different titles and different apparent issue text; not clearly the same report." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different visible titles and no shared body/link metadata; the placeholder template does not match the Thai title." + "reason": "Unrelated Thai title; despite body similarity, the issue content does not match closely enough." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Same placeholder title, but the packet has no body text, explicit targets, or references showing the same concrete issue." + "accept": true, + "reason": "Exact same generic placeholder title and near-identical content; clear duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "The visible titles do not identify the same request: placeholder translation template versus a Thai-titled issue, with no shared metadata." + "reason": "Different titles and different apparent requests; do not appear to be the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "The visible titles do not identify the same request: placeholder translation template versus a Thai-titled issue, with no shared metadata." + "reason": "Different title and likely different underlying request; reject duplicate merge." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different visible titles and no shared body/link metadata; the placeholder template does not match the Thai title." + "reason": "Title/content mismatch is too large for a duplicate call." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "The visible titles do not identify the same request: placeholder translation template versus a Thai-titled issue, with no shared metadata." + "reason": "Placeholder-template title vs. unrelated Thai title; not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "The visible titles do not identify the same request: placeholder translation template versus a Thai-titled issue, with no shared metadata." + "reason": "Different title and different apparent request; only the template body is similar." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different visible titles and no shared body/link metadata; the placeholder template does not match the Thai title." + "reason": "Unrelated title and insufficient evidence of the same issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact duplicate: the Thai titles and visible body metadata match, and 46222 has inbound references." + "reason": "These are exact title/body duplicates and look like the same issue submitted twice." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles with different visible text, so they are not the same issue." + "reason": "Different titles; similar body text alone does not make them the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai titles with different visible text, so they are not the same issue." + "reason": "Different titles and no strong evidence they are the same underlying report." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The exact duplicate call on 46222/46226 is grounded, but the broader summary and several soft-edge reasons go beyond the packet. In particular, 43834/44365/44370 all have the same placeholder title and only soft-similarity evidence; the packet does not show they are different language requests, so that part is overconfident. Please keep the cluster description and pair reasons strictly tied to the visible titles/body metadata." + "accept": true, + "feedback": "The clustering is grounded in the packet: the identical placeholder-title issues and the identical Thai-title pair are the only clearly duplicate-looking groups, while the Turkish/Spanish/Romanian requests are conservatively kept separate. The soft-edge accepts are supported by identical titles plus very high similarity, and the rejects do not overclaim on weaker, language-specific overlaps." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19877,202 +19917,202 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "260743dceed40fee5e79a496bd50cd62850da40cb93f0ee662395e8db5c37bfe", + "prepared_review_unit_hash": "8baf21218bfbf729e35cc6ea38db302fd5811e7695fadcb173c6c4ca36027996", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28621, - "estimated_input_tokens": 7156, - "estimated_eval_tokens": 14568 + "serialized_chars": 28619, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28621, - "estimated_input_tokens": 7156, - "estimated_eval_tokens": 14568 + "serialized_chars": 28619, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is only loosely related by topic (mostly model-addition/support requests); the items are not duplicate-level matches and span different models, modalities, and use cases. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43837 is the most central concrete support request in the similarity graph, but this is not a true duplicate cluster; the other items are mostly distinct model requests.", + "summary": "This is a loose cluster of model-addition/request issues, not a duplicate set. The titles are superficially similar, but they refer to different models, modalities, or architectural features. I\u2019d use issue 46133 as the best anchor because it has the strongest discussion signal and a concrete, well-scoped request.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46133 is the most active, concrete open model-request in the set, so it\u2019s the best anchor for the cluster even though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43837 is the best single anchor only because it is a clear, specific model-support request with many soft links; however, the linked issues are still different changes, so it should not be treated as a duplicate canonical.", + "best_issue_reason": "Issue 46133 has the richest discussion and a clearly defined request (TIPSv2), making it the most representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Both are keypoint matcher requests, but RoMa vs LoMa are different models and changes; not the same underlying feature." + "reason": "Related keypoint matcher topics, but RoMa and LoMa are different models; not the same underlying request." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matching vs MiniCPM3 architecture are unrelated model requests." + "reason": "Different domains and models: keypoint matching vs MiniCPM3 architecture support." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config addition and DEIMv2 support are different model entries." + "reason": "Both are model requests, but EuroBert and DEIMv2 are unrelated models." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config work and Qwen3-TTS support are different model families and modalities." + "reason": "Different model families and modalities; EuroBert config vs Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are unrelated models; same broad area only." + "reason": "Different models and tasks: EuroBert vs RF-DETR." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are different model support requests." + "reason": "Unrelated requests; EuroBert is not the same as XiaoMi MiMo." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection models, not one concrete change." + "reason": "Different object-detection models; RF-DETR and DEIMv2 are not duplicates." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model additions." + "reason": "Different model families and modalities; RF-DETR vs LFM2.5 Audio." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs a weight-sparse transformer request are different code paths and model types." + "reason": "Different architecture types; RF-DETR is not the same as the weight-sparse transformer request." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models and different support work." + "reason": "Different tasks and models; RF-DETR is unrelated to Qwen3-ASR." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated features." + "reason": "Different modalities and models; RF-DETR is not Qwen3-TTS." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model additions." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request are different architectures and tasks." + "reason": "Different model types; NeoBERT vs weight-sparse transformer." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated requests." + "reason": "NeoBERT and LFM2.5 Audio are different model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models; no shared concrete bug/change." + "reason": "Different models and use cases; RF-DETR vs NeoBERT." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model additions." + "reason": "Different model families; NeoBERT is not ModernVBERT." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are different model families and modalities." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture and the weight-sparse transformer request are unrelated changes." + "reason": "MiniCPM3 architecture vs sparse-transformer request; not the same change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT models are different requests." + "reason": "MiniCPM3 and ModernVBERT are different models." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are distinct model tasks." + "reason": "Different audio/text model support requests; MiniCPM3 vs Voxtral TTS." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model support requests." + "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different model families and tasks." + "reason": "ModernVBERT models and Qwen3-ASR are unrelated requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are unrelated." + "reason": "Different model families; ModernVBERT is not Qwen3-TTS." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are different model additions." + "reason": "ModernVBERT and XiaoMi MiMo are distinct model requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are different feature requests." + "reason": "Broad BERT/RoPE discussion vs a specific TTS model support request; not the same change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like RoPE support are overlapping only at a broad BERT theme, not the same change." + "reason": "ModernVBERT models vs generic BERT-like RoPE support are different requests." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "RoPE support for BERT-like models and XiaoMi MiMo are different requests." + "reason": "BERT-like models with RoPE and XiaoMi MiMo are not duplicates." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support and Mirko Privitera are unrelated." + "reason": "BERT/RoPE architecture request vs an unrelated user-name issue." }, { "left": "issue:42954", @@ -20084,97 +20124,97 @@ "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are different models and modalities." + "reason": "Different model families and modalities; MiMo vs Qwen3-TTS." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model additions." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + "reason": "Not a technical duplicate; one is a model request, the other is a person-name issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related only by naming; they are different modalities and separate support changes." + "reason": "Related Qwen3 items, but TTS and ASR are different support requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations, not the same change." + "reason": "Both audio-oriented, but Qwen3-TTS and Voxtral TTS are different models and likely separate changes." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the weight-sparse transformer request are different features." + "reason": "Different model families; Qwen3-TTS is not the sparse-transformer request." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are both audio-related but are different models and different support work." + "reason": "ASR support and LFM2.5 Audio are different model additions." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model requests." + "reason": "Qwen3-ASR and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and the weight-sparse transformer request are unrelated." + "reason": "Different tasks and architectures; Qwen3-ASR vs sparse-transformer." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + "reason": "Both speech-related, but Qwen3-ASR and Voxtral TTS are different models and changes." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different support requests." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model requests despite both being vision-language related." + "reason": "EUPE and TIPSv2 are different model papers/architectures, not duplicates." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and Mirko Privitera are unrelated." + "reason": "ModernVBERT models is unrelated to the person-name issue." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support is unrelated to the person-name issue." } ] }, @@ -20204,7 +20244,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "e6efc02b755ec3068c4726697eb6e754dabb330486ee94fb32a1be05cd6df1b6", + "prepared_review_unit_hash": "d1221c607dc11eef332445d9f06cdb0099cd48aaa05314300143eaef55d8b448", "component_budget": { "node_count": 2, "item_count": 2, @@ -20226,18 +20266,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity signal is too weak to indicate duplication.", + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate or same-underlying-bug signal here.", "confidence": 0.98, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 46443 is the more substantive engineering task; issue 38740 is a documentation-oriented request and is clearly not the same problem.", + "canonical_issue_reason": "No canonical issue: the issues cover different topics, with no shared scope or target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the better representative because it describes an actual code refactor in a specific model component, whereas issue 38740 is a standalone docs enhancement.", + "best_issue_reason": "No single best issue for a duplicate cluster; if forced, #46443 is the more substantive code issue, but it does not match #38740.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Reject: these concerns do not describe the same underlying bug or change. One is a docs addition about Pruna, the other is a Vision RoPE refactor in a different subsystem with no shared targets or filenames." + "reason": "Different domains and intents: docs/optimization-framework request versus vision model RoPE refactor. No evidence they describe the same underlying issue." } ] }, @@ -20267,7 +20307,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "31e8894881b851c195a93399ab05d1b027afea12e41c25f5d1afe757e28008f5", + "prepared_review_unit_hash": "8d398774308517a756197d0adb6b7dd792d87be78617ac97927ca0c73e2e47cf", "component_budget": { "node_count": 2, "item_count": 2, @@ -20289,18 +20329,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different topics: one requests block decoding behavior, while the other asks for DeepSeek v3.2 model support. There is no sign they describe the same underlying bug or change.", + "summary": "The two issues are about different concerns: block decoding versus model support. They do not look like duplicates or parts of the same underlying bug/change.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the titles and implied scopes are unrelated, with no shared targets or code-level evidence tying them together.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global best for the cluster because they do not form a duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "These are different feature requests/problems: block decoding vs model-version support. The similarity is only superficial and does not indicate the same underlying change." + "reason": "Titles and context are unrelated: one requests Set Block Decoding, the other requests DeepSeek v3.2 support. No shared code path or concrete duplicate signal." } ] }, @@ -20330,7 +20370,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "fe7363c30fa1660cb10a7f05ea4dc3e075e2428e2135f716f0bc8b717edf3dde", + "prepared_review_unit_hash": "6c81dc9b393f4eca26af46a3ff30baa199b58aeb1a4db83f6095fa10fd3b9c28", "component_budget": { "node_count": 2, "item_count": 2, @@ -20352,18 +20392,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both mention tiled/memory-saving model components, but they target different features and code paths: FLCE/LigerFusedLinearCrossEntropy flag wiring in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not look like the same underlying bug or change request.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 41826 is the broader feature request around memory-footprint reduction; 41306 is a narrower configuration/wiring request for a different component.", + "summary": "The two issues are both about model efficiency, but they describe different features in different code paths: FLCE/TiledFusedLogitsLoss support in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not appear to be duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "41826 is the better cluster representative because it is the more general and product-facing request about memory savings, while 41306 is a specific flag exposure problem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Both are about tiled optimization/memory reduction, but one is specifically about exposing a FLCE flag in `from_pretrained()` and the other about adding TiledMLP support. Different components and likely different implementation paths." + "reason": "Different requested changes and targets: one is a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other is adding TiledMLP for memory reduction. Shared optimization theme is too broad to treat as the same underlying issue." } ] }, @@ -20393,7 +20433,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "9f6090a3384c2bdef18d1f96996cb6c2a220e8ffde747d5725676de80386656b", + "prepared_review_unit_hash": "e7caec58cd36a94f68b60faf9ebc6b15e18d52bca1fae6cd7b079f1f88e455c6", "component_budget": { "node_count": 2, "item_count": 2, @@ -20415,18 +20455,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both about custom trainers in `Trainer`, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They are related in theme but not duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #43598 is the broader, more representative Trainer customizability concern; #43600 is a separate FLOPS-estimation problem.", + "summary": "These two issues are related only at a broad theme level (custom trainers in Trainer), but they describe different behaviors and fixes: one concerns `remove_unused_column` customizability, the other concerns FLOPs estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43598 is the more concrete Trainer behavior report, but it is not a duplicate of issue:43600; the two issues target different code paths and user-visible problems.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better cluster representative because it targets the core Trainer customization behavior rather than a narrower accounting edge case.", + "best_issue_reason": "issue:43598 is slightly better as a representative issue for the cluster because it is more specific and action-oriented, but it still does not subsume the FLOPs-estimation problem in issue:43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the general context of custom trainers, but the underlying problems differ: one concerns `remove_unused_column`, the other concerns FLOPS estimation. Not the same bug." + "reason": "Both mention custom trainers, but one is about `remove_unused_column` behavior in `Trainer` while the other is about FLOPs estimation. Different symptoms, different fixes, so they are not the same underlying bug." } ] }, @@ -20456,7 +20496,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "ca396277310ed4044d4b6a6c3b1d9494e027e32a1429e88c6bd5499e0e98e106", + "prepared_review_unit_hash": "d6d32d67f5c156dad45907aeaaa847dd1a0657439368083d4ac72f36f5e98059", "component_budget": { "node_count": 2, "item_count": 2, @@ -20478,18 +20518,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both model-registration requests, but they target different model families and different auto classes, so they do not look like the same underlying issue.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader and earlier request: it asks for Qwen3-Omni registration in both AutoModel and AutoModelForConditionalGeneration, which makes it the better representative of the Qwen3-Omni registration gap.", + "summary": "These are related only at a very high level (missing AutoModel support), but they target different Qwen model families and different auto classes, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader and more central request: it asks for Qwen3-Omni registration in AutoModel and AutoModelForConditionalGeneration, making it the better representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best issue candidate because it covers a concrete registration omission and is broader in scope than the sequence-classification-only request.", + "best_issue_reason": "#43684 is the best issue to keep as the representative item, but it is not a duplicate of #44405 because the model family and requested auto-class support differ.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different targets: Qwen3-Omni auto-model registration versus Qwen3.5 AutoModelForSequenceClassification support. They concern different model variants and different auto-class paths, so they are not the same bug/change." + "reason": "Different model families (Qwen3-Omni vs Qwen3.5/Qwen3_5Config) and different requested auto classes (generation/model registration vs sequence classification support); too semantically distinct to be duplicates." } ] }, @@ -20526,12 +20566,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "070f5b608a857c15247f2e59059837d7dbad9a05a4536d392148dbeaa54bfe0a", + "prepared_review_unit_hash": "5c92c57b697b0b7a2af91952ce3ac1a77d5ab15c96b98f5176fbeffa7a934274", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20539,7 +20579,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4265, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -20548,58 +20588,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The duplicate cluster is most plausibly the three closed issues titled \"huggingface\"; 43835 titled \"Fett\" looks separate. The evidence here is limited to title matching and soft-similarity scores, so the duplicate call should stay conservative.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43845 is the earliest of the three matching \"huggingface\" reports and is a reasonable representative for that duplicate set.", + "summary": "This is a low-signal cluster of near-empty issues: three share the exact generic title \"huggingface \" and one has a different title, \"Fett\". There is not enough substantive content to confirm any true duplicate relationship, though the three identical-title issues look like the closest cluster.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43845 is the best representative of the repeated-title group because it is the earliest of the three identical \"huggingface \" issues; the others add no meaningful content beyond slight timing/activity differences.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best issue representative because it is the earliest item in the likely duplicate trio and matches the shared title pattern.", + "best_issue_reason": "Issue 43845 is the most suitable issue to keep as the cluster anchor because it is the earliest duplicate-like report among the only clearly related set, making it the cleanest reference point for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles; with only soft similarity and no shared targets/files, 43835 ('Fett') does not look like the same report as the \"huggingface\" issues." + "reason": "Different titles and no body/diff evidence; soft similarity alone is not enough to treat them as the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete overlap beyond soft similarity, so this does not look like the same underlying issue." + "reason": "No concrete shared bug description or target; the titles are not the same and the content is too sparse." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" is distinct from the repeated \"huggingface\" title, and there is no stronger evidence of a shared bug report." + "reason": "Insufficient evidence of the same underlying problem; only weak textual similarity is present." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "These have the same title and a high soft-similarity score, so they plausibly refer to the same underlying issue." + "accept": false, + "reason": "Exact same generic title, but there is no substantive body detail to verify they report the same bug rather than two separate reports." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "These share the same title and show strong soft similarity, which is enough to treat them as likely duplicates." + "accept": false, + "reason": "Same generic title, but the issue content is too empty to confidently merge as a duplicate." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title plus strong soft-similarity evidence makes these look like the same underlying issue report." + "accept": false, + "reason": "Same generic title, but no concrete description or linkage proves a single underlying issue." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The clustering summary is mostly grounded, but the analyst overstates the evidence in a few places. In particular, the packet only shows matching titles and soft-similarity scores; it does not provide body text, so phrases like \u201crepeated title/body pattern\u201d and \u201cnear-identical\u201d are stronger than the evidence supports. The duplicate judgment among the three \u2018huggingface\u2019 issues is plausible, but the rationale should stay closer to the available data and be more conservative." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20637,7 +20674,7 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "0491817e9d6becd235c32fe98290b96df50e972ed17cfc49d13c3e22df575429", + "prepared_review_unit_hash": "e311c4b2c006a07ded7153ae217cd22e54ac556816f8e27130fd97877b0cb220", "component_budget": { "node_count": 6, "item_count": 6, @@ -20659,84 +20696,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items look like unrelated spam/placeholder issues rather than duplicates of one underlying bug or change. No PRs are present, and none of the soft-similarity pairs should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue stands out because the items do not describe the same problem; they are mostly spammy or generic posts with unrelated titles.", + "summary": "This cluster does not look like a real duplicate set. The items are mostly low-information spam/placeholder issues plus a generic docs suggestion and two unrelated topical titles, with no bodies, links, files, or shared targets to tie them to the same concrete problem.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue is justified from the metadata: the issues do not describe the same underlying bug or change, and there is no shared technical target to anchor a duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative for the cluster because there is no shared technical topic to consolidate.", + "best_issue_reason": "issue:47036 is the most descriptive and least spam-like item ('Community benchmark tip'), so it is the best representative if one must be chosen, but it is still not a strong duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders, but they do not describe the same underlying issue." + "reason": "Both are spam/placeholder titles, but there is no concrete shared bug or change to justify treating them as duplicates." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders, but they are not the same bug/change." + "reason": "Both are spam/placeholder titles, but the metadata gives no evidence of the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a vague documentation suggestion; no shared underlying problem." + "reason": "Spam placeholder vs. documentation enhancement; these are not the same problem." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Unrelated spam placeholder versus community tip; not a duplicate report." + "reason": "Spam placeholder vs. community benchmark tip; unrelated topics with no shared target." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different unrelated spam content; no common bug or change." + "reason": "Spam placeholder vs. 'Check out \"Google LLC\"'; no sign of the same underlying bug or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation idea is not the same as a spam placeholder issue." + "reason": "Documentation suggestion vs. spam placeholder; no concrete overlap in problem or fix." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "These do not describe the same concrete problem or change." + "reason": "Documentation suggestion vs. spam placeholder; unrelated." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but they are distinct unrelated posts rather than one report." + "reason": "Both are spam placeholders, but that alone is not evidence of the same underlying issue." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; no shared underlying issue." + "reason": "Spam placeholder vs. community benchmark tip; different topics." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Different unrelated spam content, not a duplicate." + "reason": "Spam placeholder vs. Google LLC mention; unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "These are unrelated posts and do not target the same problem." + "reason": "Spam placeholder vs. community benchmark tip; no shared concrete issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different content and intent; not the same issue." + "reason": "Spam placeholder vs. Google LLC mention; unrelated." } ] }, @@ -20766,7 +20803,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "1fa3478aa249d6401b7780a4d0bccd30a0030a90cc6ad66e4116c3eb9c341985", + "prepared_review_unit_hash": "cd3378ef2fb1df2aa032525669a5023c660b5e5971aae0382a78ba8d2ddf0db0", "component_budget": { "node_count": 2, "item_count": 2, @@ -20788,27 +20825,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are likely duplicates: they share the exact title, were opened within hours of each other, have very similar body lengths, and the pair has a soft_similarity signal. #45145 is the best representative because it is earlier and has the only inbound reference.", - "confidence": 0.79, - "canonical_issue_reason": "Choose #45145 as canonical because it is the earlier filing and has slightly more link signal (one inbound reference), making it the better representative for this likely duplicate report.", + "summary": "These two closed issues are near-identical duplicates with the same title and highly similar bodies; issue #45145 is the better canonical choice because it has the earlier timestamp and an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is earlier and has an inbound reference, so it is the best canonical issue among the duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative because it was opened first and has the stronger external signal among the two; #45151 appears to be a later duplicate of the same report.", + "best_issue_reason": "#45145 is the strongest representative of the issue cluster for the same reason: earlier plus more reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title, close creation times, similar body lengths, and a soft_similarity signal make this likely a duplicate issue pair, even though the evidence is not strong enough to be definitive." + "reason": "Same title and highly similar content; they appear to describe the same underlying issue, so this is a true duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The conclusion is plausible, but the analyst overstates the evidence. The packet only directly supports same title, close creation times, similar body length, and a soft_similarity signal; it does not show the bodies are actually 'strongly similar' or that there is 'no distinguishing metadata.' The 0.98 confidence is also too strong for this level of evidence. The soft-edge accept=true is a bit too assertive given deterministic_accept=false and only moderate similarity signal." + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, very similar body sizes, and soft-similarity evidence, with #45145 earlier and carrying an inbound reference. The canonical choice is conservative and supported. No overstatement that would require rejection." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20886,40 +20923,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "ffe7623028f1e98b327a55a36c73f25b2c3ed9ba971e0774de75e730655ce96e", + "prepared_review_unit_hash": "b7ce476aa62f2770c5630fa3610e0a88df5c6bf5670c1ba8c72d693270005110", "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": "These two closed issues look like unrelated spam/personal-name posts, not duplicates of the same bug report. There is no clear canonical issue in this cluster.", + "summary": "Two closed issues with similarly formatted personal-name titles, but they refer to different people and dates, so they do not look like duplicates of the same underlying bug or request.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Either issue could serve as the cluster representative, but there is no substantive issue content and no evidence they describe the same problem; I would not treat one as canonical over the other.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a meaningful bug report or a better representative of a shared problem; both appear to be standalone spam/irrelevant entries.", + "best_issue_reason": "Issue #45762 is as suitable a representative as #45763, but neither contains actionable bug/report details.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are different personal names with different dates and contain no shared bug context, target, or description indicating the same underlying issue." + "reason": "The titles name different individuals with different birth dates; this is superficial similarity, not the same underlying issue." } ] }, @@ -20949,40 +20986,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "137225402133f273d8829f6743d80b0fc649d8160a718b1254a8e4b09f8b658f", + "prepared_review_unit_hash": "3d0963bd171944038f95981af5685d479a13d08a26750555d0e47b0b883dae24", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated, name/date-style posts with no technical content or shared problem statement, so they should not be clustered as duplicates.", + "summary": "Both items are non-technical, closed issues consisting only of a person\u2019s name and a date. They do not describe the same bug or feature and look like unrelated noise/spam rather than duplicate product issues.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a meaningful canonical representative; both lack any bug report, reproduction steps, or product context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named entries with different dates and no body/context indicating the same underlying issue; this does not look like a duplicate." + "reason": "They share only a loose naming/date pattern. There is no evidence of the same underlying issue, code path, or product defect." } ] }, @@ -21012,40 +21049,40 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "27b884051499e6204dc95cf09f9a35183a96f22dbafece899c6fba8d11845b72", + "prepared_review_unit_hash": "1814f983c5f89601d0808a5b4439bae42936eee6f5a5f30f1bc78fd5036005d1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class, while the other requests FP8 training support. They touch different features and code paths.", - "confidence": 0.98, - "canonical_issue_reason": "issue:46295 is the broader, more generally scoped request and has more inbound discussion, so it is the better representative issue in this set.", + "summary": "These two issues are not duplicates: one asks for a new Qwen3_5 token-classification model, the other requests FP8 training support. They target different functionality and different code paths, so the soft similarity should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46295 is the most central standalone issue here because it appears broader and more active than the model-addition request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: adding a token-classification model class vs enabling FP8 training support. They do not describe the same bug or change." + "reason": "Different requests with no shared underlying bug or change: model-class addition for token classification vs FP8 training support. They would not be merged into one issue or fixed by the same code path." } ] }, @@ -21085,91 +21122,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "64806193afc2b183845d500e1f23ea840e9531fd4d2a51e692e972b92dae658c", + "prepared_review_unit_hash": "d635171dcbd3132e7867ec33742cb1f439e411783db1592f600375a6631a2c04", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. The dataset-bundle issue (45869) is only loosely related to the others and should not be merged with them.", + "summary": "There are two very likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is separate. The evidence supports near-duplicates based on identical titles, identical body lengths, and maximal similarity, but not a literal claim that the bodies are identical.", "confidence": 0.88, - "canonical_issue_reason": "Issue 45870 is a good canonical representative because it is the earliest exact duplicate pair for the repeated \u201cExample: Financial time series prediction with DataForge\u201d report and is cleaner to retain as the primary thread.", + "canonical_issue_reason": "Issue 45870 is a good canonical representative for the 45870/45871 pair because it is the earliest item in a very likely duplicate pair with identical title and matching body length/similarity.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best single issue to keep as the representative item among the near-identical reports; it has an exact duplicate and the title is the clearest standalone example.", + "best_issue_reason": "45870 is the strongest global issue representative among this set: it anchors one of the two very likely duplicate pairs and is earlier than 45871, while 45869 is unrelated and 45872/45873 form a separate duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same general finance/dataset theme, but this looks like a dataset offering versus an example post; not the same underlying issue." + "reason": "Different topics: a financial data bundle request versus a financial time-series example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related topic, but the dataset-bundle post is not the same concrete report as the example issue." + "reason": "Different topics: a financial data bundle request versus a financial time-series example." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact title match and same body shape; these are the same issue." + "reason": "Very likely duplicates: identical title, identical body length, and maximal similarity suggest the same underlying issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge and finance, but one is an example and the other is a scraping-service post; different underlying requests." + "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: only broadly similar theme, not the same concrete issue." + "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Exact duplicate of 45870, but not the same underlying issue as the scraping-service request." + "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same reason as 45871/45872; different request despite shared finance/DataForge wording." + "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact title match and same body shape; these are the same issue." + "reason": "Very likely duplicates: identical title, identical body length, and maximal similarity suggest the same underlying issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the identical-title, jaccard-1.0 pairs 45870/45871 and 45872/45873 are reasonably treated as duplicate clusters, while 45869 is only loosely related and kept separate. The soft-edge verdicts are conservative and align with the available evidence." + "accept": false, + "feedback": "The pairing judgments are mostly sensible, but the writeup overstates the evidence. The packet only shows identical titles, identical body lengths, and soft-similarity/jaccard scores; it does not show the bodies themselves, so calling 45870/45871 and 45872/45873 \"exact duplicates\" or saying their bodies are identical is stronger than the packet supports. Safer wording would be \"very likely duplicates\" or \"near-duplicates.\" The note that 45870 is \"more concise/clear\" is also not grounded in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21193,7 +21230,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "79b1e5f076b6b55be1de1645a7e0b60bc71d0dc1c6aaa634d9bf2741d5bdab4e", + "prepared_review_unit_hash": "1f669d948f4b96d292bc1b390ab4efa05cc37d62eb3df47a4d57e148f30d81f8", "component_budget": { "node_count": 2, "item_count": 2, @@ -21215,18 +21252,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern `cache_implementation=\"static\"` and `linear_attention`, but they describe different failure modes: one is a shape-corruption `RuntimeError`, the other a `KeyError` in Qwen3.5. Related, but not clearly the same underlying bug from the available evidence.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader root-cause class (`early_initialization` breaking linear-attention layers) rather than a single model-specific crash symptom.", + "summary": "These two issues are related to static-cache behavior in linear-attention models, but they appear to describe different failure modes: one is shape corruption during early initialization, the other is a Qwen3.5 KeyError for a missing `linear_attention` entry.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying static-cache/linear-attention corruption more generally, while 46441 looks like a specific model-triggered crash variant.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best issue candidate overall: it is more general, points at the likely underlying static-cache initialization problem, and can subsume narrower reports.", + "best_issue_reason": "46439 is the strongest representative of the cluster since it states the core bug class and the concrete runtime consequence more broadly than the model-specific KeyError report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Same area, but the reported bugs differ concretely (`RuntimeError` shape corruption vs `KeyError: 'linear_attention'`), so there is not enough evidence they are the same underlying defect." + "reason": "Both mention static cache and linear attention, but the reported failures differ materially: wrong-shape RuntimeError from early initialization vs `KeyError: 'linear_attention'` in Qwen3.5. They may be related, but not clearly the same underlying bug/fix." } ] }, @@ -21256,12 +21293,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "66c3e2d38afcea752b232ce89d261d55dac4eac22e82b348091e36dd403f0ce9", + "prepared_review_unit_hash": "b9a06fe536fea25b578dba3f1eb7d9350a213732609d3945494f7f2b8c9e65ae", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21269,7 +21306,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21278,24 +21315,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are exact duplicates: same title, same body, same bug in Wav2Vec2CTCTokenizer v5. Issue #46552 is the better canonical issue because it is open and already has inbound references, while #46551 is closed.", + "summary": "These two issues are near-perfect duplicates: same title, same described bug in Wav2Vec2CTCTokenizer v5, and no conflicting evidence. The open issue is the better canonical tracker.", "confidence": 0.99, - "canonical_issue_reason": "#46552 is the stronger canonical issue: it is open, has inbound references, and matches the same exact report as #46551.", + "canonical_issue_reason": "issue:46552 is open and appears to be the active duplicate of the same bug report, so it is the better place to keep discussion and resolution.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 best represents the cluster because it is the active report for the identical tokenizer special-token leak bug.", + "best_issue_reason": "issue:46552 is the best issue candidate because it is still open and has inbound references, while the other instance is already closed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact duplicate issue reports: identical title, identical body, and the same underlying Wav2Vec2CTCTokenizer v5 special-token bug." + "reason": "Same title and same underlying tokenizer bug; the content matches closely enough to treat them as duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well-grounded in the packet: both issues have the same title, the same body length, and a Jaccard similarity of 1.0, so treating them as duplicates is reasonable. The canonical choice of #46552 is also supported by the packet because it is open and has inbound references, while #46551 is closed. No mergeability issues apply since this is an issue pair, not a PR pair." + "feedback": "The decision is grounded in the packet: both issues have the same title and identical body length, and the open issue has inbound references. The soft-edge acceptance is conservative given the strong textual match, and the wording avoids claiming anything beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -21322,40 +21359,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "fde121ff9bf08ef0ccbb105bb260e155feedd88c5b7f3405d3836f6251ddfa9c", + "prepared_review_unit_hash": "a5f9afa39e6465919e1d658ea8d818246c452a3a7a13cc04d9b300d4825354c6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1568, - "estimated_input_tokens": 392, - "estimated_eval_tokens": 1040 + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1568, - "estimated_input_tokens": 392, - "estimated_eval_tokens": 1040 + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are in the same broad training/object-detection area, but they describe different problems: a tensor shape mismatch versus an out-of-memory condition after several epochs. They should not be deduplicated.", + "summary": "These two issues are related to object detection training but describe different failure modes: one is a tensor size mismatch error, the other is out-of-memory during later epochs of RT-DETR v2 training. They should not be merged as duplicates.", "confidence": 0.96, - "canonical_issue_reason": "Issue 46657 is the more specific, concrete report and best anchor for the cluster; 46692 describes a different failure mode (OOM during RT-DETR v2 training) rather than the same underlying bug.", + "canonical_issue_reason": "Issue #46657 is the better canonical issue because it states a more concrete, broadly described training failure (tensor size mismatch) and is closed, making it a cleaner reference point than the newer OOM report.", "canonical_pr_reason": null, - "best_issue_reason": "46657 is the better representative issue because it names a precise runtime error ('size of tensors mismatch'). 46692 appears to be a separate resource/memory issue.", + "best_issue_reason": "Issue #46657 is the strongest representative issue in this cluster due to its clearer symptom description and broader applicability to the underlying training bug category.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Reject: the titles point to different underlying bugs and symptoms. A tensor-size mismatch during object-detection training is not the same as memory exhaustion after some epochs in RT-DETR v2, even though both occur in training." + "reason": "Different underlying problems: tensor shape mismatch during training vs memory exhaustion after some epochs. Similar domain, but not the same bug or code path." } ] }, @@ -21385,7 +21422,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "ab1dfb8e4df510766853854e845d4e332838cdd4bfc22e1323e896fc929d2408", + "prepared_review_unit_hash": "c308b8473b3edc3533bd7ae26984bfb718fe4fc9c67b9ba0b75b24a0fc89a7b3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21407,18 +21444,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different loading bugs in different code paths: ZeRO-3 zero.Init partitioning/OOM vs 4-bit device_map/max_memory CPU dispatch. They should not be treated as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue; the two issues describe distinct failure modes in separate subsystems (ZeRO-3 partitioning vs 4-bit auto-dispatch behavior).", + "summary": "These are superficially similar open issues about model loading, but they describe different failure modes in different code paths: ZeRO-3 partitioning/OOM versus 4-bit device_map dispatch to CPU/ValueError.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the two reports are not duplicates and target different subsystems and symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good cluster representative for the other because they are unrelated bugs and not mergeable into a single duplicate target.", + "best_issue_reason": "46822 is the more specific, self-contained bug report, but it should not be treated as a duplicate of 46823.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs: one is ZeRO-3 zero.Init failing to partition a composite submodule, the other is 4-bit loading with device_map/max_memory sending modules to CPU incorrectly." + "reason": "Reject: one issue is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, while the other is about 4-bit load_in_4bit with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising ValueError. Different underlying bugs." } ] }, @@ -21481,196 +21518,196 @@ "issue:46985|issue:47053", "issue:46969|issue:47053" ], - "prepared_review_unit_hash": "6284bb4510c0fb40caacb43971c8f48d3f4a2e31deac9bd6cecca40555e357d1", + "prepared_review_unit_hash": "2f8b3579b3df661a5b699efcf2546cfb1fffa9102c5e95c6690dd05525be70f7", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 27, - "serialized_chars": 14785, - "estimated_input_tokens": 3697, - "estimated_eval_tokens": 7650 + "serialized_chars": 14782, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 27, - "serialized_chars": 14785, - "estimated_input_tokens": 3697, - "estimated_eval_tokens": 7650 + "serialized_chars": 14782, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like a dated series of daily triage issues for the same area, but the available metadata does not show a shared underlying bug or fix. I would not merge them as duplicates on title/template similarity alone.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 46906 is the earliest in the series and has the strongest inbound reference count, so it is the best anchor if the cluster is being represented by a single issue.", + "summary": "These are recurring \"[serge] integration failure triage\" issues for different dates, so they look like separate daily triage reports rather than duplicates of one underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46906 is the earliest item and has the strongest activity, so it is the best anchor if this date-series is being grouped together; however, it is still a distinct daily triage report from the others.", "canonical_pr_reason": null, - "best_issue_reason": "Among the issues, 46906 is the most representative hub: earliest created and most-linked, with no evidence that another issue is a better canonical representative.", + "best_issue_reason": "issue:46906 is the most representative cluster anchor because it starts the sequence and has the highest observed engagement among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template and adjacent dates, but no evidence they track the same underlying failure; likely separate daily reports." + "reason": "Same triage template, but the dates differ (2026-06-26 vs 2026-06-27), so these are separate daily reports." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Strong textual similarity, but these read as distinct day-specific triage entries rather than one duplicate defect." + "reason": "Different daily triage entries; the date changes, so they are not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Similar series title only; no body or diff evidence that the underlying incident is the same." + "reason": "Same series title, but each date represents a distinct triage report, not a duplicate bug." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Date-stamped triage posts are not enough to establish duplicate status; likely separate reports." + "reason": "The titles only match as a template; the 2026-06-26 and 2026-06-30 reports are separate." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Both are triage issues, but the metadata only supports a recurring template, not one shared bug." + "reason": "Daily triage issues for different dates; similar wording alone is not enough to merge them." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent triage posts with the same template, but no concrete evidence of the same failure mode." + "reason": "These are adjacent-day triage reports, not one concrete bug/change." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Looks like another daily triage entry in the series, not a duplicate of a specific underlying issue." + "reason": "Same recurring triage format, but different dates mean different issue instances." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "High similarity is explained by the repeated triage format; no shared bug details are available." + "reason": "Date-specific triage issues; no evidence they describe the same underlying failure." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "Same broad subsystem and template, but not enough to say these are the same incident." + "reason": "Different date in the same reporting series, so this is not a duplicate." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Similar dated triage entries, but nothing indicates the same root cause or resolution target." + "reason": "The shared title is just a daily triage pattern; these reports are date-separated." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "These appear to be separate daily reports rather than duplicate issues." + "reason": "Same series, but the date and likely incident context differ." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Template similarity only; no evidence of one underlying bug being tracked twice." + "reason": "Separate daily integration-failure triage issues, not the same bug." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same triage-series pattern, but not enough signal to merge as duplicates." + "reason": "Both are triage logs with different dates; they should stay separate." }, { "left": "issue:46969", "right": "issue:46998", "accept": false, - "reason": "The titles match a recurring report format; no concrete shared failure is visible." + "reason": "The title template matches, but each date corresponds to a distinct report." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Likely separate daily triage items; similarity is too generic to prove duplication." + "reason": "These are different daily triage issues rather than one concrete code-path problem." }, { "left": "issue:46969", "right": "issue:47049", "accept": false, - "reason": "No evidence beyond the repeated triage naming convention that these describe the same bug." + "reason": "Same recurring triage series, but not the same artifact." }, { "left": "issue:46969", "right": "issue:47053", "accept": false, - "reason": "Same series, but the available metadata does not establish a single underlying defect." + "reason": "Different date-based triage reports; no duplicate evidence beyond the template." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Two consecutive triage reports; similar wording is expected and does not imply duplicate status." + "reason": "Adjacent daily reports, but still distinct triage issues." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "No body/diff evidence of the same code-path problem, only the shared triage template." + "reason": "The date changes, so this is a separate triage item." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "These look like separate daily issue reports, not one issue reopened under a new date." + "reason": "Same broad topic, but different day-specific reports should not be merged." }, { "left": "issue:46985", "right": "issue:47053", "accept": false, - "reason": "Insufficient evidence of the same underlying failure; the match is only in the recurring title format." + "reason": "Different daily integration-failure triage issue; not a duplicate." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Recurring integration-triage formatting is not enough to treat these as duplicates." + "reason": "These are consecutive triage reports for different dates, not one underlying bug." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "The metadata suggests a series of reports, not one repeated bug report." + "reason": "Same recurring title, but the date separation indicates separate issues." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Same template, different day; no concrete shared defect evidence." + "reason": "Date-specific triage entries; no concrete shared bug/change to merge." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Similar titles alone do not show the same underlying failure or fix." + "reason": "Both are daily triage issues in the same series, but they are not duplicates." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Likely separate triage entries in a daily sequence rather than duplicates." + "reason": "The reports are for different dates, so they are separate artifacts." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Adjacent date-stamped triage reports; no indication they are the same issue." + "reason": "Same template and subsystem, but distinct daily triage reports with different dates." } ] }, @@ -21700,7 +21737,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "f78da9fb09e1e776166274b0a1415aa095bfdd39e6672e232ac37d3ae2ee14d4", + "prepared_review_unit_hash": "584110f6eaa1a7c5dfb5efe2e3be2275d0f44e2d2b8b972f3c609af5a0a94dc5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21722,27 +21759,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like likely duplicates of the same RWKV7 support request: identical titles, very close creation times, and a strong similarity signal. The evidence is limited because the packet does not expose body text or linking metadata, so the conclusion should be treated as provisional rather than certain.", - "confidence": 0.74, - "canonical_issue_reason": "#46984 is the better canonical issue thread because it is open and appears to be the surviving discussion for the same request, but this is based mainly on the identical title, near-simultaneous creation time, and soft similarity signal since the body content is not visible.", + "summary": "These are near-identical issues requesting RWKV7 model support, so they look like duplicates of the same feature request.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical because it is open and can serve as the active tracking issue for RWKV7 support.", "canonical_pr_reason": null, - "best_issue_reason": "#46984 is the best issue to keep because it is open and likely represents the active thread for this same RWKV7 support request; the available evidence is strong enough for a duplicate triage, but not enough to claim full certainty.", + "best_issue_reason": "#46984 is the best representative issue since it is the active open request with the same title and apparent scope as #46983.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title, created minutes apart, and a strong similarity score make them likely the same underlying request. There is no body text or cross-link evidence in the packet, so this is a cautious accept rather than a definitive one." + "reason": "Same title, same requested capability, and no evidence of distinct scope; these are duplicates for RWKV7 support." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate/canonical choice is plausible, but the writeup is a bit overconfident for the evidence available. The packet only shows same title, close timestamps, and a soft similarity signal; it does not expose body content, and there is a meaningful metadata difference (closed vs open, plus different discussion activity). Please phrase the conclusion more conservatively and lower the confidence unless you can cite stronger evidence from the bodies or links." + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues share the same title, one is closed and the other is open, and the only evidence provided supports a strong similarity. The canonical/representative issue choice is conservative and reasonable here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21766,7 +21803,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "b7bfdf0af3640fe8affd04e43152543eb066c5432b84ab2ba4a10b3fc46e661d", + "prepared_review_unit_hash": "ccde89c082aa19161a9315d916d6032f9233364c0a1230701d3fca67461d3e87", "component_budget": { "node_count": 2, "item_count": 2, @@ -21788,18 +21825,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are broadly about AI-assisted cybersecurity vulnerability discovery, but they read like distinct writeups rather than the same underlying issue. I would not merge them as duplicates.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 47015 is the broader, more general formulation of the topic, so it is the better representative if a single issue must be chosen.", + "summary": "The two closed issues are thematically related to AI-assisted vulnerability discovery, but they read as different discussion topics rather than the same underlying bug/change. No duplicate/canonical pair is evident.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the most general and concise description of the shared theme, but the pair does not look like a true duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The titles overlap on AI-driven vulnerability discovery, but they describe different angles ('lessons from using advanced LLMs' vs 'novel application of transformers') and there is no evidence they refer to the same underlying report or change." + "reason": "Reject: one is a lessons-learned writeup about building AI-automated vulnerability discovery systems, while the other is a broader proposal/overview of a transformer-based cybersecurity vulnerability discovery system; same theme, but not the same underlying issue." } ] }, @@ -21821,9 +21858,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-48", + "cluster_id": "cluster-40546-49", "nodes": [ "pull_request:43451", + "pull_request:44517", "pull_request:45694", "pull_request:46196", "pull_request:46266", @@ -21852,7 +21890,6 @@ "pull_request:46974", "pull_request:46986", "pull_request:46995", - "pull_request:47003", "pull_request:47006", "pull_request:47019", "pull_request:47025", @@ -21867,7 +21904,8 @@ "pull_request:47069", "pull_request:47077", "pull_request:47078", - "pull_request:47079" + "pull_request:47079", + "pull_request:47082" ], "soft_pairs": [ "pull_request:46903|pull_request:46958", @@ -21881,13 +21919,13 @@ "pull_request:46941|pull_request:46970", "pull_request:47056|pull_request:47058", "pull_request:47006|pull_request:47058", - "pull_request:46927|pull_request:47055", "pull_request:46908|pull_request:47006", + "pull_request:46927|pull_request:47055", "pull_request:46908|pull_request:46928", "pull_request:46907|pull_request:46926", "pull_request:46927|pull_request:46986", - "pull_request:46986|pull_request:47058", "pull_request:46926|pull_request:46928", + "pull_request:46986|pull_request:47058", "pull_request:46928|pull_request:47057", "pull_request:46926|pull_request:46941", "pull_request:46908|pull_request:47058", @@ -21911,6 +21949,7 @@ "pull_request:46949|pull_request:46968", "pull_request:47077|pull_request:47078", "pull_request:46266|pull_request:46957", + "pull_request:44517|pull_request:47082", "pull_request:47019|pull_request:47025", "pull_request:47062|pull_request:47077", "pull_request:47034|pull_request:47035", @@ -21920,12 +21959,15 @@ "pull_request:46266|pull_request:46707", "pull_request:46707|pull_request:46961", "pull_request:46968|pull_request:47019", + "pull_request:47019|pull_request:47082", "pull_request:46707|pull_request:46968", "pull_request:46912|pull_request:47025", "pull_request:46707|pull_request:46957", + "pull_request:46707|pull_request:47082", + "pull_request:46961|pull_request:47082", "pull_request:46707|pull_request:47019", "pull_request:46968|pull_request:47062", - "pull_request:46961|pull_request:47019", + "pull_request:46912|pull_request:47082", "pull_request:46196|pull_request:46965", "pull_request:46658|pull_request:47062", "pull_request:46912|pull_request:47078", @@ -21937,382 +21979,432 @@ "pull_request:46707|pull_request:47025", "pull_request:45694|pull_request:47069", "pull_request:43451|pull_request:47079", - "pull_request:46836|pull_request:46965", - "pull_request:46836|pull_request:46961", - "pull_request:46995|pull_request:47003", - "pull_request:47035|pull_request:47069", - "pull_request:46957|pull_request:46961" + "pull_request:46836|pull_request:46965" ], - "prepared_review_unit_hash": "237bb7d60a04a3dba0e4cf1fdf7b2a43ea68274f8424b347e3d846e92fcc7ec0", + "prepared_review_unit_hash": "47fe6ced64285cf42734c0eab808fe9bc1770b5a13e6acd917f5785426a058d8", "component_budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 157, - "serialized_chars": 176063, - "estimated_input_tokens": 44016, - "estimated_eval_tokens": 88288 + "node_count": 49, + "item_count": 49, + "soft_pair_count": 161, + "serialized_chars": 179914, + "estimated_input_tokens": 44979, + "estimated_eval_tokens": 90214 }, "budget": { - "node_count": 45, - "item_count": 45, + "node_count": 46, + "item_count": 46, "soft_pair_count": 72, - "serialized_chars": 126069, - "estimated_input_tokens": 31518, - "estimated_eval_tokens": 63292 + "serialized_chars": 128675, + "estimated_input_tokens": 32169, + "estimated_eval_tokens": 64594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated model additions, bug fixes, tests, docs, and automation changes. None of the soft edges look like the same underlying fix or change, so all are rejected.", - "confidence": 0.97, + "summary": "The set is heterogeneous: mostly unrelated model fixes, docs updates, and test-only patches. I found no clear duplicate cluster to merge, so I\u2019m rejecting all soft-edge links.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are mostly unrelated fixes, feature additions, and docs/test tweaks rather than one duplicate change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR cleanly represents the cluster as a duplicate group; the highest-scope changes still overlap only loosely with a few neighbors.", + "best_pr_reason": "No single PR is a good cluster representative; these items span unrelated models, docs, and test fixes, with only a few superficial similarities.", "soft_edge_verdicts": [ { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Same model family, but different loss implementations and different bug paths: shift-label handling vs manual cross-entropy." + "reason": "Same general symptom in cohere_asr, but they use different loss-fix implementations and 46903 also bundles pp_formulanet; not one mergeable change." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Mamba2 OOM/kernel behavior is unrelated to PEFT checkpoint loading and mismatched-size handling." + "reason": "Both mention OOM/test failures, but one changes mamba2 model execution and the other only alters PEFT loading behavior; different bugs." }, { "left": "pull_request:46950", "right": "pull_request:47057", "accept": false, - "reason": "Mamba2 runtime/OOM fix vs DeepSeek V3.2 test offload changes; different models and failures." + "reason": "Both are about mamba2 failures, but one is a code-path fix and the other is a test/load workaround; not the same concrete change." }, { "left": "pull_request:46927", "right": "pull_request:47054", "accept": false, - "reason": "GLM46V input-id dtype handling is unrelated to MiniMax-M3-VL load/offload test setup." + "reason": "Different models and different failure modes; no shared underlying bug." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "GLM46V input casting and PEFT loading are different code paths and different problems." + "reason": "Unrelated models and fixes; only the broad 'integration test failure' label overlaps." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "Checkpoint loading fix vs Mamba2 integration-test dtype/offload workaround; not the same change." + "reason": "Same broad mamba2 area, but one is PEFT loading and the other is a test-side dtype/offload tweak; not the same bug." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper cache-state initialization is unrelated to Mamba2 test loading changes." + "reason": "Whisper vs. Mamba2; unrelated models and failures." }, { "left": "pull_request:46951", "right": "pull_request:47057", "accept": false, - "reason": "PEFT loading behavior vs DeepSeek V3.2 offload test fixes are distinct issues." + "reason": "Different root causes and different code paths; one fixes PEFT loading, the other mamba2 load/OOM testing." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "DAC output-mismatch model fixes are unrelated to MusicGen Melody test expectations." + "reason": "Different model families and different output-mismatch fixes; no shared concrete bug." }, { "left": "pull_request:47056", "right": "pull_request:47058", "accept": false, - "reason": "Whisper cache initialization and Mamba2 OOM test tweaks do not fix the same bug." + "reason": "Whisper model fix versus Mamba2 test/workaround; unrelated." }, { "left": "pull_request:47006", "right": "pull_request:47058", "accept": false, - "reason": "Gemma3 generation-cache logic and Mamba2 OOM test adjustments are different problems." + "reason": "Gemma3 generation logic versus Mamba2 OOM/test changes; not the same issue." }, { - "left": "pull_request:46927", - "right": "pull_request:47055", + "left": "pull_request:46908", + "right": "pull_request:47006", "accept": false, - "reason": "GLM46V input casting is unrelated to EdgeTam processor/backbone kwarg cleanup." + "reason": "DeepSeekV3.2 load-error tests versus Gemma3 generation behavior; unrelated." }, { - "left": "pull_request:46908", - "right": "pull_request:47006", + "left": "pull_request:46927", + "right": "pull_request:47055", "accept": false, - "reason": "DeepSeek V3.2 offload testing and Gemma3 generation-cache behavior are unrelated." + "reason": "Different models and failures; no duplicate relationship." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "DeepSeek V3.2 load/offload tests and BLIP2 tokenizer allowlisting are different changes." + "reason": "DeepSeekV3.2 load-error tests versus BLIP-2 tokenizer mapping; unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "EdgeTam post-processing kwarg handling is unrelated to MiniMax-M3-VL load/offload testing." + "reason": "EdgeTam import/config fix versus MiniMax-M3-VL load-error workaround; different models and bugs." }, { "left": "pull_request:46927", - "right": "pull_request:46941", + "right": "pull_request:46986", "accept": false, - "reason": "GLM46V input-id casting and DAC output-mismatch fixes target different models and bugs." + "reason": "GLM46V input-id handling and GLM OCR output mismatch are different code paths and different problems." }, { - "left": "pull_request:46927", - "right": "pull_request:46986", + "left": "pull_request:46926", + "right": "pull_request:46928", "accept": false, - "reason": "GLM46V input casting and GLM OCR output mismatch are separate model-specific fixes." + "reason": "MiniMax-M3-VL load-error workaround versus BLIP-2 tokenizer mapping; unrelated." }, { "left": "pull_request:46986", "right": "pull_request:47058", "accept": false, - "reason": "GLM OCR output-shape mismatch and Mamba2 OOM handling are unrelated." - }, - { - "left": "pull_request:46926", - "right": "pull_request:46928", - "accept": false, - "reason": "MiniMax-M3-VL offload testing and BLIP2 tokenizer registration are unrelated changes." + "reason": "GLM OCR output mismatch versus Mamba2 OOM/test changes; unrelated." }, { "left": "pull_request:46928", "right": "pull_request:47057", "accept": false, - "reason": "BLIP2 tokenizer allowlisting does not address DeepSeek V3.2 loading/offload issues." + "reason": "BLIP-2 tokenizer entry versus DeepSeekV3.2 load-error test edits; unrelated." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "MiniMax-M3-VL test offload and DAC output-mismatch fixes are different code paths." + "reason": "Different models and distinct test failures." }, { "left": "pull_request:46908", "right": "pull_request:47058", "accept": false, - "reason": "DeepSeek V3.2 load/offload tests and Mamba2 OOM fixes are unrelated." - }, - { - "left": "pull_request:46928", - "right": "pull_request:47058", - "accept": false, - "reason": "BLIP2 tokenizer config and Mamba2 OOM test fixes are unrelated." + "reason": "Different models and distinct failure modes; no duplicate." }, { "left": "pull_request:46928", "right": "pull_request:47054", "accept": false, - "reason": "BLIP2 tokenizer allowlisting is unrelated to MiniMax-M3-VL load/offload test changes." + "reason": "BLIP-2 tokenizer mapping versus MiniMax-M3-VL load-error test workaround; unrelated." }, { "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "DAC output-mismatch fixes and GLM OCR output-mismatch fixes are different models and bugs." + "reason": "Different models and different fix types; only generic output-mismatch phrasing overlaps." }, { "left": "pull_request:46941", "right": "pull_request:47006", "accept": false, - "reason": "DAC tensor-output fixes are unrelated to Gemma3 generation config behavior." + "reason": "Different model families and different code paths." }, { "left": "pull_request:46954", "right": "pull_request:46961", "accept": false, - "reason": "Pytest v9 fp32-module handling and Serge normalization workflow are unrelated changes." + "reason": "GLM-ASR fp32-module change versus Serge workflow normalization; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Tokenizer mapping fix versus multi-model output-mismatch fixes; not the same bug." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix versus workflow automation; unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "Pytest v9 behavior fix is unrelated to docs autolink cleanup." + "reason": "Pytest/GLM-ASR fix versus docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Both touch cohere_asr training loss, but they use different implementations and would conflict rather than combine cleanly." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Workflow normalization automation and MusicGen generate typo fix are different changes." + "reason": "Workflow normalization and MusicGen generate typo are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss handling and MusicGen generate typo are unrelated." + "reason": "CohereASR loss fix versus MusicGen generation typo; unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46971", "accept": false, - "reason": "Pytest v9 fp32-module fix is unrelated to Mamba2 test loading/OOM changes." + "reason": "GLM-ASR fp32-module change versus Mamba2 test OOM workaround; unrelated." }, { "left": "pull_request:46971", "right": "pull_request:46974", "accept": false, - "reason": "Mamba2 OOM test setup and MusicGen generate typo are unrelated." + "reason": "Mamba2 test workaround versus MusicGen generate typo; different code paths." }, { "left": "pull_request:46958", "right": "pull_request:46968", "accept": false, - "reason": "CohereASR training-loss fix and docs autolink cleanup are unrelated." + "reason": "CohereASR loss fix and docs autolink cleanup are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:46974", "accept": false, - "reason": "Docs autolink cleanup and MusicGen generate typo fix are unrelated." + "reason": "Docs link cleanup versus MusicGen generation typo; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow normalization versus docs cleanup; unrelated." }, { "left": "pull_request:46961", + "right": "pull_request:46971", + "accept": false, + "reason": "Workflow automation versus Mamba2 test-only OOM workaround; unrelated." + }, + { + "left": "pull_request:46949", "right": "pull_request:46968", "accept": false, - "reason": "Serge workflow automation and docs autolink cleanup are unrelated." + "reason": "Whisper/audio cache fix versus docs cleanup; unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs PRs, but one adds DistilBERT docs while the other tweaks wording; not the same change." + "reason": "Both edit Japanese docs, but one is a DistilBERT translation and the other is broader wording/toctree cleanup; not the same change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO conversion/model modernization and finegrained FP8 generation changes do not address the same bug." + "reason": "DINO conversion mapping work versus finegrained FP8 generation/runtime changes; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Qwen3-TTS docs/model addition versus RoMa keypoint matcher addition; different models and features." }, { "left": "pull_request:47019", "right": "pull_request:47025", "accept": false, - "reason": "Masking-utils causal-mask regression fix and Diffusion Gemma test updates are different scopes." + "reason": "Masking contract fix versus Diffusion Gemma test adjustments; different bugs and layers." }, { "left": "pull_request:47062", "right": "pull_request:47077", "accept": false, - "reason": "IMDb link fix in sequence-classification docs is unrelated to Japanese DistilBERT docs translation." + "reason": "IMDb link fixes versus Japanese DistilBERT docs translation; unrelated." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Neuron training experiment scaffolding and torch-compile backend defaulting are related only by hardware, not the same fix." + "reason": "Neuron fine-tuning experiment versus compile-backend default tweak; related ecosystem, but distinct changes and goals." }, { "left": "pull_request:47019", "right": "pull_request:47069", "accept": false, - "reason": "Mask-return contract regression and num_labels returning None are unrelated API changes." + "reason": "Masking utility fix versus num_labels typing/None behavior; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch versus flash-linear-attention availability on MLU; different models and runtime checks." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Finegrained FP8 generation optimization and DeepSeek V4 use_cache support are unrelated." + "reason": "Finegrained FP8 decode optimization versus DeepSeekV4 use_cache support; unrelated code paths." }, { "left": "pull_request:46266", - "right": "pull_request:47062", + "right": "pull_request:46707", "accept": false, - "reason": "DINO modernization and IMDb docs-link fixes are unrelated." + "reason": "DINO conversion mapping versus FSDP2 integration; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47025", + "left": "pull_request:46707", + "right": "pull_request:46961", "accept": false, - "reason": "RoPE test improvements and Diffusion Gemma test-case changes do not fix the same concrete issue." + "reason": "FSDP2 runtime changes versus workflow normalization; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47078", + "left": "pull_request:46968", + "right": "pull_request:47019", "accept": false, - "reason": "RoPE test changes and Japanese docs wording updates are unrelated." + "reason": "Docs autolink cleanup versus masking contract regression fix; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:47019", + "right": "pull_request:47082", "accept": false, - "reason": "wav2vec2 SDPA dispatch and flash-linear-attention MLU support are different backend-specific changes." + "reason": "Masking utility contract fix versus RoMa model addition; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46995", + "left": "pull_request:46707", + "right": "pull_request:46968", "accept": false, - "reason": "Unlimited OCR model addition is unrelated to flash-linear-attention availability checks." + "reason": "FSDP2 runtime changes versus docs autolink cleanup; unrelated." }, { - "left": "pull_request:46196", + "left": "pull_request:46912", "right": "pull_request:47025", "accept": false, - "reason": "wav2vec2 SDPA backend support and Diffusion Gemma tests are unrelated." + "reason": "RoPE test coverage versus Diffusion Gemma test skips; both test-related but not the same bug." }, { - "left": "pull_request:46266", - "right": "pull_request:47034", + "left": "pull_request:46707", + "right": "pull_request:47082", + "accept": false, + "reason": "FSDP2 integration versus RoMa model addition; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47082", "accept": false, - "reason": "DINO modernization and Neuron SFT experiment scripts are unrelated." + "reason": "Workflow normalization versus RoMa model addition; unrelated." }, { "left": "pull_request:46707", - "right": "pull_request:47025", + "right": "pull_request:47019", "accept": false, - "reason": "Native FSDP2 migration and Diffusion Gemma test fixes are unrelated." + "reason": "FSDP2 runtime work versus masking utility contract fix; unrelated." }, { - "left": "pull_request:45694", - "right": "pull_request:47069", + "left": "pull_request:46968", + "right": "pull_request:47062", + "accept": false, + "reason": "Docs autolink cleanup versus IMDb dataset link fixes; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47062", + "accept": false, + "reason": "Workflow normalization versus docs link fix; unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46968", "accept": false, - "reason": "Trainer batch-size split_batches fix and num_labels None typing change are different subsystems." + "reason": "Whisper/audio cache fix versus docs autolink cleanup; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47079", "accept": false, - "reason": "Molmo2 model addition and AltCLIP text embedding resize test are unrelated." + "reason": "Molmo2 model addition versus AltCLIP embedding-resize fix; unrelated." }, { "left": "pull_request:46836", - "right": "pull_request:46965", + "right": "pull_request:46995", "accept": false, - "reason": "Unlimited OCR model addition and DeepSeek V4 cache support are unrelated." + "reason": "Unlimited OCR model addition versus flash-linear-attention availability; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46961", + "left": "pull_request:46196", + "right": "pull_request:47025", "accept": false, - "reason": "Unlimited OCR model addition and Serge normalization workflow are unrelated." + "reason": "Wav2Vec2 SDPA dispatch versus Diffusion Gemma test changes; unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47003", + "left": "pull_request:46707", + "right": "pull_request:47025", "accept": false, - "reason": "Flash-linear-attention MLU support and OpenVINO exporter work are different backend integrations." + "reason": "FSDP2 integration versus Diffusion Gemma test changes; unrelated." }, { - "left": "pull_request:47035", + "left": "pull_request:45694", "right": "pull_request:47069", "accept": false, - "reason": "Neuron compile-backend defaulting and num_labels return-type typing are unrelated." + "reason": "Trainer batch-size split-batches bug fix versus num_labels None typing change; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:46961", + "left": "pull_request:43451", + "right": "pull_request:47079", + "accept": false, + "reason": "Molmo2 model addition versus AltCLIP test/code fix; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", "accept": false, - "reason": "Finegrained FP8 generation work and Serge branch normalization workflow are unrelated." + "reason": "Unlimited OCR model addition versus DeepSeekV4 cache behavior; unrelated." } ] }, @@ -22334,7 +22426,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-48", + "cluster_id": "cluster-40546-49", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22361,6 +22453,7 @@ "pull_request:46970", "pull_request:46971", "pull_request:46986", + "pull_request:46995", "pull_request:47003", "pull_request:47006", "pull_request:47025", @@ -22374,21 +22467,27 @@ "pull_request:47062", "pull_request:47069", "pull_request:47077", - "pull_request:47078" + "pull_request:47078", + "pull_request:47082" ], "soft_pairs": [ + "pull_request:46836|pull_request:46961", + "pull_request:46995|pull_request:47003", + "pull_request:47035|pull_request:47069", + "pull_request:46957|pull_request:46961", "pull_request:46961|pull_request:47035", "pull_request:43451|pull_request:47025", - "pull_request:46707|pull_request:47077", "pull_request:46912|pull_request:47077", + "pull_request:46707|pull_request:47077", "pull_request:43451|pull_request:46266", "pull_request:46266|pull_request:47003", "pull_request:46196|pull_request:46961", + "pull_request:47069|pull_request:47082", "pull_request:46658|pull_request:46965", "pull_request:45694|pull_request:47035", "pull_request:43451|pull_request:47078", - "pull_request:46658|pull_request:46961", "pull_request:46961|pull_request:46965", + "pull_request:46658|pull_request:46961", "pull_request:47003|pull_request:47078", "pull_request:43451|pull_request:44517", "pull_request:45694|pull_request:46707", @@ -22403,7 +22502,6 @@ "pull_request:46912|pull_request:46961", "pull_request:46658|pull_request:46895", "pull_request:44517|pull_request:47077", - "pull_request:43451|pull_request:47069", "pull_request:43451|pull_request:45694", "pull_request:43451|pull_request:46895", "pull_request:45694|pull_request:47003", @@ -22444,430 +22542,408 @@ "pull_request:46907|pull_request:46986", "pull_request:46707|pull_request:47034", "pull_request:46836|pull_request:47062", - "pull_request:46658|pull_request:46836", - "pull_request:43451|pull_request:46836", - "pull_request:46836|pull_request:47003", - "pull_request:43451|pull_request:47077", - "pull_request:46707|pull_request:46836" + "pull_request:46658|pull_request:46836" ], - "prepared_review_unit_hash": "2e2973c1b08c68a1b395072efa63082304dd1e5651893f271218830aaf4081cb", + "prepared_review_unit_hash": "cf98e88195a525af6924bca98c3a387b834c5a98c6fcbcfb04027e9da7ec7d7a", "component_budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 157, - "serialized_chars": 176063, - "estimated_input_tokens": 44016, - "estimated_eval_tokens": 88288 + "node_count": 49, + "item_count": 49, + "soft_pair_count": 161, + "serialized_chars": 179914, + "estimated_input_tokens": 44979, + "estimated_eval_tokens": 90214 }, "budget": { - "node_count": 39, - "item_count": 39, + "node_count": 41, + "item_count": 41, "soft_pair_count": 72, - "serialized_chars": 115600, - "estimated_input_tokens": 28900, - "estimated_eval_tokens": 58056 + "serialized_chars": 118924, + "estimated_input_tokens": 29731, + "estimated_eval_tokens": 59718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated PRs were grouped together; only a few pairs are true duplicates on the same file/code path. The strongest duplicate signals are Edgetam forward-kwarg filtering, Whisper cache initialization, CohereASR loss shifting, and two test-only load_error fixes.", - "confidence": 0.88, + "summary": "This cluster is a loose mix of unrelated PRs; only a few soft edges are true duplicates within the same concrete fix area. The clearest duplicate groups are CohereASR loss handling, EdgeTam kwarg filtering, Whisper cache-state initialization, and two test-load fixes for MiniMax-M3-VL and DeepSeekV32.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick pull_request:47055 as the canonical PR: it is the clearest and most complete Edgetam kwarg-filtering fix, matches 46907 on the same model files and forward path, and directly addresses the same concrete bug.", + "canonical_pr_reason": "PR #46895 is the strongest canonical candidate: it makes a concrete code-path fix for CohereASR, has an explicit issue target, and has a near-identical follow-up duplicate (#46958) in the same files.", "best_issue_reason": null, - "best_pr_reason": "pull_request:47055 is the best overall representative among the true duplicates because it fixes a concrete runtime code path in Edgetam rather than a broad subsystem or doc/test-only change, and it subsumes the smaller 46907 patch.", + "best_pr_reason": "PR #46895 is the best overall representative because it addresses a real runtime bug in model loss computation rather than a test-only or documentation-only change, and its duplicate pair is the cleanest same-fix match in the set.", "soft_edge_verdicts": [ + { + "left": "pull_request:46836", + "right": "pull_request:46961", + "accept": false, + "reason": "Unlimited OCR model addition and a CI workflow for cleaning Serge patches are unrelated changes." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47003", + "accept": false, + "reason": "MLU support for flash linear attention and the OpenVINO exporter are different features in different subsystems." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47069", + "accept": false, + "reason": "Torch compile backend defaults for Neuron and a num_labels type/doc fix are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "Finegrained FP8 generation optimization and Serge branch normalization are unrelated." + }, { "left": "pull_request:46961", "right": "pull_request:47035", "accept": false, - "reason": "Unrelated changes: Serge workflow normalization vs torch.compile backend defaulting to neuron. Different code paths and goals." + "reason": "Branch normalization workflow and Neuron compile backend default are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47025", "accept": false, - "reason": "Molmo2 model/docs addition is unrelated to DiffusionGemma test-case adjustments. Different models and problems." + "reason": "Molmo2 model addition and Diffusion Gemma test cleanup are unrelated." }, { - "left": "pull_request:46707", + "left": "pull_request:46912", "right": "pull_request:47077", "accept": false, - "reason": "Native FSDP2 module/migration is unrelated to Japanese DistilBERT docs translation. Not the same change." + "reason": "RoPE test improvements and Japanese DistilBERT docs translation are unrelated." }, { - "left": "pull_request:46912", + "left": "pull_request:46707", "right": "pull_request:47077", "accept": false, - "reason": "RoPE test coverage changes and Japanese docs wording are unrelated." + "reason": "Native FSDP2 migration and Japanese DistilBERT docs translation are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 addition and DINO conversion-mapping modernization are different model families and code paths." + "reason": "Molmo2 model addition and DINO modernization are unrelated model additions/fixes." }, { "left": "pull_request:46266", "right": "pull_request:47003", "accept": false, - "reason": "DINO conversion/model changes do not match the OpenVINO exporter feature work." + "reason": "DINO conversion/modernization and OpenVINO exporter are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "wav2vec2 SDPA dispatch support is unrelated to Serge branch normalization workflow plumbing." + "reason": "Wav2Vec2 SDPA support and Serge workflow normalization are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "num_labels property typing and RoMa keypoint matcher addition are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46965", "accept": false, - "reason": "Step 3.7 Flash model conversion/setup work is unrelated to DeepSeek V4 cache handling." + "reason": "Step 3.7 Flash checkpoint work and DeepSeek V4 use_cache support are unrelated." }, { "left": "pull_request:45694", "right": "pull_request:47035", "accept": false, - "reason": "Batch-size/split-batches behavior in TrainingArguments is unrelated to Neuron compile backend defaults." + "reason": "Trainer batch-size fix and Neuron compile backend default are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Molmo2 model addition is unrelated to Japanese docs wording cleanup." + "reason": "Molmo2 model addition and Japanese docs wording tweaks are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46961", + "left": "pull_request:46961", + "right": "pull_request:46965", "accept": false, - "reason": "Step 3.7 Flash work and Serge workflow normalization are unrelated." + "reason": "Workflow normalization and DeepSeek V4 cache behavior are unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:46965", + "left": "pull_request:46658", + "right": "pull_request:46961", "accept": false, - "reason": "Workflow normalization and DeepSeek V4 cache behavior are unrelated changes." + "reason": "Step 3.7 Flash checkpoint work and Serge workflow normalization are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47078", "accept": false, - "reason": "OpenVINO exporter feature work is unrelated to Japanese documentation wording." + "reason": "OpenVINO exporter and Japanese documentation wording tweaks are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are different model additions with different files and tasks." + "reason": "Molmo2 and Qwen3-TTS are different model additions." }, { "left": "pull_request:45694", "right": "pull_request:46707", "accept": false, - "reason": "TrainingArguments split-batches fix is unrelated to native FSDP2 module migration." + "reason": "Trainer batch-size fix and native FSDP2 migration are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47078", "accept": false, - "reason": "Unlimited OCR model addition is unrelated to Japanese docs wording." + "reason": "Unlimited OCR model addition and Japanese docs wording tweaks are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:46836", "accept": false, - "reason": "Qwen3-TTS and Unlimited OCR are separate model additions, not the same underlying change." + "reason": "Qwen3-TTS and Unlimited OCR are separate model additions." }, { "left": "pull_request:46961", "right": "pull_request:47069", "accept": false, - "reason": "Workflow normalization and num_labels typing behavior are unrelated." + "reason": "Workflow normalization and num_labels typing are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47003", "accept": false, - "reason": "Qwen3-TTS model addition is unrelated to OpenVINO exporter support." + "reason": "Qwen3-TTS and OpenVINO exporter are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 addition is unrelated to finegrained FP8 / decode optimization changes." + "reason": "Molmo2 model addition and finegrained FP8 generation work are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46961", "accept": false, - "reason": "Molmo2 model addition is unrelated to Serge workflow normalization." + "reason": "Molmo2 model addition and Serge workflow normalization are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47003", "accept": false, - "reason": "Workflow normalization and OpenVINO exporter support are unrelated." + "reason": "Workflow normalization and OpenVINO exporter are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47034", "accept": false, - "reason": "Workflow normalization is unrelated to Neuron SFT experiment scripts and training args changes." + "reason": "Workflow normalization and Neuron SFT experiment code are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE test changes and workflow normalization are unrelated." + "reason": "RoPE tests and Serge workflow normalization are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46895", "accept": false, - "reason": "Step 3.7 Flash work and CohereASR loss-shift fix are unrelated model changes." + "reason": "Step 3.7 Flash model work and CohereASR loss fix are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47077", "accept": false, - "reason": "Qwen3-TTS model addition is unrelated to Japanese DistilBERT docs translation." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47069", - "accept": false, - "reason": "Molmo2 addition is unrelated to the num_labels property typing fix." + "reason": "Qwen3-TTS model docs and Japanese DistilBERT docs are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:45694", "accept": false, - "reason": "Molmo2 addition is unrelated to TrainingArguments split-batches behavior." + "reason": "Molmo2 model addition and trainer batch-size fix are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46895", "accept": false, - "reason": "Molmo2 addition is unrelated to CohereASR training-loss fix." + "reason": "Molmo2 model addition and CohereASR loss fix are unrelated." }, { "left": "pull_request:45694", "right": "pull_request:47003", "accept": false, - "reason": "TrainingArguments split-batches fix is unrelated to OpenVINO exporter support." + "reason": "Trainer batch-size fix and OpenVINO exporter are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47003", "accept": false, - "reason": "CohereASR loss-shift fix is unrelated to OpenVINO exporter support." + "reason": "CohereASR loss fix and OpenVINO exporter are unrelated." }, { "left": "pull_request:46836", - "right": "pull_request:47003", + "right": "pull_request:46895", "accept": false, - "reason": "Unlimited OCR addition and OpenVINO exporter work are different feature areas." + "reason": "Unlimited OCR model addition and CohereASR loss fix are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:47003", "accept": false, - "reason": "Docs autolink cleanup is unrelated to OpenVINO exporter implementation." + "reason": "Docs autolink cleanup and OpenVINO exporter are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss double-shift fix: both touch the same model forward path and the same files, with the same issue target 46894." + "reason": "Both PRs fix the same CohereASR training-loss double-shift bug in the same model code path; they only differ in implementation style." }, { "left": "pull_request:46907", "right": "pull_request:47055", "accept": true, - "reason": "Same Edgetam bug: both patches remove processor-only kwargs before calling the backbone in the same model files; 47055 is just the broader follow-up of 46907." + "reason": "Both PRs fix the same EdgeTam issue where post-processing-only kwargs leak into the backbone forward path." }, { "left": "pull_request:46949", "right": "pull_request:47056", "accept": true, - "reason": "Same Whisper cache-state bug: both change the same forward path in modeling_whisper.py to initialize cache update state consistently." + "reason": "Both PRs address the same Whisper cache-state initialization bug by setting the missing is_updated default." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Both mention Mamba2 OOM, but one changes model execution and the other only adjusts test loading arguments; not the same concrete fix." + "reason": "Same model area, but one changes runtime behavior to address OOM while the other only adjusts test loading arguments; not the same concrete fix." }, { "left": "pull_request:46950", "right": "pull_request:47058", "accept": false, - "reason": "One PR changes Mamba2 kernel behavior, the other only tweaks integration tests and cleanup; different code paths." + "reason": "Both relate to Mamba2 test failures, but one changes model kernel selection and the other only adjusts tests; not the same underlying fix." + }, + { + "left": "pull_request:46971", + "right": "pull_request:47058", + "accept": false, + "reason": "Both are test-only Mamba2 changes, but they target different adjustments rather than one shared concrete bug." }, { "left": "pull_request:46926", "right": "pull_request:47054", "accept": true, - "reason": "Same MiniMax-M3-VL load_error workaround: both modify the same integration test to add an offload folder for device_map='auto' loading." + "reason": "Both PRs add the same offload_folder workaround to the same MiniMax-M3-VL integration test loader." }, { "left": "pull_request:46908", "right": "pull_request:47057", "accept": true, - "reason": "Same DeepSeekV3.2 load_error workaround: both patch the same test file to use a temporary offload folder for auto device-mapped loading." + "reason": "Both PRs make the same DeepSeekV32 test loader fix by adding offload_folder in the same test file." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Different models and different fixes: Whisper cache handling versus Mamba2 OOM behavior." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46949", - "accept": false, - "reason": "GLM46V input-id casting and Whisper cache initialization are unrelated model fixes." - }, - { - "left": "pull_request:46908", - "right": "pull_request:47054", - "accept": false, - "reason": "DeepSeekV3.2 and MiniMax-M3-VL are different model test fixes, even though both use tempfile/offload_folder." + "reason": "Whisper cache-state fix and Mamba2 OOM fix are unrelated." }, { - "left": "pull_request:46926", + "left": "pull_request:47054", "right": "pull_request:47057", "accept": false, - "reason": "MiniMax-M3-VL and DeepSeekV3.2 are different models and separate test workarounds." - }, - { - "left": "pull_request:46970", - "right": "pull_request:47006", - "accept": false, - "reason": "musicgen_melody test-output mismatch fix and gemma3 generation-config fix are unrelated." - }, - { - "left": "pull_request:46986", - "right": "pull_request:47006", - "accept": false, - "reason": "glm_ocr output mismatch tests and gemma3 generation behavior are unrelated." + "reason": "MiniMax-M3-VL and DeepSeekV32 are different test failures in different models." }, { - "left": "pull_request:47054", - "right": "pull_request:47055", + "left": "pull_request:46949", + "right": "pull_request:46951", "accept": false, - "reason": "MiniMax-M3-VL test load workaround and Edgetam forward-path fix are different models and problems." + "reason": "Whisper model fix and PEFT integration change are unrelated." }, { - "left": "pull_request:46970", - "right": "pull_request:47056", + "left": "pull_request:46927", + "right": "pull_request:46949", "accept": false, - "reason": "musicgen_melody and Whisper are separate model-specific fixes." + "reason": "GLM46V input-id handling and Whisper cache-state initialization are unrelated." }, { - "left": "pull_request:46971", - "right": "pull_request:47058", + "left": "pull_request:46907", + "right": "pull_request:47054", "accept": false, - "reason": "Both are Mamba2-related, but one is a test loading tweak and the other is a model/kernel change; not the same underlying bug fix." + "reason": "EdgeTam kwargs filtering and MiniMax-M3-VL test load workaround are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47003", + "left": "pull_request:46908", + "right": "pull_request:47054", "accept": false, - "reason": "Finegrained FP8 decode optimization work is unrelated to OpenVINO exporter support." + "reason": "DeepSeekV32 test loader fix and MiniMax-M3-VL test loader fix are different model-specific issues." }, { "left": "pull_request:47055", "right": "pull_request:47057", "accept": false, - "reason": "Edgetam forward-path kwarg filtering and DeepSeekV3.2 test loading work are unrelated." - }, - { - "left": "pull_request:46907", - "right": "pull_request:47054", - "accept": false, - "reason": "Edgetam fix and MiniMax-M3-VL test workaround are different models and different code paths." + "reason": "EdgeTam kwargs filtering and DeepSeekV32 test loader fix are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:47056", "accept": false, - "reason": "Edgetam and Whisper fixes target different model implementations." + "reason": "EdgeTam kwargs filtering and Whisper cache-state initialization are unrelated." }, { "left": "pull_request:47054", "right": "pull_request:47056", "accept": false, - "reason": "MiniMax-M3-VL and Whisper are unrelated model-specific fixes." + "reason": "MiniMax-M3-VL test workaround and Whisper cache-state fix are unrelated." }, { "left": "pull_request:47054", "right": "pull_request:47058", "accept": false, - "reason": "MiniMax-M3-VL test workaround and Mamba2 OOM fix are different code paths." + "reason": "MiniMax-M3-VL test workaround and Mamba2 test OOM workaround are unrelated." }, { "left": "pull_request:47055", "right": "pull_request:47057", "accept": false, - "reason": "Edgetam forward fix and DeepSeekV3.2 test workaround are unrelated." + "reason": "EdgeTam kwargs filtering and DeepSeekV32 test workaround are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "Edgetam kwarg filtering and gemma3 generation-config changes are unrelated." + "reason": "EdgeTam kwargs filtering and Gemma3 generation tweaks are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46970", "accept": false, - "reason": "Edgetam fix and musicgen_melody output mismatch fix are unrelated model changes." - }, - { - "left": "pull_request:46970", - "right": "pull_request:47055", - "accept": false, - "reason": "musicgen_melody test-output fix and Edgetam forward-path fix are unrelated." + "reason": "EdgeTam kwargs filtering and MusicGen Melody test/output fix are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "Edgetam forward-path cleanup and glm_ocr output mismatch tests are unrelated." + "reason": "EdgeTam kwargs filtering and GLM-OCR test/output fix are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:47034", "accept": false, - "reason": "Native FSDP2 migration and Neuron SFT experiment scaffolding are different initiatives." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47062", - "accept": false, - "reason": "Unlimited OCR model addition and IMDb link documentation fix are unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46836", - "accept": false, - "reason": "Step 3.7 Flash model work and Unlimited OCR addition are unrelated model integrations." + "reason": "FSDP2 migration and Neuron SFT experiment code are unrelated." }, - { - "left": "pull_request:43451", - "right": "pull_request:47077", + { + "left": "pull_request:46836", + "right": "pull_request:47062", "accept": false, - "reason": "Molmo2 model addition is unrelated to Japanese DistilBERT docs translation." + "reason": "Unlimited OCR model addition and IMDb link documentation fix are unrelated." }, { - "left": "pull_request:46707", + "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "FSDP2 migration and Unlimited OCR model addition are unrelated changes." + "reason": "Step 3.7 Flash model work and Unlimited OCR model addition are unrelated." } ] }, @@ -22889,19 +22965,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-48", + "cluster_id": "cluster-40546-49", "nodes": [ "pull_request:40546", "pull_request:43451", "pull_request:46196", "pull_request:46658", "pull_request:46707", + "pull_request:46836", "pull_request:46912", "pull_request:47003", "pull_request:47034", - "pull_request:47035" + "pull_request:47035", + "pull_request:47077" ], "soft_pairs": [ + "pull_request:43451|pull_request:46836", + "pull_request:43451|pull_request:47077", + "pull_request:46836|pull_request:47003", + "pull_request:46707|pull_request:46836", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:46196", "pull_request:46196|pull_request:47003", @@ -22916,112 +22998,130 @@ "pull_request:46912|pull_request:47003", "pull_request:43451|pull_request:46707" ], - "prepared_review_unit_hash": "cf508ebbcbf6f0cfd27856fe7da89a0e2d47ba730eec7c482ff01be4fbbfe97c", + "prepared_review_unit_hash": "a8c0e50a31796fa5235dd72bc76ed562c97dbfbde4f405edf1078c5a504ee29b", "component_budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 157, - "serialized_chars": 176063, - "estimated_input_tokens": 44016, - "estimated_eval_tokens": 88288 + "node_count": 49, + "item_count": 49, + "soft_pair_count": 161, + "serialized_chars": 179914, + "estimated_input_tokens": 44979, + "estimated_eval_tokens": 90214 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 13, - "serialized_chars": 28300, - "estimated_input_tokens": 7075, - "estimated_eval_tokens": 14406 + "node_count": 11, + "item_count": 11, + "soft_pair_count": 17, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model additions, exporter/runtime changes, training tweaks, and test-only work. I do not see any true duplicate PR pairs among them.", + "summary": "The soft edges are mostly false positives from broad Transformers scaffolding similarity (docs, auto mappings, model integrations, exporters, and training tweaks). None of the PR pairs look like the same underlying change or bug fix.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate PR exists; the cluster does not center on one underlying change. If one had to represent the group, PR 43451 (Add Molmo2) is the most complete self-contained change, but it is not a duplicate target for the others.", + "canonical_pr_reason": "No canonical PR: the set is heterogeneous, spanning unrelated model additions, exporter work, distributed/FSDP, Neuron, RoPE testing, and docs translation.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the most complete and coherent single change in the set (model code, processors, tests, and docs). It is still not globally suitable as a duplicate representative because the rest of the cluster concerns different subsystems and different problems.", + "best_pr_reason": "No PR is a good global duplicate target; 43451 is the most connected, but its links are driven by generic model-integration similarity rather than the same concrete code change.", "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 integration vs Unlimited OCR integration: both touch shared auto/docs plumbing, but they are different model additions and not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47077", + "accept": false, + "reason": "Molmo2 model integration vs Japanese DistilBERT documentation translation; completely different scope." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47003", + "accept": false, + "reason": "Unlimited OCR model integration vs OpenVINO exporter support; unrelated features and code paths." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "Native FSDP2 migration vs Unlimited OCR model addition; no shared underlying bug or feature." + }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "Both are model-addition PRs with docs/auto-mapping churn, but they implement different models (VibeVoice vs Molmo2) and different code paths." + "reason": "VibeVoice and Molmo2 are distinct model additions with different implementations; similarity is only superficial model-doc/auto boilerplate." }, { "left": "pull_request:43451", "right": "pull_request:46196", "accept": false, - "reason": "Molmo2 model integration and wav2vec2 SDPA dispatch are unrelated changes; overlap in audio/model infrastructure is too broad to be a duplicate." + "reason": "Molmo2 addition vs wav2vec2 SDPA dispatch support; different model families and different problems." }, { "left": "pull_request:46196", "right": "pull_request:47003", "accept": false, - "reason": "One adds SDPA dispatch for audio models; the other adds an OpenVINO exporter. Different goals, subsystems, and merge scopes." + "reason": "wav2vec2 attention dispatch change vs OpenVINO exporter addition; different code paths and goals." }, { "left": "pull_request:43451", "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 integration and Step-3.7 Flash integration are different model families and different implementations, not one underlying bug/change." + "reason": "Molmo2 integration vs Step-3.7-Flash implementation; separate model support work, not a duplicate." }, { "left": "pull_request:46658", "right": "pull_request:47003", "accept": false, - "reason": "Step-3.7 Flash implementation and OpenVINO exporter work are unrelated; they do not fix the same concrete code-path problem." + "reason": "Step-3.7-Flash model conversion/support vs OpenVINO exporter support; unrelated changes." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition vs exporter support are distinct changes; shared docs/auto files are incidental." + "reason": "Molmo2 model support and OpenVINO exporter support are different features with no shared concrete bug." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 addition and the Neuron SFT experiment script address different tasks and code paths." + "reason": "Molmo2 model addition vs Neuron LoRA finetuning experiment; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47035", "accept": false, - "reason": "Molmo2 model addition is unrelated to the torch-compile backend default change for Neuron." + "reason": "Molmo2 integration vs torch_compile backend defaulting to neuron; different area and purpose." }, { "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Molmo2 integration and RoPE test expansion are different kinds of changes; the overlap is only at a very broad framework level." + "reason": "Molmo2 support vs RoPE test expansion; not the same underlying code change." }, { "left": "pull_request:47003", "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter support and Neuron fine-tuning scripts are different runtime features with no shared concrete bug." + "reason": "OpenVINO exporter work vs Neuron SFT experiment; different accelerator stacks and code paths." }, { "left": "pull_request:47003", "right": "pull_request:47035", "accept": false, - "reason": "Exporter support and Neuron compile-backend defaulting are separate infrastructure changes, not the same fix." + "reason": "OpenVINO exporter vs neuron torch-compile backend default; unrelated changes." }, { "left": "pull_request:46912", "right": "pull_request:47003", "accept": false, - "reason": "RoPE testing improvements do not address the exporter change; these are unrelated maintenance areas." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46707", - "accept": false, - "reason": "Molmo2 model addition and native FSDP2 migration are different large-scale changes with no common underlying issue." + "reason": "RoPE test coverage changes vs OpenVINO exporter addition; only broad framework overlap, no duplicate change." } ] }, @@ -23051,7 +23151,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "338299dbf3edd54e6e21fdf23242105d61bbac0079210ac643368602585e733a", + "prepared_review_unit_hash": "75805a904b40bfb70d8349bf3d67b7763cd5d1ec651ffaa2cf2ae3797190574f", "component_budget": { "node_count": 2, "item_count": 2, @@ -23073,18 +23173,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "False positive cluster: one PR adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different models, code paths, and user-facing features.", - "confidence": 0.99, + "summary": "These two open PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The overlap is only that both are model feature additions.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are unrelated feature additions in different subsystems, not the same underlying change.", + "canonical_pr_reason": "No canonical PR; the two PRs target different models, code paths, and user-facing features.", "best_issue_reason": null, - "best_pr_reason": "No best PR for the cluster; neither PR is a suitable representative of the other because they do not overlap in purpose or implementation.", + "best_pr_reason": "No single best PR for deduplication here, because the changes are unrelated and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "TimesFM covariate forecasting and DINOv3 image classification are unrelated changes with no shared bug or code-path fix." + "reason": "Different model families and different functionality: TimesFM forecasting with covariates vs. DINOv3 image classification support. They do not fix the same underlying problem and would not plausibly merge into one PR." } ] }, @@ -23205,12 +23305,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "936ef4bf90712da975974bde757cbcc8592d8d4488e12bcb6fbec39bb3ccd123", + "prepared_review_unit_hash": "e5c2a315b4121a1e29512da26b5e40eb26ad49cc5b521465eb457644e8e31893", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34781, + "serialized_chars": 34783, "estimated_input_tokens": 8696, "estimated_eval_tokens": 17648 }, @@ -23218,7 +23318,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34781, + "serialized_chars": 34783, "estimated_input_tokens": 8696, "estimated_eval_tokens": 17648 }, @@ -23227,126 +23327,126 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only share broad soft-similarity signals. The only clear duplicate-like pair is the two fixed_cross_entropy PRs (43251 and 43254), which both change the same function in the same file for the same issue.", - "confidence": 0.95, + "summary": "This cluster is mostly a set of unrelated PRs that only look similar at a high level. The only true duplicate/same-change pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which both patch the same function in the same file to forward supported `cross_entropy` kwargs. Everything else targets different models, docs, tests, or subsystems and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole cluster; most items are unrelated. If a representative is needed, PR 43251 is the stronger canonical for the only true duplicate pair because it explicitly targets issue 43240 and includes the fuller cross-entropy kwargs support.", + "canonical_pr_reason": "#43254 is the cleaner canonical PR for the duplicate pair: it directly adds supported kwargs to `fixed_cross_entropy` in one place and the title matches the actual change without the issue-specific framing.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best representative of the cluster\u2019s only genuine duplicate pair: it fixes the same cross-entropy behavior as 43254, but is more complete and explicitly tied to the tracking issue.", + "best_pr_reason": "#43254 is the best PR to represent the duplicate change because it is the narrower, clearer implementation of the same `fixed_cross_entropy` fix and cleanly subsumes #43251.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different features: Mistral tokenizer missing methods vs Executorch dynamic-shape export tests. No shared bug or change." + "reason": "Both mention tokenizer/export-style functionality, but they change different code paths and different features; not the same bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer helper additions are unrelated to adding MobileLLM model files." + "reason": "Mistral tokenizer method additions and MobileLLM model addition are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes are unrelated to adding MobileLLM." + "reason": "Both touch processor/model-loading plumbing, but one is a processor auto-loading fix and the other is a new model implementation; not the same fix." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs passthrough and a new model implementation are unrelated changes." + "reason": "Cross-entropy loss kwargs vs. adding a new model are completely different changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs support does not match Mistral4 test fixes; different code paths and purposes." + "reason": "Loss helper kwargs fix and Mistral4 test/model updates are unrelated code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 fixes are unrelated." + "reason": "Executorch export dynamic-shape testing and Mistral4 fixes are not the same underlying change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to MobileLLM model addition." + "reason": "Export test coverage and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code and config-resolution ordering fix are unrelated." + "reason": "New model support and config-resolution ordering fix do not address the same issue." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-collection refactor are unrelated." + "reason": "MobileLLM model addition and Falcon output-interface refactor are different model-specific changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill/docs are unrelated." + "reason": "Falcon forward refactor and the model-creation skill are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactoring and Mistral4 test fixes address different models and problems." + "reason": "Falcon output collection refactor and Mistral4 test fixes are different model subsystems." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests and layrnorm->layernorm rename/conversion changes are different issues." + "reason": "Mistral4 test fixes and `layrnorm`->`layernorm` renaming are different changes, even if both are model-related." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat parsing updates are unrelated." + "reason": "Mistral4 fixes and chat parsing updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + "reason": "Mistral4 fixes and TDT loss kernel integration are different concrete code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config resolution ordering are unrelated." + "reason": "Mistral4 changes and config-resolution ordering fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "The shared auto/modeling_auto file is incidental; model registration for Sarvam MoE and Mistral4 tests are unrelated changes." + "reason": "A model-specific fix and a repository-wide model-creation skill are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and creating a model-addition skill are unrelated." + "reason": "New model support and the model-creation skill are not duplicates; one adds a model, the other adds tooling/docs for creating models." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify the same fixed_cross_entropy function to pass supported kwargs through to nn.functional.cross_entropy for the same underlying issue 43240; they could plausibly be merged into one patch." + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to forward supported `nn.functional.cross_entropy` kwargs for the same fixed-cross-entropy bug, and they could plausibly be merged into one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the conservative non-match verdicts are supported by the titles/diffs. The 43251/43254 pair is the only clearly mergeable duplicate-like pair: both touch the same fixed_cross_entropy function for the same issue and the patches are compatible as a single bugfix." + "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (#43251/#43254) is clearly mergeable into one PR for the same `fixed_cross_entropy` bugfix. The other soft-edge rejections are conservative and do not overstate similarity." }, "evaluator_used": true, "retried": false, @@ -23373,7 +23473,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "d1ded7571cd9eeb46327d8a6544cc3ff9c3602bcc35d1ef9d4a11cd474a71259", + "prepared_review_unit_hash": "30beb12277af8bbf922206caa8542b193b8b3f9d17b314decb8489c3d367e0f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -23395,18 +23495,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions dependencies, but they target different action families and different maintenance goals: Node 24 compatibility vs general/latest-version upgrades. They are not the same underlying change.", - "confidence": 0.92, + "summary": "Two separate maintenance PRs that both update GitHub Actions, but they target different action families and workflows. They overlap in files because several workflows need dependency bumps, not because they fix the same underlying change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the cleaner representative because it specifically addresses the concrete Node 24 compatibility migration across workflow actions.", + "canonical_pr_reason": "PR #42976 is the better canonical representative because it is the broader umbrella upgrade and its title matches the shared theme of updating workflow actions across multiple files.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of this cluster since its scope is more clearly defined and tied to a single compatibility objective; PR 42976 is a separate broader dependency bump.", + "best_pr_reason": "PR #42976 is the best PR for the cluster since it is the most generic and central of the two action-upgrade changes, covering a wider set of workflow maintenance updates.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but they change different actions and fix different problems. 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and other actions to newer versions. They would not plausibly merge into one single PR as the same bug/change." + "reason": "Reject: these are different upgrades. #42975 bumps checkout/cache/upload-artifact for Node 24 compatibility, while #42976 bumps docker/build-push-action and related workflow actions. Shared workflow filenames alone do not indicate the same code-path problem or a single mergeable PR." } ] }, @@ -23441,12 +23541,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "c45d3406d4ad45a8cfd39329f01f87f7decda1a50bc9e64a825ca719e2ec9bb3", + "prepared_review_unit_hash": "08cfc751da8ee5a19a849299746aefbe74e820b6f56e1d0d8b85044ea1706a81", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23454,7 +23554,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23463,36 +23563,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model-addition efforts for different architectures (ViT NEPA, Molmo, CTSM, Step3p7) and only overlap on generic docs/auto-registry plumbing. They are not duplicates of the same underlying change.", + "summary": "All four items are separate model-addition PRs, not duplicates: they each introduce a different model family and only overlap on shared Transformers boilerplate, auto-mapping, docs, and test scaffolding.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a clear canonical duplicate target; the cluster contains distinct model integrations rather than one repeated fix/change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "None of these is a better duplicate representative than the others, because each introduces a different model and code path.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). Shared registry/docs files are generic scaffolding, not evidence of the same code change." + "reason": "Different models (ViT NEPA vs Molmo); shared files are generic registry/docs changes, not the same underlying fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model implementations; overlap is limited to common auto/docs wiring." + "reason": "Different model additions (ViT NEPA vs CTSM) with only broad auto/docs overlap." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM add different models with distinct configs, processors, and tests; not the same underlying bug or change." + "reason": "Molmo and CTSM are unrelated model implementations; overlap is limited to common integration files." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are separate model integrations; similarity is only at the framework/registry level, so they should not be merged as duplicates." + "reason": "CTSM and Step 3.7 Flash target different model code paths; similar framework plumbing is insufficient to treat them as duplicates." } ] }, @@ -23541,130 +23641,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "137c93bc9e9558d4ceb8f73e9db30e05efb5f5bb6abdb92476ce95a24be5648e", + "prepared_review_unit_hash": "90a9a2612edc13d3d8fb1222db3f89edfa981a4c562080e4dab29e96b50eb9b0", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19595, - "estimated_input_tokens": 4899, - "estimated_eval_tokens": 10054 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19595, - "estimated_input_tokens": 4899, - "estimated_eval_tokens": 10054 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a heterogeneous set of PRs: most are unrelated test/CI/model fixes across different subsystems, and only the two YOLOS PRs appear to address the same concrete device-map mismatch bug.", + "summary": "Mostly unrelated fix PRs spanning different models/subsystems and test-only changes; only the two YOLOS PRs target the same device-mismatch issue and overlap on the same file/issue.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole set; the only clear duplicate pair is the YOLOS fix, where 46886 is the better anchor because it explicitly targets issue 46869 and describes the device_map=\"auto\" mismatch clearly.", + "canonical_pr_reason": "PR 46922 is the strongest representative of the only true duplicate pair: it fixes the YOLOS device-mismatch path directly and also includes the no-split-module adjustment, making it the more complete version of the shared change.", "best_issue_reason": null, - "best_pr_reason": "PR 46886 is the strongest representative candidate: focused YOLOS bug fix, explicit issue link, and the same underlying problem as 46922.", + "best_pr_reason": "PR 46922 is the best single representative for the cluster because it contains the most complete YOLOS fix; the other PRs are separate fixes in unrelated areas or test scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different changes; one is Whisper tokenization/tests, the other is CLIP/ViT test edits." + "reason": "Both are test-related, but they affect different models and different codepaths; they do not look like the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode behavior vs FP8 dequant/loading fixes; unrelated code paths." + "reason": "Whisper tokenization/test changes and FP8 dequant/loading changes are unrelated subsystems and problems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Both mention Whisper, but the concrete fixes differ: tokenizer timestamp/batch decode vs generation watermarking validation and broader CI/test updates." + "reason": "Whisper decoding changes and generation watermarking validation are different features/bugs." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer fix and YOLOS device-mismatch fix are unrelated." + "reason": "Whisper tokenizer fixes and YOLOS device-mismatch fixes are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Separate test/CI failures in different model suites; no shared underlying bug." + "reason": "These are both test/CI-flavored, but one is CLIP/ViT test noise and the other is Phimoe CI memory handling; not the same change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to FP8 dequant/loading changes." + "reason": "CLIP/ViT test edits do not match the FP8 dequant/model-loading fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different fixes in different areas; only broad test churn overlaps, not the same bug." + "reason": "Different model tests and different runtime bug; no shared concrete codepath." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Unrelated model test changes versus YOLOS runtime/device placement fix." + "reason": "CLIP/ViT test changes are unrelated to the YOLOS runtime device mismatch." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading work is unrelated to Phimoe integration test CI adjustments." + "reason": "FP8 quantization/loading changes and Phimoe CI memory adjustments address different issues." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems and concrete bugs; shared test churn is not enough to merge them." + "reason": "These touch unrelated generation/watermarking vs FP8 dequantization codepaths." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequantization changes and YOLOS device-map fixes are unrelated." + "reason": "FP8 dequantization and YOLOS device placement are different bugs in different modules." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation/watermarking and Whisper changes do not match the Phimoe CI-memory fix." + "reason": "Generation-config watermarking validation and CI memory limits are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Broad generation/Whisper validation changes are unrelated to YOLOS device placement." + "reason": "Watermarking config validation and YOLOS device mismatch are separate issues." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory-limit/test harness changes do not address the YOLOS runtime bug." + "reason": "CI instance-sharing memory fixes do not overlap with the YOLOS model device mismatch bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device_map=\"auto\" device mismatch in the same file and could plausibly be merged into one change." + "reason": "Both PRs target the same YOLOS device_map='auto' mismatch in the same model file and share issue 46869; 46922 is the broader, more complete fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The rejected pairs are appropriately treated as unrelated despite superficial filename/model overlap, and the only accepted pair (46886/46922) is supported by the shared YOLOS file and shared issue target, with changes that look mergeable into one bugfix PR. The canonical/representative wording is cautious enough." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only clearly mergeable duplicate pair is 46886/46922: they share the same YOLOS file and issue target, and 46922 is the more complete fix. The other verdicts are appropriately cautious and do not overclaim shared bugfixes across unrelated subsystems or test-only changes." }, "evaluator_used": true, "retried": false, @@ -23694,7 +23794,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "7ba2a46a9e89bfa4ab730471688e5027d5ac7fe75419ec8a21b9cd2c71aed30a", + "prepared_review_unit_hash": "5964b75089063d1b6b4a1a8108d91511117d623d73a0f1331e89af4b08287457", "component_budget": { "node_count": 3, "item_count": 3, @@ -23716,30 +23816,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are unrelated, intentionally marked \"don't merge,\" and appear to be test/bot/workflow demonstrations rather than the same underlying fix. None should be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are three unrelated open PRs with similar test/demonstration framing, but they change different subsystems and code paths: packaging/test deps, workflow tooling, and a security-gate workflow. They should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR targets a different file set and a different synthetic/demo change, so they do not represent one underlying fix or change.", + "canonical_pr_reason": "No single canonical PR fits: the PRs target different files and behaviors, and the overlap is mostly superficial ('don\u2019t merge' / testing-oriented titles).", "best_issue_reason": null, - "best_pr_reason": "No best PR: there is no shared bug or merged change to preserve, and all three look like separate test PRs rather than duplicate candidates.", + "best_pr_reason": "None of the PRs is a good representative duplicate for the others; 46747 is the most isolated and specific, but it does not subsume the others' changes.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different code paths and purposes: one changes setup/versioning and a Vit test file, the other changes a workflow trigger. They are not the same fix." + "reason": "Different changes entirely: 43488 touches setup/dependency/versioning and a Vit test, while 46747 only switches a workflow trigger. Same broad repo only, not the same underlying fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Overlap is only superficial (shared test file mention). The PRs touch unrelated workflows/utilities versus packaging/version changes, so they cannot be one merged PR." + "reason": "43488 is a packaging/versioning and test tweak; 43532 rewrites several CI/workflow files and helper code. The shared Vit test file is incidental and they do not address one concrete bug." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "One is a broad workflow/test-diff showcase, the other is a single security-gate workflow trigger change. No concrete shared bug or change." + "reason": "43532 is a broad CI/testing-related workflow change across multiple files, whereas 46747 is a single workflow trigger change for a security gate. Not the same code-path problem." } ] }, @@ -23769,12 +23869,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "2cc3f5fda8ccd65260a5455877c423fbaa6ae6bb3cf4677ae22dd6c2c77a35df", + "prepared_review_unit_hash": "72785dcc2ecb4055466f3d059114e65a284bc3ea15324e82ea7ae41eb0b25720", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23782,7 +23882,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23791,18 +23891,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some documentation and pipeline plumbing, but they target different tasks/models and should not be deduplicated.", - "confidence": 0.96, + "summary": "Two separate PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some scaffolding, but the underlying tasks, model integrations, and filenames differ enough that they should not be treated as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: the two PRs implement different segmentation features and do not appear to be the same underlying change.", + "canonical_pr_reason": "No canonical duplicate PR: these are distinct pipeline additions for different segmentation tasks, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader, more central change in this cluster: it adds the visual segmentation pipeline with multiple model integrations and tests, making it the better representative PR if one must be chosen.", + "best_pr_reason": "PR #43613 is the broader implementation, with more model integrations and test coverage, so it is the better representative of the cluster if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are different pipeline additions (concept segmentation vs visual segmentation) with different target code paths and model/test coverage; they are related in theme but not the same underlying bug or change." + "reason": "Similar documentation and pipeline scaffolding, but they implement different concrete features: promptable concept segmentation vs promptable visual segmentation. The codepaths and supported models differ, so they are not the same change and should not be merged as duplicates." } ] }, @@ -23832,7 +23932,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6cdac516889031a3b6ca966c9d437163ed5d78ad9ea201429a3dd9beb5c1e755", + "prepared_review_unit_hash": "55381758a600d853c6bf3e42e097780ace5ad2d4d697435191e86779830c3132", "component_budget": { "node_count": 2, "item_count": 2, @@ -23854,18 +23954,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both modify `src/transformers/trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not the same underlying change.", - "confidence": 0.97, + "summary": "Two open Trainer PRs touch the same file but target different code paths: gradient-accumulation loss scaling vs. signature-column filtering/extensibility. They are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "43651 is the more concrete Trainer behavior change and a reasonable representative if a single PR must be chosen; 43663 is a separate refactor for column filtering override support.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the stronger standalone change in the cluster because it fixes a concrete training-step behavior and introduces a focused hook for custom trainers; however, it is still unrelated to #43663 and should not be treated as a duplicate.", + "best_pr_reason": "43651 has the clearest user-facing effect and the narrowest, self-contained fix. 43663 addresses an unrelated Trainer internals override point.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different problems: #43651 is about gradient accumulation loss scaling in `training_step`, while #43663 is about extracting signature-column logic for dataset column filtering. Shared file alone is not enough to treat them as one PR." + "reason": "Same file, but different underlying changes: loss scaling in training_step versus extracting signature column logic for custom trainers. They do not fix the same bug and would not plausibly merge into one PR as duplicates." } ] }, @@ -23895,7 +23995,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "7474a49f668159de578d1030e6826bd8d809f0e71ad812f418f6012f4a389214", + "prepared_review_unit_hash": "357fa24686907c77394b052ca57bd66a1343a37853040561312230cce5bb0a38", "component_budget": { "node_count": 2, "item_count": 2, @@ -23917,18 +24017,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are in `src/transformers/cli/serve.py` and are about TypeAdapter/annotation-related import safety, but they fix different concrete failure modes and are tied to different issues.", - "confidence": 0.69, + "summary": "Two open PRs touch the same file and both mention TypeAdapter, but they address different failure modes: one is a general CLI type-annotation NameError cleanup, the other is specifically a pydantic-optional import/type-hint issue.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader, more representative fix for the CLI annotation NameError theme and has the stronger discussion/context around the file-wide typing cleanup.", + "canonical_pr_reason": "PR 43842 is the more specific and concrete fix: it localizes the TypeAdapter import under TYPE_CHECKING and quotes the annotation, matching the explicit failure mode in its title.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the better standalone candidate because it addresses the import-time annotation evaluation problem across the file, not just one annotated parameter.", + "best_pr_reason": "PR 43842 is the best representative of the cluster because it has the clearest, narrow bug description and the most directly targeted code change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Related, but not the same underlying bug/change: 43656 postpones annotation evaluation across `serve.py`, while 43842 specifically makes `TypeAdapter` typing safe when pydantic is absent. They target different issue reports and would not be a clean single merged PR." + "reason": "Do not merge: they overlap in file and symbol, but they appear to fix different NameError causes. PR 43656 is a broader typing/runtime-annotation adjustment, while PR 43842 specifically addresses missing-pydantic import handling for TypeAdapter." } ] }, @@ -24065,8 +24165,8 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44722", "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", "pull_request:44068|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -24121,379 +24221,397 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "7812f97bf46c537dbd306616e8375a11470b98a23fc1561868783d534434c0ed", + "prepared_review_unit_hash": "a688cb472b6e4f0f0d1443220e45596f055f3667dd9ec529b9d4559ed10fbd11", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84115, - "estimated_input_tokens": 21029, - "estimated_eval_tokens": 42314 + "serialized_chars": 84107, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76937, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76930, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a theme of standardized output-tracing refactors across many unrelated model families. I only see clear duplicate PRs inside the GPT-J/codegen line, plus a GPT-Neo revision pair; the cross-model pairs should stay separate.", - "confidence": 0.87, + "summary": "This cluster is mostly a standardized output-tracing refactor wave spread across many unrelated model implementations. The true overlaps are concentrated in the GPT-Neo line and the GPTJ/CodeGen line; a few other cross-model pairs are high-similarity but still read as separate model-specific refactors rather than mergeable duplicates.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the duplicate GPT-J/codegen line: it is the latest and most complete variant, and it overlaps the same concrete gptj/modeling_gptj.py and codegen/modeling_codegen.py output-tracing changes as the earlier GPT-J PRs.", + "canonical_pr_reason": "PR 44722 is the best canonical PR for the overlapping core because it is the broadest later GPTJ-family consolidation, explicitly targets #43979, and subsumes the GPTJ/CodeGen refactor path better than the earlier variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best overall representative because it appears to supersede the earlier GPT-J/codegen output-tracing refactors rather than being a narrower or older partial version.", + "best_pr_reason": "PR 44722 is the strongest representative of the actual duplicate set: it is the latest broad GPTJ-family implementation, self-contained, and closest to the shared concrete change rather than the many unrelated model-specific refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (FNet/CVT vs GPT-J); same general refactor pattern, but not the same underlying bug/change." + "reason": "Different model families and forward paths; same output-tracing theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated architectures and code paths; both standardize outputs, but they are not duplicates." + "reason": "Different model implementations; only the refactor pattern is similar." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on overlapping gptj/modeling_gptj.py changes; 44085 looks like a narrower/earlier variant of the same work." + "reason": "Same GPTJ-family output-tracing change on the same concrete code path; 44066 is the broader variant." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models (RegNet vs EfficientNet); same refactor theme only, not the same change." + "reason": "RegNet and EfficientNet are unrelated model paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/codegen are unrelated model implementations; no shared code-path bug." + "reason": "EfficientNet vs GPTJ/CodeGen: different models and different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and distinct files; these are separate refactors." + "reason": "Different model families; shared tracing theme is not enough." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated code paths; not duplicates." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/codegen refactor vs MGP-STR refactor; same umbrella pattern only, not the same concrete change." + "reason": "GPTJ/CodeGen output tracing is unrelated to MGP-STR output handling." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/codegen and MPT touch different implementations; not the same bug or patch." + "reason": "Different architectures and code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same file/test area; 44068 appears to be a later revision of the same change." + "reason": "Same GPT-Neo refactor line on the same model file; 44068 is a later variant of the same change." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-J/codegen vs GPT-Neo; same refactor style but unrelated code paths." + "reason": "GPT-Neo and GPTJ/CodeGen are different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations, so this is not a duplicate." + "reason": "GPT-Neo vs GPTJ/CodeGen are separate model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/codegen output tracing are separate model-specific changes." + "reason": "ResNet and GPTJ/CodeGen are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/codegen are unrelated model families." + "reason": "MGP-STR output tracing is a different model and change." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different code paths; same theme only." + "reason": "ResNet and GPTJ are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; no shared underlying bug." + "reason": "GPT-Neo and ResNet are different models and different changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated implementations." + "reason": "ResNet and MPT are distinct model paths." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44066", "right": "pull_request:44722", + "accept": true, + "reason": "Same GPTJ/CodeGen output-tracing refactor line; 44722 is the later broader consolidation." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo and GPT-J/codegen are separate model refactors." + "reason": "GPTJ/CodeGen versus GPT-Neo: different model families." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated changes." + "reason": "GPT-Neo and MGP-STR are unrelated model changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44116", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; not duplicates." + "reason": "MPT and GPTJ/CodeGen are different model implementations." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPTJ are different model-specific changes." + }, + { + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR differ in model and code path." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model-specific output-handling refactors." + "reason": "MPT and GPTJ are distinct model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-2 and GPT-J/codegen are separate model implementations; not mergeable as one PR." + "reason": "SqueezeBert and VisualBert are unrelated model code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and LongT5 touch different subsystems and concrete changes." + "reason": "RegNet vs VisualBert: different models, not duplicates." }, { - "left": "pull_request:44073", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "VisualBert and TextNet are unrelated model implementations." + "reason": "RegNet output tracing and SegFormer output tracing are separate model changes." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "FocalNet and ImageGPT are different code paths; same refactor pattern only." + "reason": "SqueezeBert and GPT-Neo are unrelated models." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "VisualBert vs Flaubert/XLM; no shared concrete bug or patch." + "reason": "SqueezeBert vs DeBERTa: unrelated concrete changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44073", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet and VisualBert are distinct model refactors." + "reason": "DeBERTa and TextNet are different model paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44071", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "MPNet and MPT are unrelated implementations." + "reason": "FocalNet and ImageGPT are different implementations; same tracing theme only." }, { - "left": "pull_request:44071", - "right": "pull_request:44722", + "left": "pull_request:44073", + "right": "pull_request:44074", "accept": false, - "reason": "MPT and GPT-J/codegen are different model code paths." + "reason": "VisualBert and TextNet are different models and changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and GPT-2 are separate model-specific changes." + "reason": "VisualBert and Flaubert/XLM are different model-specific changes." }, { "left": "pull_request:44059", - "right": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs GPT-J/codegen; same tracing theme, not the same bug." + "reason": "GPT2 and MGP-STR are unrelated code paths." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model implementations." + "reason": "MPNet and Flaubert/XLM are different model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and SegFormer are different model families." + "reason": "RegNet and GPT-Neo are unrelated models." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are unrelated code paths." + "reason": "RegNet and LongT5 are unrelated code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are distinct implementations; no overlap beyond the broad refactor theme." + "reason": "MPT and ImageGPT are different model refactors." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model-specific changes." + "reason": "TextNet vs Flaubert/XLM are unrelated changes." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate code paths." + "reason": "MPNet and LongT5 are separate model-specific refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model implementations." + "reason": "RegNet and MPNet are unrelated models." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and LongT5 are different concrete changes." + "reason": "MPT and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and LongT5 are unrelated model refactors." + "reason": "SqueezeBert and MPT are distinct model implementations." }, { - "left": "pull_request:44056", + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "MPNet and SpeechT5 are different code paths." + "reason": "GPT-Neo and SpeechT5 are different model-specific changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44073", + "right": "pull_request:44098", "accept": false, - "reason": "RegNet and TextNet are separate model implementations." + "reason": "VisualBert and ViLT are different model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated models; not duplicates." + "reason": "GPT2 and MPT are unrelated models." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44086", + "accept": false, + "reason": "MPNet and MGP-STR are separate refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and SpeechT5 are different model families." + "reason": "SegFormer and MPT are separate implementations." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT and SegFormer are unrelated changes." + "reason": "CVT/FNet output tracing and SegFormer output tracing are different model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated model paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are distinct code paths." + "reason": "SqueezeBert and DeBERTa are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are unrelated model-specific refactors." + "reason": "DeBERTa and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and ViTS are different architectures and changes." + "reason": "DeBERTa and VITS are different code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model implementations." + "reason": "FocalNet and ImageGPT are unrelated model-specific refactors." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated code paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/codegen output-tracing work in the same files; 44722 looks like the later, broader version of 44066." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; they overlap enough to be treated as duplicate PRs." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated models." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "FNet/CVT and RegNet are separate model refactors." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated code paths." + "reason": "VisualBert and TextNet are different models and changes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the cross-model pairs. The accepted duplicate pairs are supported by shared files/targets and appear mergeable as single bugfix PRs, with 44722 a reasonable canonical representative of the GPT-J/codegen line." + "accept": false, + "feedback": "The summary is mostly reasonable on the broad theme, but it overstates the exclusivity of the true overlaps. The packet marks additional pairs as deterministic_accept=true beyond the GPT-Neo/GPTJ set, notably 44024\u219444076 and 44073\u219444074, so saying that only the GPT-Neo pair and GPTJ-family PRs look like true overlaps is too strong. The canonical PR choice is plausible, but the cluster summary needs to stay more conservative and acknowledge those other accepted overlaps." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -24524,20 +24642,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "19898176a225f9d5e0f396d7554ae99c8303bc7c7c62ab2044f6fda829297702", + "prepared_review_unit_hash": "ac798a9809776e1e19af9046c8177e2d2a127e918c29970c9a7d6cc9793ca351", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84115, - "estimated_input_tokens": 21029, - "estimated_eval_tokens": 42314 + "serialized_chars": 84107, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12756, + "serialized_chars": 12755, "estimated_input_tokens": 3189, "estimated_eval_tokens": 6634 }, @@ -24546,36 +24664,36 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors for standardized output tracing/capture, but they target different architectures and code paths, so they are not duplicates of one another.", - "confidence": 0.92, + "summary": "These PRs are all model-specific refactors that standardize output tracing/capture, but they target different architectures and code paths. They are related by pattern, not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative of the cluster because it has an explicit issue target and a focused, self-contained SpeechT5 output-capture refactor.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit linked issue, a clear standardized output-capture refactor, and enough context to stand in for this refactor family.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best standalone PR in this set: it is clearly scoped, tied to an issue, and the diff centers on one concrete model implementation.", + "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster because it is explicitly tied to issue 43979 and clearly implements the same output-tracing modernization pattern in a concrete model file.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing refactors, but one is MPNet and the other is VisualBert; they touch different model implementations and are separate changes." + "reason": "Same refactor theme, but different models (MPNet vs VisualBert) and different implementation code paths; too broad to treat as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations (MPNet vs TextNet), not the same underlying bug or code change." + "reason": "Both are output-tracing refactors, but they touch different model implementations with distinct forward paths, so they are not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated code paths; similarity is only at the level of a shared refactor pattern." + "reason": "RegNet and SqueezeBert are separate model code paths; this looks like parallel modernization work, not one mergeable fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 modify different model files and different forward logic, so they should not be merged as duplicates." + "reason": "They share the same standardized-output refactor pattern, but SqueezeBert and SpeechT5 are unrelated model-specific changes and should not be merged as duplicates." } ] }, @@ -24655,274 +24773,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "5e554becee13f46801ec8a3122348e554c38c6b810fe9b7ebbdc326fc0a51037", + "prepared_review_unit_hash": "c21c38a8bc2c78e2ef79674e3a7d3544a3b1579883c9f58000ae0b0db2507edf", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40179, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40179, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all follow the same broad \u201coutput tracing refactor\u201d theme, but they are model-specific changes in different code paths and should not be deduplicated as the same underlying change. No soft edge looks like a true duplicate/mergeable pair.", - "confidence": 0.96, + "summary": "This cluster is a set of model-specific output-tracing refactors, not duplicate fixes for one shared bug. The overlap is mostly the same implementation pattern (`can_return_tuple` / `capture_outputs`) applied to different architectures and code paths.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "44003 is the broadest single refactor in the set, touching both `mamba` and `falcon_mamba` and introducing the tracing helper wiring; it is the best representative if a single PR must anchor the cluster.", + "canonical_pr_reason": "PR 44003 is the most representative single change in the set: it is broader than most others, spans two related Mamba-family files, and introduces the output-capturing plumbing central to this refactor theme.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest representative of this cluster because it contains the most substantial output-tracing implementation changes rather than just signature cleanup in one model file.", + "best_pr_reason": "PR 44003 is the best representative PR for manual follow-up because it covers a larger slice of the shared refactor pattern, but it is still not a duplicate of the other model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor pattern, not the same code-path change." + "reason": "Different model families (`timm_backbone` vs `upernet`); same output-tracing theme, but not the same code path or change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Separate model-specific refactors (`timm_backbone` vs `vision_text_dual_encoder`), not one shared bug or mergeable change." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated model paths; this is only a shared refactor motif." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` and `univnet` are unrelated code paths; similarity is only at the refactor template level." + "reason": "`timm_backbone` and `univnet` are separate architectures; no shared concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; this is not the same underlying tracing bug/change." + "reason": "One is `timm_backbone`, the other is Mamba/FalconMamba; both refactor output handling, but in different implementations." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are unrelated models, so this is not a duplicate fix." + "reason": "`timm_backbone` and `rwkv` are different model code paths; similarity is only at the refactor-pattern level." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` change different model-specific forward paths; not the same issue." + "reason": "`mobilenet_v1` and `univnet` are unrelated models; same tracing cleanup, not one duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems (`mobilenet_v1` vs `upernet`); no shared concrete bug." + "reason": "`mobilenet_v1` vs `upernet` touches different subsystems and forward paths." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model refactors, not one mergeable change." + "reason": "`mobilenet_v1` and `depth_anything` are separate model families; the shared decorator refactor is too broad to merge as one change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "The PRs target different encoder/decoder models and code paths; not duplicates." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` do not fix the same concrete issue." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated implementations despite similar wording." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model paths with only thematic overlap." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `univnet`); same refactor style, not same change." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated architectures; not a duplicate PR pair." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "These touch unrelated code paths and model families, so they are not duplicates." + "reason": "Different code paths (`vision_text_dual_encoder` vs `upernet`); same refactor style only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` address different model internals; not mergeable as one fix." + "reason": "`vision_text_dual_encoder` and Mamba/FalconMamba are distinct model families; no shared bug to unify." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different forward paths; no shared concrete bug." + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate forward implementations." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are separate model implementations with independent refactors." + "reason": "`univnet` and `upernet` are unrelated; the shared output-tracing cleanup is not enough to call them duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "The changes affect unrelated code paths, so this is not the same underlying change." + "reason": "`univnet` vs Mamba/FalconMamba is different functionality and different code paths." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are different model-specific tracing refactors, not a duplicate fix." + "reason": "`univnet` and `depth_anything` are separate model families; only the refactor pattern matches." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated models; the similarity is only in the refactor pattern." + "reason": "`upernet` and `rwkv` are unrelated model implementations; same subsystem theme, not same bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; no common concrete bug or code-path change." + "reason": "`upernet` and Mamba/FalconMamba touch different forward paths and cannot be merged as one fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated implementations; not the same underlying issue." + "reason": "Mamba/FalconMamba and `superpoint` are different architectures; the overlap is only the refactor technique." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` vs `codegen` is just shared refactor language, not the same fix." + "reason": "`mamba` and `codegen` are unrelated code paths; both alter output handling, but not the same concrete problem." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are different code paths and cannot be merged as one PR." + "reason": "`timm_backbone` and `codegen` are different model families; no shared bug or mergeable fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families (`univnet` vs `codegen`); no shared concrete bug." + "reason": "`univnet` and `codegen` have unrelated forward logic despite similar output-shape cleanup." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are unrelated model refactors, not duplicates." + "reason": "`upernet` and `codegen` are separate subsystems; this is a shared refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` touch different model internals; not the same change." + "reason": "`vision_text_dual_encoder` and `codegen` do not target the same concrete code-path issue." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are separate model-specific refactors with no shared code-path bug." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model wrappers; same decorator adoption, not the same bug." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "These affect different model families and are not the same underlying fix." + "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated model paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are different models; shared theme is too broad for duplicate triage." + "reason": "`depth_anything` and `superpoint` are distinct vision models with separate forward implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` change unrelated forward paths; not duplicates." + "reason": "`depth_anything` and `rwkv` are unrelated architectures; only the output-tracing refactor theme overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are unrelated model implementations." + "reason": "`depth_anything` and `dpr` are different tasks and code paths; not one duplicate change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` do not share the same concrete bug or fix." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated model families; the commonality is too broad." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder stacks; same refactor wording, but not the same change." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrappers with different underlying paths." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated code paths." + "reason": "`vision_encoder_decoder` and `superpoint` are different code paths and different model types." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are different model families, so this is not a duplicate." + "reason": "`vision_encoder_decoder` and `dpr` are not the same concrete change; both only modernize output handling." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are separate implementations; not mergeable as one PR." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; no duplicate bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different tracing code paths; not the same bug." + "reason": "`speech_encoder_decoder` and `rwkv` touch different forward implementations." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are unrelated model changes." + "reason": "`speech_encoder_decoder` and `dpr` are separate model paths; same theme, not same issue." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are different model internals; similarity is only superficial." + "reason": "`superpoint` and `rwkv` are unrelated architectures; the refactor motif is not enough." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "These PRs touch unrelated models and should not be merged as duplicates." + "reason": "`superpoint` and `dpr` have different code paths and different model responsibilities." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model-specific refactors, not the same underlying change." + "reason": "`rwkv` and `dpr` are separate model families; same output-tracing cleanup, not one duplicate PR." } ] }, @@ -24952,12 +25070,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "2bfc3e14e2fdd17df8894c45b3a7e98739c2872e1c05242c2270dbe1ab95c967", + "prepared_review_unit_hash": "d4ddeb01aac5f05bfcdcbf46e3361578efff73a8ee0f6e6f75a4942b2a6e26c8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -24965,7 +25083,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -24974,18 +25092,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-implementation PRs that only overlap on generic Transformers scaffolding (docs, auto-registry, package wiring). They do not appear to fix the same underlying bug or add the same model.", - "confidence": 0.96, + "summary": "These are two unrelated model-addition PRs that happen to touch shared Transformers boilerplate; they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44662 is the better cluster representative: it is a fuller, non-draft implementation with substantial review activity and a broader set of model, processor, and test files.", + "canonical_pr_reason": "PR #45401 is the cleaner representative because it is explicitly tied to issue #45027 and has a focused, self-contained TTS implementation. PR #44662 is a separate model addition for PenguinVL.", "best_issue_reason": null, - "best_pr_reason": "PR #44662 is the strongest standalone PR to keep as reference because it is more complete and mature than the draft Voxtral TTS PR.", + "best_pr_reason": "PR #45401 is the strongest single PR in this cluster: it has an explicit issue target, a narrower scope, and a clear model-specific feature set.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with different code paths: PenguinVL vs Voxtral TTS. The shared auto/docs files are generic integration points, not evidence of the same change." + "reason": "Different underlying changes: PenguinVL is a vision-language model implementation, while Voxtral TTS is a text-to-speech model. Shared auto/docs files are generic scaffolding, not evidence of the same bug or mergeable fix." } ] }, @@ -25015,7 +25133,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "d14c82a8ca98e3980308e8538c247e04166c8c0fc173004c6744999b3dbf71e7", + "prepared_review_unit_hash": "0ad8f8631ba9d96b9c215301bb9da2da3ec49a7914fee70220d9d4e098ca8627", "component_budget": { "node_count": 2, "item_count": 2, @@ -25037,18 +25155,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related around module/kernel fusion, but they are not the same change: #44979 adds the core Module Fusion API and tests, while #45363 builds a specific n-to-1 kernel-fusion path on top of KernelConfig with integrations and an example.", - "confidence": 0.93, + "summary": "These PRs are related by the broad theme of fusion, but they implement different layers of the stack: one adds a generic Module Fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and integration points. They do not look like the same underlying change.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more fundamental, general-purpose API change: it introduces the module fusion abstraction itself and accompanying tests, making it the better canonical representative.", + "canonical_pr_reason": "PR 45363 is the more concrete end-user feature: it threads KernelConfig through model loading and integration code to enable kernel fusion behavior, rather than just introducing a general abstraction.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best representative of the cluster because it is the core infrastructure PR; #45363 is a narrower feature built on top of that abstraction.", + "best_pr_reason": "PR 45363 is the stronger representative PR for the cluster because it changes multiple real code paths, has a focused feature statement, and appears closer to a mergeable implementation than the more foundational API-only PR.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related but distinct: one adds the fusion API primitives, the other implements kernel-config-driven n-to-1 fusion integration. They do not look like the same underlying code change and should not be merged as duplicates." + "reason": "Both are about fusion, but 44979 introduces a generic module-fusion API while 45363 implements n-to-1 kernel fusion via KernelConfig. They touch different abstractions and are not clearly the same fix/change." } ] }, @@ -25078,7 +25196,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "bc710f9be9e0e4a34a366571b66b7a64b5beaff3c156e7867c39907266d151ec", + "prepared_review_unit_hash": "f0b35630d74ff0dbb279ba781f8f6c54c715e0ca2261bc7721f42ea8639a9302", "component_budget": { "node_count": 2, "item_count": 2, @@ -25100,18 +25218,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. PR 45317 is the fuller version because it adds tests as well.", + "summary": "Both pull requests fix the same Mistral regex AttributeError in the same code path (`_patch_mistral_regex`) by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is the more complete version because it adds tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete change set.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete representative of this bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative: same bug fix, same file, same issue target, and additional validation via tests.", + "best_pr_reason": "PR 45317 is the strongest standalone PR: it fixes the concrete AttributeError and includes regression tests, so it is the best choice for triage and merging.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug fix in the same function and file; 45317 is essentially 45086 plus tests, so they are duplicative and could be merged into one PR." + "reason": "Same underlying bug and same fix in `_patch_mistral_regex`; 45317 is essentially 45086 plus tests, so they could plausibly be merged into one PR." } ] }, @@ -25141,7 +25259,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "40d3ff98d4cf267c16ccf2cb4a86d4ba842ea256f94421900a9518766237fac2", + "prepared_review_unit_hash": "0a046cf507c2429b9a204488553d6c3b6efd38a6e2321a9fb4ddd67cd42111f5", "component_budget": { "node_count": 2, "item_count": 2, @@ -25163,18 +25281,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to Nemotron H model support, but they target different levels of the change: one is a narrower refactor/conversion-mapping update, the other is a broader model split into dense/sparse variants with docs and tests. They should not be clustered as duplicates.", - "confidence": 0.93, + "summary": "These two PRs are related NemotronH architecture work, but they are not the same underlying change. PR 45115 is a narrower refactor around inheriting GraniteMoeHybrid and conversion/mapping plumbing, while PR 45569 is a broader model-split PR introducing dedicated NemotronHDense/NemotronHSparse implementations, docs, and tests.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45569 is the broader, more complete implementation of the Nemotron H redesign, covering the dense/sparse model split plus docs/tests; pull_request:45115 is a narrower inheritance/conversion refactor.", + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the more complete architecture change: it adds the dedicated dense/sparse model variants, updates auto-mappings, documentation, and tests, rather than just refactoring inheritance and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45569 is the best representative PR for this cluster because it contains the larger user-facing architectural change and supporting documentation/test updates.", + "best_pr_reason": "PR 45569 is the strongest overall PR in the cluster because it covers the full user-facing model restructuring and supporting docs/tests; PR 45115 looks like a narrower internal refactor and not a mergeable duplicate of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related Nemotron H work, but not the same concrete change: 45115 focuses on conversion/inheritance refactoring, while 45569 introduces separate dense/sparse model packages and docs/tests. They would not plausibly merge into one duplicate PR." + "reason": "They touch overlapping NemotronH files, but the underlying changes differ: 45115 focuses on GraniteMoeHybrid-style inheritance and conversion key renaming, while 45569 splits NemotronH into separate dense/sparse model packages with docs and tests. They would not plausibly be merged as one PR without substantial redesign." } ] }, @@ -25204,12 +25322,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "3cde588e9554b04aa342e3f43da60395aa2cd3f650d7d3dced0e8ce694aa857d", + "prepared_review_unit_hash": "81e751a57b60f1c816732611f163ffd0cb346e233d9896d842857005df968626", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6090, + "serialized_chars": 6091, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -25217,7 +25335,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6090, + "serialized_chars": 6091, "estimated_input_tokens": 1523, "estimated_eval_tokens": 3302 }, @@ -25226,18 +25344,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related but not duplicates: #45332 is the broader end-to-end heterogeneous model support, while #45333 is a narrower config-only subset. They share docs and configuration plumbing, but their scopes diverge materially in modeling/runtime changes.", - "confidence": 0.96, + "summary": "These are related feature PRs in the same heterogeneous-models area, but they are not the same change: one is a broad end-to-end heterogeneous model support PR, while the other is a narrower per-layer configuration-only PR.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the more representative PR for the cluster because it covers the full heterogeneous model feature set, including modeling, masking, cache utilities, integrations, docs, and tests, whereas #45333 only covers per-layer configuration support.", + "canonical_pr_reason": "PR #45332 is the broader, more complete feature implementation; #45333 is a narrower configuration-only slice and is not the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the best global PR to keep as the canonical representative because it implements the broader, more complete change set; #45333 is a partial follow-on focused on configuration only.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous-model support stack, not just config plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They overlap on heterogeneous configuration/docs, but #45332 also changes modeling, masking, cache, and integration code paths. #45333 is config-only, so these are related changes rather than the same underlying PR." + "reason": "Same feature area and overlapping files, but different scope: #45332 adds full heterogeneous model support (modeling, cache, masking, skip logic), while #45333 only adds per-layer config support. They are related, not duplicate PRs." } ] }, @@ -25267,7 +25385,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "07c765dcaf16f0a1eba7a72926de65ab4447c1761d1d1eed6d6bb85dde8eda6f", + "prepared_review_unit_hash": "d775b95f66a254d69ec55f3e2760f8c8b1a38e7f277d286e7eea2b69f8b1e44f", "component_budget": { "node_count": 2, "item_count": 2, @@ -25289,18 +25407,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-related PRs, but they are not the same underlying change: one is a broad type-checking sweep across many transformers modules, while the other adds targeted typing helper protocols and compatibility shims.", + "summary": "Both PRs are typing-related cleanup efforts in transformers, but they are not the same concrete change: one is a broad repo-wide type-checking sweep, the other is a focused typing-helper/refinement PR. The shared files appear incidental to overlapping type-system work, not evidence of a single duplicate fix.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader, more representative typing change: it updates type-checking config and touches many runtime modules in one coherent sweep.", + "canonical_pr_reason": "PR 45425 is the better canonical representative because it is narrower and self-contained, centered on typing helper definitions and a few related call sites, whereas PR 45415 is a broad multi-file type-checking sweep with many unrelated edits and ignore-rule changes.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best single representative of the cluster because its scope and intent are clearer and more central than the narrower helper-typing update in 45425.", + "best_pr_reason": "PR 45425 is the better standalone PR for the cluster because it has a tighter scope and a clearer concrete change set; PR 45415 is too broad to serve as the most representative item for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: 45415 is a wide type-checking pass across many files, while 45425 adds specific protocol/type-alias helpers in _typing.py and related integrations. They share a typing theme and a few files, but not the same concrete bug/change or mergeable PR scope." + "reason": "Do not merge as duplicates: both are about typing, but they address different scopes and likely different code-paths. 45415 is a large type-checking rollout across many files; 45425 adds specific typing protocol/alias support in a smaller set of modules. Shared filenames and topic are not enough to treat them as the same change." } ] }, @@ -25330,7 +25448,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "f59795662437af70fa5efd159cc666810c793231efad818b41fc6c27193bbb85", + "prepared_review_unit_hash": "6adeb4d2ee1184975437b67d746194436454f86b9d3dc3cb9a646f48c8547eee", "component_budget": { "node_count": 2, "item_count": 2, @@ -25352,18 +25470,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel / distributed loading behavior, but they address different failure modes: one fixes serialization and ZeRO-3 loading metadata, the other fixes shard wrapping to prevent expert weights from being overwritten under FSDP2/broadcast. They are related in subsystem, not the same underlying bug or change.", - "confidence": 0.91, + "summary": "These PRs are related to expert parallelism, but they fix different concrete bugs: one is about loading EP + DeepSpeed ZeRO-3 via accelerate launch, the other about expert weights being silently overwritten under FSDP2/rank-0 broadcast. I would not merge them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate canonical PR: these PRs fix different distributed-loading bugs and should remain separate.", + "canonical_pr_reason": "PR 45662 is the better cluster representative because it addresses a clear runtime corruption bug in the EP/FSDP2 loading path and includes the broader set of code-path fixes needed for that behavior.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the stronger representative of the cluster because it targets a concrete runtime corruption bug in the loading path and has broader code-path coverage, though it is not a duplicate of #45548.", + "best_pr_reason": "PR 45662 is the strongest standalone PR for this cluster because it targets a concrete silent-overwrite failure mode across the loading stack, with direct fixes in the affected execution path.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Reject: both involve EP/distributed loading, but #45548 fixes config serialization and ZeRO-3/accelerate launch loading, while #45662 fixes post-shard wrapping to stop experts being overwritten under FSDP2. Different concrete bugs and patches." + "reason": "Both involve EP, but the bugs and fixes differ: 45548 is about preserving distributed_config and enabling EP during loading with DeepSpeed ZeRO-3/accelerate launch, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Same subsystem, different underlying problem." } ] }, @@ -25393,7 +25511,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "bd9d81806ac3fc92dce5d027a992ac788d4dd4790e7bab98330b4d1c5b856f06", + "prepared_review_unit_hash": "4553fa4f4e1a48d3071018c3e0c2a5aa12d409a90706f9273a235fe8479a98ac", "component_budget": { "node_count": 2, "item_count": 2, @@ -25415,18 +25533,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about making captured debug output from patched tests safe under pytest-xdist and easier to collect in CI, but they are not the same concrete change: one focuses on the logging helper, while the other also changes the workflow that aggregates and prints the artifacts.", - "confidence": 0.78, + "summary": "Both PRs address the same xdist/captured_info collision problem in `testing_utils`; #45645 is the broader, more complete fix because it also updates CI log collection for the new per-worker artifact naming.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the broader end-to-end fix: xdist-safe artifact writing plus CI-side collection/printing of multiple captured_info files.", + "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it contains the core `testing_utils` xdist-safe fix plus the workflow change needed to collect all `captured_info*.txt` files in CI.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster since it includes the core helper change and the downstream workflow handling needed to preserve the debug logs in CI.", + "best_pr_reason": "PR #45645 is best suited as the representative change for this cluster since it resolves the underlying artifact-collision bug and also preserves CI debug log visibility after the filename change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", - "accept": false, - "reason": "Related, but not the same PR change: 45639 only hardens the testing helper\u2019s file output, while 45645 additionally changes the CI workflow to gather and print multiple captured_info files. That extra workflow behavior makes them different concrete fixes rather than a single mergeable PR." + "accept": true, + "reason": "Accept: both PRs fix the same concrete bug in patched testing debug logs under xdist, and #45645 is essentially a superset of #45639 with matching `testing_utils` changes." } ] }, @@ -25522,40 +25640,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "746c0332085adb1e52ce51a6b661afde007397b60fd161fba02feee1c8aebf1e", + "prepared_review_unit_hash": "b63184a90d43773a0b5eb3ed3139339ddc5866f9358522c583e7f3bad91ba052", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one mixes CI/telemetry changes with model config adjustments, while the other is a test-migration PR adding DDP/kernel test infrastructure. They share only broad \"do not merge\"/testing vibes, not the same underlying code-path change.", - "confidence": 0.91, + "summary": "The two pull requests are not duplicates: one is a broad testing/Grafana-oriented PR with unrelated workflow and model tweaks, while the other is a focused test-migration PR adding kernel and vision tests. The soft similarity appears to be incidental rather than the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR: the PRs address different changes and different code paths, so they should not be collapsed into one duplicate group.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good canonical duplicate target; they address different concerns and should remain separate. If forced, 46100 is the more self-contained change, but it is not a duplicate of 45932.", + "best_pr_reason": "If one must be chosen as the cleaner representative, PR #46100 is more cohesive and self-contained; PR #45932 is a mixed-purpose test/Grafana change with unrelated edits.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different changesets and objectives: 45932 touches CI secrets plus model embedding/config code, while 46100 is a test migration adding DDP config and new kernel/ViT tests. No shared concrete bug or mergeable combined fix." + "reason": "Different underlying work: #45932 mixes CI secrets, model config/code edits, and a Grafana/testing label, while #46100 is specifically a test migration with new kernel and model tests. They do not appear mergeable as one PR." } ] }, @@ -25585,12 +25703,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "8754d528c860337f1224d840dcec7e19c2e253452f71863df40305a3c6eedd89", + "prepared_review_unit_hash": "910a9311c5704dc672104b4fd2310e7b8611aab526f390cfd1440d168c89c283", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25598,7 +25716,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25607,18 +25725,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is not a true duplicate: PR #46126 is a focused EP/trainer integration change, while PR #46269 is a broad distributed branch base with many unrelated distributed/FSDP/CI edits. The shared filenames are incidental overlap, not the same underlying fix or feature.", - "confidence": 0.96, + "summary": "The two PRs overlap on some distributed/MoE filenames, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed branch-base PR with many unrelated updates. Reject the duplicate link.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "#46126 is the more specific, self-contained change with a concrete code-path goal; #46269 is a broad base/integration PR touching many unrelated distributed areas, so it is not the better canonical duplicate target.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the more specific, coherent change centered on EP routing and Trainer integration; PR #46269 is too broad and mixed to serve as a canonical duplicate representative.", + "best_pr_reason": "#46126 is the best representative of the cluster because it has a clear, narrow feature intent and the shared files alone are not enough to make #46269 a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Different scope and purpose: #46126 adds router-parallel/Trainer integration, while #46269 is a large distributed base branch spanning FSDP, CI, and many unrelated files. They do not look like the same concrete code-path fix." + "reason": "Shared distributed filenames are not enough here: the PRs have different intents and scopes, and #46269 appears to be a broad branch-base integration rather than the same concrete bug/change as #46126." } ] }, @@ -25686,7 +25804,7 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "22e3bbdcca07d1baaafd975ba2f030febcb738a8c418209799ad9596cf8bfb51", + "prepared_review_unit_hash": "a0a1885d6a332e5fb7a26a13a27de8c05ebcf07cb63f408ec742d1cd1844b446", "component_budget": { "node_count": 10, "item_count": 10, @@ -25708,198 +25826,198 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are small, unrelated workflow/security chore PRs. The only dense similarity cluster is the pr-ci-security-gate.yml group, but those PRs make different changes and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "All candidates are pull requests, and most are small, unrelated workflow edits. The only tight subcluster is around pr-ci-security-gate.yml, but the individual PRs change different aspects of that workflow and should not be merged as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out; 46554 is the most substantive and central workflow-security change, so it is the best representative if one must be chosen.", + "canonical_pr_reason": "PR 46554 is the most substantive workflow change in the set and the best anchor for the pr-ci-security-gate subtopic; it introduces actual security-gate behavior rather than a narrow follow-up tweak or comment-only change.", "best_issue_reason": null, - "best_pr_reason": "46554 has the broadest security-gate logic change and is the most representative anchor for the workflow-security subgroup, but it is still distinct from the nearby PRs.", + "best_pr_reason": "PR 46554 is the strongest representative PR overall because it makes the main functional change in the cluster and is more central than the smaller adjacent edits.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different changes: stdin piping for self-comment CI vs PR security-gate logic." + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs security-gate logic in pr-ci-security-gate.yml." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different code paths; no shared underlying bug/change." + "reason": "One fixes shell-safe comment passing; the other changes permissions and approval gating in a different workflow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Self-comment CI message handling is unrelated to security-gate workflow notes." + "reason": "Unrelated workflows and different code paths; the security-gate workflow note is not the same bug as stdin handling." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow updates in different files; not the same fix." + "reason": "Different workflow files and different concerns; this is not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows: message input handling vs build-ci-docker image tag detection." + "reason": "Both use shell-safe quoting, but they modify different CI workflows for different commands and failure modes." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch logic." + "reason": "SSH runner hardening and benchmark trigger logic are unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and concerns; SSH runner vs anti-slop permissions." + "reason": "Different workflows and different concerns: SSH runner cleanup vs anti-slop permissions placement." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "SSH runner changes do not match assign-reviewers checkout behavior." + "reason": "Unrelated workflow changes; runner hardening does not match reviewer-assignment checkout behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different security concerns; not one concrete bug." + "reason": "Different workflows and different problems; one is SSH runner security, the other is PR security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner env cleanup is unrelated to PR CI security-gate permissions/approval logic." + "reason": "SSH runner environment cleanup is unrelated to PR CI security-gate permission handling." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow jobs with different behaviors; only broad CI similarity." + "reason": "Separate workflow updates with no shared code path or concrete bug." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permissions and assign-reviewers checkout are distinct workflow changes." + "reason": "Both are workflow maintenance, but they change different jobs and do not fix the same issue." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and fixes; anti-slop vs build image tagging." + "reason": "Different workflows and different shell/trigger behavior; not the same underlying bug." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop workflow permissions change is unrelated to PR CI security gate changes." + "reason": "Anti-slop permissions and PR security-gate logic are different workflows and different changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers base-ref checkout and benchmark dispatch are unrelated changes." + "reason": "Reviewer checkout ref and benchmark trigger expansion are unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different code paths." + "reason": "Different workflows and different fixes; no shared concrete bug." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout fix is unrelated to PR CI security-gate logic." + "reason": "Assign-reviewers behavior is unrelated to PR security-gate workflow hardening." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and build image tagging are different changes." + "reason": "Benchmark dispatch support and shell-safe commit-message parsing are different changes in different workflows." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark_v2 trigger update is unrelated to PR CI security gate behavior." + "reason": "No same code path or bug; benchmark scheduling vs PR security gate." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci-docker input quoting and PR security-gate changes are distinct." + "reason": "Similar shell hygiene, but different workflows and different trigger logic; not the same fix." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow purpose: build image tag selection vs security-gate permissions." + "reason": "Different workflow files and unrelated behavior changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different security-gate edits affecting different parts of the workflow." + "reason": "Same file, but different changes: one adds security checks, the other adjusts permissions/approval flow." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Different changes in the same workflow file; not the same concrete fix." + "reason": "Same workflow file, but one adds checks while the other documents reusable-workflow safety; not the same concrete change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both touch the security-gate file, but they change different trust/permission settings." + "reason": "Both touch the same workflow file, but one adds guard logic and the other changes secrets handling; different fixes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but permissions/approval logic vs review-comment notes are distinct." + "reason": "Same workflow area, but permissions/approval gating is distinct from reusable-workflow notes." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Distinct edits to the same workflow; not a duplicate change." + "reason": "Different security-gate edits: approval flow vs secrets passing; not one mergeable duplicate change." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Commentary about reusable workflow safety vs secrets handling are different changes." + "reason": "Both are about the reusable security-gate workflow, but one adds comments/secrets inheritance and the other disables secret inheritance; opposite intent, not duplicates." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build-ci-docker tagging logic is unrelated to security-gate documentation/comments." + "reason": "Different workflows and different security/shell concerns; no shared concrete bug." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening is unrelated to security-gate comments." + "reason": "SSH runner hardening is unrelated to reusable security-gate documentation." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build image tag logic and PR CI secrets handling are unrelated." + "reason": "Different workflows and different fixes; not the same underlying issue." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH runner setup changes do not match PR CI secrets handling." + "reason": "SSH runner cleanup and security-gate secrets handling are unrelated." } ] }, @@ -25992,7 +26110,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "18b0289cc6228dd3645d0530cd09b318137905973fa4f6523890424071daea2f", + "prepared_review_unit_hash": "c65e33abac90f83d334302e59365f41540c403c3e3c41545ab369b18aa4005ae", "component_budget": { "node_count": 2, "item_count": 2, @@ -26014,18 +26132,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate security hardening PRs that both address path traversal, but in different checkpoint-loading paths and with different inputs. They are related thematically, not duplicates.", - "confidence": 0.97, + "summary": "These two PRs are related by security theme (path traversal) but fix different configuration/code paths: one guards sharded checkpoint filenames from the index `weight_map`, the other validates an explicitly configured `transformers_weights` filename. They are not the same underlying change and would not naturally merge into one PR.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 46281 hardens sharded checkpoint filename resolution in `hub.py`, while 46890 validates `transformers_weights` in `modeling_utils.py`; they target different code paths and different attacker-controlled fields.", + "canonical_pr_reason": "No single canonical PR: the PRs address different inputs and different loader paths, so neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduping; both are legitimate but distinct fixes, so neither should represent the other.", + "best_pr_reason": "PR #46281 is the cleaner representative of the cluster because it fixes a concrete checkpoint-loading path traversal in `hub.py` with a narrowly scoped validation and clear threat model.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Different underlying bugs and code paths: one validates shard files from a weight map in `src/transformers/utils/hub.py`, the other blocks traversal via `transformers_weights` in `src/transformers/modeling_utils.py`. They would not plausibly merge into one PR." + "reason": "Both are path-traversal fixes, but they target different settings and different code paths (`weight_map` shard resolution vs `transformers_weights` config resolution). They are not the same underlying bug and should not be merged as duplicates." } ] }, @@ -26055,7 +26173,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "385578fbe1919fad756b03f5af5c3d712d2f18c6e5183534cc4f60a73f6caf21", + "prepared_review_unit_hash": "4d9d75dd16e6606033bcea96305b9dc96965ce318ba1286ddc4970cbeedbe0f1", "component_budget": { "node_count": 2, "item_count": 2, @@ -26077,18 +26195,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests: one fixes CodeLlama decode-time space stripping, the other fixes DeepSeek checkpoints loading under the wrong tokenizer class.", + "summary": "These two PRs are not duplicates: one fixes CodeLlama decode stripping real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class via auto-tokenization mapping. They touch different code paths and solve different bugs.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46574 is the cleaner canonical representative for its own bug: it targets a specific decoder initialization mistake in CodeLlama and includes a focused fix in the tokenizer implementation.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46574 is the stronger standalone bug fix: it targets one concrete tokenizer decode path and includes a direct issue link and test coverage. pull_request:46580 is also valid, but it is a separate AutoTokenizer routing fix for different checkpoints.", + "best_pr_reason": "PR #46574 is the best standalone PR in this cluster because it addresses a concrete, self-contained runtime bug in one tokenizer path and is easier to reason about than the broader auto-tokenizer mapping change in #46580.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: CodeLlama decode stripping vs DeepSeek checkpoint-to-tokenizer-class selection. They are not mergeable as one PR." + "reason": "Different underlying problems: CodeLlama decode stripping vs DeepSeek checkpoint-to-tokenizer-class misclassification. They are not mergeable as one fix." } ] }, @@ -26120,12 +26238,12 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "4410e1abf58e9736861a2fce68a41e1265d364f7ddabfe4fdf9f3a094ed3f076", + "prepared_review_unit_hash": "973e1ae866a6677e9fc4f694a1c04a44ad4363fc21051ccfcef4ae293fd352df", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6604, + "serialized_chars": 6603, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26133,7 +26251,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6604, + "serialized_chars": 6603, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26142,24 +26260,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate fixes in adjacent generation/cache validation areas, but they address different code paths and failure modes, so they should not be clustered as duplicates.", + "summary": "All three pull requests are small, nearby-in-time fixes, but they address different bugs in different code paths: cache type validation, prompt-lookup candidate truncation, and empty-list validation in generation processors. No duplicate pair is strong enough to merge.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs fix unrelated behaviors and should remain separate.", "best_issue_reason": null, - "best_pr_reason": "PR #46994 is the clearest standalone fix in the set: it adds explicit validation for empty entries in `bad_words_ids` / `sequence_bias` and tightens the corresponding error message. The other PRs solve unrelated bugs in prompt lookup decoding and QuantizedCache layer support.", + "best_pr_reason": "PR 46994 is the most self-contained and clearly scoped validation fix, but it still does not overlap with the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different subsystems and bugs: one is early rejection of unsupported QuantizedCache layer types, the other is prompt lookup decoding exceeding `max_length`. They do not target the same underlying behavior." + "reason": "Different subsystems and failure modes: one rejects unsupported QuantizedCache layer types, the other fixes prompt lookup decoding length math. Only broad generation/cache similarity." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both are generation-related, but they fix different problems: prompt lookup candidate length calculation vs validation of empty token lists in logits processors. They would not plausibly be merged as one PR." + "reason": "Both are generation-related, but one fixes candidate generation past max_length while the other adds input validation for bad_words_ids/sequence_bias. Not the same underlying bug or mergeable into one fix." } ] }, @@ -26192,12 +26310,12 @@ "pull_request:47016|pull_request:47066", "pull_request:47048|pull_request:47066" ], - "prepared_review_unit_hash": "a4232945901083c549cd2fed0926b1e54b41b28068d7476c3f08919efec65eae", + "prepared_review_unit_hash": "21ab21689cd065c445fcb8bf18f94c359982a9254500c603e968714635d3a69f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7337, + "serialized_chars": 7338, "estimated_input_tokens": 1835, "estimated_eval_tokens": 3926 }, @@ -26205,7 +26323,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7337, + "serialized_chars": 7338, "estimated_input_tokens": 1835, "estimated_eval_tokens": 3926 }, @@ -26214,30 +26332,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs address the same class of failure: Hungarian matching can crash when the cost matrix contains NaN/Inf, and each PR adds a nan_to_num guard in model-specific object-detection loss code. PR 47048 is the best representative because it is the broadest of the set and most centrally covers the issue pattern.", - "confidence": 0.86, + "summary": "Three PRs all apply the same defensive fix pattern for Hungarian matchers: replace non-finite entries in the cost matrix before SciPy assignment. The strongest duplicate relation is between the DETR/Grounding DINO PR and the Deformable DETR/LW-DETR PR, which are close enough to be merged as one broader matcher-hardening change. The RT-DETR PR is the same bug class but a separate code path and should stay distinct.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47048 is the strongest canonical representative: it fixes the exact crash mode with a minimal guard in the shared DETR-style matcher path and covers two model families, making it a good anchor for the duplicate cluster.", + "canonical_pr_reason": "PR 47048 is the best canonical PR: it is the broadest representative of the cost-matrix hardening change, touches two model families, and has a clear issue target. It captures the shared fix pattern without being as narrowly scoped as the RT-DETR-only PR.", "best_issue_reason": null, - "best_pr_reason": "PR 47048 is the best single PR to represent the cluster because it is broad, directly targeted at the non-finite cost-matrix crash, and has the clearest generalizable fix pattern among the three.", + "best_pr_reason": "PR 47048 is the best overall representative because it fixes the core infeasible-cost-matrix failure in the standard DETR-style matcher path and generalizes to multiple models, making it the cleanest anchor for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:47016", "right": "pull_request:47048", "accept": false, - "reason": "Same symptom, but different model-specific code paths (RT-DETR vs DETR/Grounding DINO). This looks like parallel hardening of related matchers rather than the same concrete change that should be merged as one PR." + "reason": "Same symptom class, but different matcher implementations and model families (RT-DETR vs DETR/Grounding DINO). They are not the same concrete code-path and should not be merged as duplicates." }, { "left": "pull_request:47016", "right": "pull_request:47066", "accept": false, - "reason": "Both fix Hungarian matcher infeasibility, but they touch different model families and different loss implementations. That is too broad to treat as one duplicate PR pair under a strict code-path standard." + "reason": "Both harden Hungarian matching, but they patch different model-specific loss modules for different architectures. Related change pattern, not the same underlying PR-worthy fix." }, { "left": "pull_request:47048", "right": "pull_request:47066", "accept": true, - "reason": "These two PRs make the same concrete fix pattern in the same kind of Hungarian-matching loss code: guard non-finite costs before scipy assignment. They are close enough in mechanism and scope to plausibly be merged into one broader PR." + "reason": "These are effectively the same change pattern: guard SciPy Hungarian matching against non-finite cost matrices across model-specific loss implementations. They could plausibly be merged into one broader PR." } ] }, @@ -26267,7 +26385,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "fca1e7916fb4c3b26c55bcc162ae2ee4d2d8d21ae5949053462667a5c29a16e9", + "prepared_review_unit_hash": "ab53835a6a8596c17cced2163076023914fc5e8663deba830b298f78dde992a0", "component_budget": { "node_count": 2, "item_count": 2, @@ -26289,18 +26407,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests appear to address the same xLSTM train-mode crash around `return_last_states=False` in `modeling_xlstm.py`; the second PR looks like a broader, more complete fix with tests and an additional `use_cache` mention.", - "confidence": 0.88, + "summary": "Both PRs target xLSTM train-mode state handling in the same file, but they are not the same fix: 47026 is a narrow padding/last-state crash patch, while 47046 appears to cover the crash plus an additional use_cache path and tests.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47046 is the better canonical PR: it targets the same xLSTM forward-path crash, adds tests, and appears to subsume the narrower fix in 47026.", + "canonical_pr_reason": "47046 is the better representative because it is the broader, more complete xLSTM train-mode fix and includes test coverage; 47026 is a narrower partial patch for one specific return_last_states path.", "best_issue_reason": null, - "best_pr_reason": "PR 47046 is the strongest representative because it covers the same bug and looks more complete/validated than 47026.", + "best_pr_reason": "47046 is the strongest standalone PR for the cluster since it addresses the main train-mode crash and extends to the use_cache case, suggesting the more complete change set.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", - "accept": true, - "reason": "Same underlying xLSTM train-mode crash path in the same file, with the same issue target; 47046 looks like the more complete version of the fix." + "accept": false, + "reason": "Shared issue target and file are not enough here: 47046 covers additional use_cache behavior beyond 47026's train_with_padding/return_last_states=False fix, so they are related but not the same concrete change and should not be merged as duplicates." } ] }, @@ -26342,12 +26460,12 @@ "pull_request:47060|pull_request:47076", "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "c19d4d7da4c86054340120ffba43860549fbeeec21a3fa506d13c3fc33215a9b", + "prepared_review_unit_hash": "ea121d2c4f087fdbc0cc18d9dc126545140590082e24d2fd76b7df717eb90670", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15764, + "serialized_chars": 15763, "estimated_input_tokens": 3941, "estimated_eval_tokens": 8138 }, @@ -26355,7 +26473,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15764, + "serialized_chars": 15763, "estimated_input_tokens": 3941, "estimated_eval_tokens": 8138 }, @@ -26364,66 +26482,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related to multimodal pipeline/processor fixes, but they address distinct code paths: stop-sequence handling, generation kwarg forwarding, model-specific post-processing, input key normalization, audio format validation, and Gemma4 placeholder validation. I did not find any true duplicate pairs.", - "confidence": 0.89, + "summary": "These PRs are broadly related to multimodal processing, but they fix different concrete bugs in different pipelines/model processors. There is no true duplicate pair here; the closest superficial overlap is in AnyToAnyPipeline, but the code paths and fixes differ.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47051 is the broadest representative of the cluster: it touches the shared multimodal pipeline argument-routing path and spans both AnyToAny and ImageTextToText, making it the most central PR to anchor this group.", + "canonical_pr_reason": "PR 47051 is the best cluster anchor because it targets shared multimodal pipeline plumbing and is the broadest representative of the set, but it is not a duplicate of the model-specific processor fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 47051 is the best single representative because it targets the common multimodal pipeline layer rather than a single model-specific processor, and its scope is the most central among the set.", + "best_pr_reason": "PR 47051 is the most representative PR in this cluster because it touches the common multimodal pipeline layer and overlaps most with the other pipeline-adjacent changes, even though the cluster as a whole is heterogeneous.", "soft_edge_verdicts": [ { "left": "pull_request:47032", - "right": "pull_request:47045", + "right": "pull_request:47051", "accept": false, - "reason": "Different bugs in different components: image-text-to-text stop-sequence handling vs Voxtral audio-array format handling." + "reason": "Both touch image_text_to_text, but 47032 fixes stop_sequence -> stop_strings behavior while 47051 forwards generation kwargs; different bugs and not one mergeable change." }, { "left": "pull_request:47032", - "right": "pull_request:47051", + "right": "pull_request:47045", "accept": false, - "reason": "Related only at a high level; 47032 fixes explicit stop_sequence conversion, while 47051 is about routing direct generation kwargs through multimodal pipelines." + "reason": "Different subsystems and models: image-text-to-text stop handling vs Voxtral audio format validation/encoding." }, { "left": "pull_request:47045", "right": "pull_request:47076", "accept": false, - "reason": "Both are processor changes, but they fix unrelated validation paths: Voxtral audio encoding vs Gemma4 audio/text placeholder construction." + "reason": "Both are audio-related, but one is Voxtral audio-array encoding requirements and the other is Gemma4 audio placeholder/layout validation; distinct code paths." }, { "left": "pull_request:47045", "right": "pull_request:47074", "accept": false, - "reason": "Distinct multimodal input problems in different code paths; Voxtral audio format encoding is unrelated to AnyToAny key normalization." + "reason": "Voxtral transcription input validation is unrelated to AnyToAnyPipeline multimodal key normalization." }, { "left": "pull_request:47051", "right": "pull_request:47074", "accept": false, - "reason": "Shared pipeline file but different underlying changes: kwarg forwarding/generation config handling vs input key normalization for image/video aliases." + "reason": "Both touch AnyToAnyPipeline, but 47051 changes generation-kwarg forwarding and 47074 normalizes input key aliases; separate fixes." }, { "left": "pull_request:47051", "right": "pull_request:47060", "accept": false, - "reason": "One is generic pipeline generation-argument plumbing; the other is Qwen Omni batched post-processing decode behavior." + "reason": "47051 is pipeline-kwarg plumbing, while 47060 fixes Qwen Omni batched post-processing; different components and failure modes." }, { "left": "pull_request:47060", "right": "pull_request:47074", "accept": false, - "reason": "Different models and different failure modes: Qwen Omni text post-processing vs AnyToAny multimodal input normalization." + "reason": "Qwen Omni batch_decode handling and AnyToAny input-key normalization are unrelated code-path fixes." }, { "left": "pull_request:47060", "right": "pull_request:47076", "accept": false, - "reason": "Separate model-specific processor bugs with no shared concrete code path." + "reason": "Different model processors and different bugs: Qwen Omni output decoding vs Gemma4 audio placeholder validation." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal preprocessing fixes, but they address different inputs and validations in unrelated processors." + "reason": "AnyToAnyPipeline key normalization is not the same underlying change as Gemma4 processor input validation." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index ed5c9ae17ebf4543cd45426984cff3a22f404b90..bd52aa4463e582ca1a8f2ec8240aca58fd5b1b5a 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260705t060758z", + "analysis_id": "hybrid-model-20260705t120019z", "archived_artifacts": { - "hybrid": "snapshots/20260705T060758Z/analysis-runs/hybrid-model-20260705t060758z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260705T060758Z/analysis-runs/hybrid-model-20260705t060758z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-05T06:18:11Z", + "published_at": "2026-07-05T12:10:21Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260705T060758Z", + "snapshot_id": "20260705T120019Z", "variant": "hybrid" } diff --git a/snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.json b/snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..57a50dce081cb458089f4194b28d16cb763b76e7 --- /dev/null +++ b/snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.json @@ -0,0 +1,4024 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260705T120019Z", + "generated_at": "2026-07-05T12:10:18Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-46907-14", + "summary": "Cluster of 14 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46907, + "issue_numbers": [], + "pr_numbers": [ + 46907, + 46908, + 46926, + 46927, + 46949, + 46970, + 46971, + 46986, + 47006, + 47054, + 47055, + 47056, + 47057, + 47058 + ], + "evidence_types": [ + 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"duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46894-6", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46907-14", + "canonical_pr_number": 46907, + "duplicate_pr_numbers": [ + 46908, + 46926, + 46927, + 46949, + 46970, + 46971, + 46986, + 47006, + 47054, + 47055, + 47056, + 47057, + 47058 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46907-14 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47013-3", + "canonical_pr_number": 47026, + "duplicate_pr_numbers": [ + 47046 + ], + "target_issue_number": 47013, + "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference evidence." + }, + { + "cluster_id": "cluster-47048-3", + "canonical_pr_number": 47066, + "duplicate_pr_numbers": [ + 47048 + ], + "target_issue_number": 47065, + "reason": "PRs in cluster-47048-3 are treated as duplicates because they converge on issue #47065 with closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-6", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 166.0 + }, + "best_pr": { + "cluster_id": "cluster-46907-14", + "pr_number": 46907, + "reason": "PR #46907 is the strongest global PR candidate because it is open, belongs to a cluster with 14 artifacts, links to 0 issues, and carries 11 review/discussion events.", + "score": 281.974 + } +} diff --git a/snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..ca979f0583dd6dbe381854d62cf69e1f91e63df4 --- /dev/null +++ b/snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26556 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260705T120019Z", + "generated_at": "2026-07-05T12:10:18Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "968a0ec2ee0c07987f6ee2bb6e4718e91dea26b17f5e6afc33abeb6e794ca10f", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46563, + "estimated_input_tokens": 11641, + "estimated_eval_tokens": 23538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mixed bag of unrelated model-specific bugs and docs/runtime compatibility reports. The only clear issue duplicates are the ZeRO-3/BertModel index-0 failures (43596 \u2194 43638) and the torch 2.4.1 incompatibility reports (45800 \u2194 46515). No PRs were provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43596 is the clearest and earliest representative of the repeated DeepSpeed ZeRO-3 / empty-index BertModel failure, and it is a direct duplicate of issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best global issue anchor because it states the concrete zero3 init/index-out-of-bounds bug clearly and has the strongest duplicate counterpart in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing config attribute vs streaming chat/completions API error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/platform bugs: AMD GPU failure vs MPS histogram integer error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both are hardware/model issues, but the concrete failures are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different dtype/runtime contexts; not the same underlying bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and symptoms; one is GPU support, the other a broken example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different code paths: AMD GPU support vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different export/import/fp8 failures; not the same bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export issue vs device-map cuda assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both touch downstream tasks/docs, but they are different issue types and changes." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export bug vs GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items, but they reference different removed features." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume failures with no shared concrete code path." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Local resume/trust-remote-code issue is unrelated to multi-GPU YOLO device mapping." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve errors, but the observed failures and models differ." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BertModel ZeRO-3 index error is unrelated to resume/trust-remote-code behavior." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad DeepSpeed area, but different concrete failure signatures." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask indexing bug vs video token/template mismatch are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failure modes: mask indexing vs TP-only MoE issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume training issue and broken Nemotron example are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and training-resume issues do not match." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but the concrete collective mismatch vs index-0 failure are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 empty-index/BertModel failure, with near-identical error text and setup." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy routing and GPT-OSS TP support are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save mismatch are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime failure and LoRA reload mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure and remote-code config_class error are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and devices; no shared bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but the runtime error details are different." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recompute issue is unrelated to mask indexing." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram error and multi-GPU YOLO failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but CPU offload incompatibility and meta-materialization memory corruption are not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BertModel ZeRO-3 index failure and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 model failure and AMD GPU support issue are different." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different errors: Gemma3 config vs Mistral tokenizer patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4, but device mismatch and reverse embedding lookup are distinct failures." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "These are the same torch 2.4.1 compatibility problem reported with nearly identical wording." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing issue is unrelated to Qwen3 device-map cuda assert." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch-version incompatibility and Qwen-3 NVFP4 failure are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and only-TP MoE issue are different." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models, different dtype/runtime errors." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime failure and TRL unpacking failure are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram support are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime layers with no shared concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Both are model-related, but the errors are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT unpacking issue and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger-kernel cross-entropy use and TRL trainer unpacking are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but the concrete models and errors differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different removed topics." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS integer histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime issues; no shared bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and Trainer API signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU model support issue and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy and mask-shape IndexError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the titles: issue:43596 \u2194 issue:43638 share the same ZeRO-3 / index-out-of-bounds BertModel failure, and issue:45800 \u2194 issue:46515 are both torch 2.4.1 incompatibility reports. The other soft-edge rejections are also cautious and consistent with the visible issue titles. No PR pairs were provided, so there is nothing mergeability-related to flag." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "4c39f8a8441724d68fce588b9983bc156e2d637077aaa6d903b2eb6540f16196", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40042, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "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/runtime regressions. The only strong duplicate candidate is the AutoTokenizer v5 token-ID regression pair (Granite-specific vs broader multi-model report).", + "confidence": 0.92, + "canonical_issue_reason": "issue:45920 is the broadest and most central report: it describes the same AutoTokenizer wrong-token-ID regression across many model families in v5, making it the best representative of the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best captures the shared failure mode with the widest model coverage and clearest regression framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they describe different breakages and different triggers; not the same underlying bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Completely different models and symptoms; no shared code-path evidence." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-loading failure vs torch/distributed compatibility regression; unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both mention ZeRO-3 and an index error, but the model paths and failure contexts differ too much to treat as the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models, different subsystems, and different errors." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues only; they do not point to the same underlying change." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated runtime/storage error vs distributed build compatibility issue." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and failure modes; no duplicate evidence." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug vs outdated RAG examples; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different device vs chat-template/video-token failures." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor loading vs device-map forward mismatch; not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint report vs ModelOpt compatibility request; unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model loading failure vs documentation issue; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Broad remote_code regressions are not the same as USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same AutoTokenizer v5 regression causing wrong token IDs; 45920 is the broader multi-model manifestation and 45812 is a Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading failures." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime error vs documentation/examples issue; unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter-construction incompatibility is unrelated to torch distributed support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they target different model families and distinct failures." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors under ZeRO-3, but one is a mask/tensor shape mismatch and the other is an empty-dimension load error; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper inference failure and table QA crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models, different loading issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility vs pydantic model-field breakage; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure vs config/pydantic breakage; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is chat crash and the other is streaming API failure; not enough evidence for the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Shared zero3-ish failure theme only; different model/setup and different compatibility scope." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime areas and unrelated symptoms." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma config/vLLM issue vs Gemma4 device-mapping forward issue; different code paths and errors." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming API failure vs MPS histogram kernel limitation; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE-related runtime failures, but not the same concrete code-path problem." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error vs autocast dtype mismatch; different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and corrupted checkpoint report are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different invalid-method/device-map problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are tensor/index errors, but the symptoms and model contexts do not match closely enough." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code model_class config_class error are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Config field missing after v5 update vs pydantic field breakage; unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The one accepted pair (issue:45812 vs issue:45920) is a clear title-level duplicate around the same AutoTokenizer v5 wrong-token-ID regression, and the rejected soft-edge verdicts stay appropriately 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": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507" + ], + "prepared_review_unit_hash": "5b0d89794d98c385a6004f4ff494fffb7c9b4e00f6aea367e892165f3b44ef46", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36245, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous transformer/model-specific bugs. I only see one duplicate-grade soft edge: the Qwen3.5 video-input regression pair. The rest are related at a broad subsystem level but look like distinct bugs or changes.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45020 is the broadest, most representative regression in the set: recent-transformers breakage around remote_code/custom-model loading, which is the closest shared theme across several nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster anchor because it is the most general user-facing regression and has the widest potential overlap with the other loading/custom-model failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different bugs: PaddleOCR-VL load failure vs GGUF gpt-oss support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failure modes: mask/index shape mismatch vs TRL unpacking of Qwen3.5 embeddings." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different concrete problems: torch dynamo grouped_mm tracing error vs GPT-OSS tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and code paths: autocast dtype mismatch vs Qwen3.5 streaming API failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different regressions: int4 OOM/memory behavior vs tied-weights handling in translation models." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated issues: gpt-oss GGUF support vs Qwen3.5 chat/completions streaming." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs: init_empty_weights compatibility vs pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding-window behavior vs PretrainedConfig/pydantic breakage." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError-shaped, but the affected paths and causes differ." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video feature/token mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code regression and torch/transformers version incompatibility are different problems." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is degraded SigLIP2 quality and the other is AutoModel/pipeline misbehavior." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5 video-input regression: video features and video tokens do not match." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failures: Nemotron example breakage vs YOLO multi-GPU device-map issues." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different loading/model-init bugs: text_config unwrap vs uninitialized rotary embedding memory after to_empty()." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different issues: DeepSpeed ZeRO-3/BERT init IndexError vs trust_remote_code resume path." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "FlashAttention availability/fallback and remote-code config_class errors are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/training paths: image dtype mismatch vs TRL SFT embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different code paths: FSDP 2-D weight error vs Qwen3.5/TR L embedding unpacking." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Different breakages: Jupyter custom-model initialization vs flash-attn2 fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptoms: GPT-OSS perplexity vs GLM5 issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom loading, but one is a leaf-dir cache collision and the other is wrong module selection after save_pretrained; not enough evidence of one bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the model families and failure modes differ." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different bugs: FineGrainedFP8Config failure vs flash-attn2 fallback blocking." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights handling are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different domains entirely: DSA indexer discussion vs documentation typo." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different issues: Qwen3.5 paged-attention crash vs tied-weights regression." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Different kinds of typos in unrelated places." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message bugs, but they target different validation paths and are not clearly the same concrete defect." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: TRL embedding unpacking vs GraniteMoEHybrid invalid method call." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative in the soft-edge calls. The only accepted pair is plausibly duplicate-grade from the titles, and the rest of the rejections stay within the evidence in the packet without overstating sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:41553|issue:43881", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "c1c7bb8707e718d7b3d4a8a29e76fef3a13bf70d2ff795840532e9de2e3c50d4", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36286, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are still distinct issues despite broad topical overlap. The strongest duplicate-like clusters are the non-persistent buffer regression and the Gemma4 quantized embedder dtype-cast bug. The SigLIP2 pair 43054\u219443493 is too weakly supported from titles/metadata alone and should be treated as uncertain rather than accepted.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43950 is the clearest concrete regression in this set: `from_pretrained()` silently corrupts non-persistent buffers, and it anchors the strongest nearby duplicate-looking variants.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best overall issue anchor because it describes a specific, fixable code-path regression with the strongest evidence for close variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are model-loading/tokenizer problems, but they affect different models and failure modes." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder output corruption and the other is a CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs-example failures are not the same bug as the SigLIP2 text-embedding quality regression." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: `from_pretrained()` / v5 mishandles non-persistent buffers and fills them with junk." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Custom loss signature compatibility and DeepSpeed ZeRO-3 loading are unrelated failures." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Both involve loading behavior, but one is missing `trust_remote_code` fields and the other is buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage errors with different libraries and code paths." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is the fix-focused duplicate of 46899." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different issues: autocast dtype mismatch versus Qwen3.5 attention/position_ids crash." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different model families and likely different code paths." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and generic tokenizer changes are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but one is zero probabilities and the other is comparative embedding quality." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same `StaticCache.get_seq_length()` contract bug: it returns the wrong tensor form and breaks downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer regression, with 45902 being a specific `inv_freq` materialization instance." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 / attention issues: flash-attn packed-sequence misinterpretation versus CPU-offload incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but the evidence is too broad: comparative quality regression versus HF/JAX discrepancy could still be different concrete bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA checkpointing behavior and int4 memory/OOM regression are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: Gemma4 FSDP2 attention state handling versus Qwen3_5Moe buffer initialization." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and Molmo tied-weights attribute failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a specific model load failure are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and Python 3.13 import error are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error and early-stopping metric handling are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic load noise and a specific BERT model load failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`trust_remote_code` missing fields may be part of the broader topic, but the titles do not show the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different loading failures." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import-name mismatch and bitsandbytes constructor incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete code path is evident." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:41553", + "accept": false, + "reason": "A specific model load failure and an AutoTokenizer error-message bug are different problems." + }, + { + "left": "issue:43828", + "right": "issue:43872", + "accept": false, + "reason": "Autocast dtype mismatch and bitsandbytes parameter construction error are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete code path is evident." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but one accepted soft edge overstates the evidence: issue:43054 \u2194 issue:43493. In the packet, that pair is only linked by broad SigLIP2 similarity (soft_similarity, no shared targets), and the titles could still describe different bugs (quality regression vs HF/JAX discrepancy). I\u2019d keep that as uncertain unless the bodies confirm the same concrete defect. The other accepted pairs look more defensible." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:45488|issue:46489", + "issue:46894|issue:46897", + "issue:43404|issue:43950", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "c68836ea910ed66d27bd31c1b8c57253fb322a4132dc80b8869d664cdb701155", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated; only a few true duplicate pairs stand out: the v5 docs/pipeline-removal reports, the `_is_hf_initialized` incompatibility reports, the mask-shape mismatch reports, and the training-loss double-shift reports.", + "confidence": 0.71, + "canonical_issue_reason": "44509 is the clearest canonical for the docs/pipeline-removal duplicate pair: it states the removed tasks explicitly, while 43827 is the same issue in a broader form.", + "canonical_pr_reason": null, + "best_issue_reason": "43872 is the strongest concrete bug report in the set: it names the exact `_is_hf_initialized` incompatibility and has a direct, code-level fix surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS Int histogram support vs a Gemma4 PLE device-mapping forward mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different code paths: Mistral regex patch crash vs flash-attn2 fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broadly both regressions, but not the same concrete failure; remote_code loading is unrelated to Gemma4 device placement." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping failure is not the same as the remote_code model-loading regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch for Phi MoE is unrelated to Gemma4 device-map placement." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is a hf4.x->hf5.x loading break and the other is just a gradient-checkpointing warning." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading issues, but for different models and different root causes." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regression details differ: remote_code breakage vs Kimi codec/regex handling." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and different code paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes init argument incompatibility is unrelated to YOLO multi-GPU device-map failures." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both concern model factory/loading logic, but the failures are different: composite-config unwrapping vs missing config_class on remote-code models." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both report stale pipeline-task references removed in v5." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized`/`init_empty_weights` incompatibility; the error surface is the same arg mismatch." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both affect DeepSeek tokenizers, but one is ByteLevel pre-tokenizer replacement and the other is a separate output-regression gap." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern; the model names differ, but the underlying bug appears the same." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying in Mistral3 and non-persistent-buffer corruption are unrelated regressions." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Different failures in model loading; one is generic remote_code breakage, the other is a specific config_class attribute error." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper run failure is too broad to equate confidently with the specific fbank-feature function issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen, but one is weight conversion at load time and the other is gradient averaging during training." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Related to gradient checkpointing, but one is PEFT LoRA behavior and the other is a missing flag on a trust_remote_code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different symptoms and code paths: custom trainer signature mismatch vs tensor-mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures, but they affect different Qwen variants and the titles point to different missing-weight failures." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint/model loading issues, but for different architectures with no shared concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading issues, but the reported failure modes and models are different." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from 3D position_ids is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video regressions, but one is a broad v5.3 video-input regression and the other is a specific StopIteration path." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask-shape mismatch error; the numeric dimensions differ, but the failure mode is the same." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error is unrelated to void segmentation-map processing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough to look mergeable as the same bugfixes. I don\u2019t see an overstatement that rises above the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 6, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:41553|issue:44488", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:42915|issue:43957", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:44910|issue:46858", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "8e6a618ceadaa8542948cd79dfbf5e847add2baebc5791786f3eb79663f6721f", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38358, + "estimated_input_tokens": 9590, + "estimated_eval_tokens": 19436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and should not be merged wholesale. Only two pairs look like true duplicates: the Transformers 5 custom-model initialization regressions, and the SigLIP2 broken-output reports.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43646 is the broadest and clearest umbrella for the custom-model initialization regression in Transformers 5, covering the nearby init-related reports better than the narrower flag-specific issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue overall because it states the core regression most generally and can absorb the closest duplicate-style reports around custom model initialization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failures: Qwen3.5 cache/path crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different code paths." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated bugs: GGUF architecture support vs a Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizer loading, but the models and failure modes differ." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Completely different issues: GGUF support vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve embeddings/position-related internals, but they are different models and distinct bugs." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different root causes: Zero3 BertModel init crash vs a torch version incompatibility report." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio bugs, but one is batched track leakage and the other is empty-transcription generation failure." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared underlying bug; one is GGUF architecture support, the other is a float8 storage issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different concrete bugs: per-layer shared_kv_states handling vs device placement mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different failures: Zero3 BertModel init index error vs general torch 2.4.1 incompatibility." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different code paths: FineGrainedFP8Config failure vs meta-device loading regression." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-input indexing." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a specific VL class is not the same bug as meta-device loading breakage." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different models and symptoms: image preprocessor dtype mismatch vs video embedding StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom model initialization regression; 43646 is just the broader report." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache internals, but the Qwen3.5 flash-attn crash and static-cache arithmetic bug are distinct." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "No underlying match: Qwen3-vl video handling vs MPS histogram support for Int tensors." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime issue vs GGUF model-architecture support." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different bugs in different models: SDPA/torch.compile on Bamba vs Qwen3.5 position-id handling in flash attention." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 loading." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a video StopIteration and the other is SFT embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Torch version issues, but one is compiled flex_attention on >=2.9 and the other is incompatibility with 2.4.1." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate tokenizer code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: tokenizer-mapping model insertion failure vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "No shared code path; video StopIteration is not the same as a mask-shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 model regression: one reports zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 audio/vision quantization issues, but they involve different failing paths and symptoms." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers 5 init-flag regression is unrelated to Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation related, but they concern different models and separate validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 BertModel training crash is unrelated to add-new-model-like/tokenizer mapping logic." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Distinct problems: Zero3/Bert index error vs tokenizer-mapping helper failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different regressions: Qwen3 MoE LoRA loading on hf5.x vs BitNet packed-weight loading in accelerate." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping helper failure is unrelated to the mask/tensor shape IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the cluster as mostly heterogeneous, flags only the two strongest duplicate-style pairs, and the negative pairwise judgments generally distinguish different models or code paths rather than overclaiming duplication. The canonical choice of issue:43646 is also supported by the titles as the broader custom-model initialization report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 7, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960" + ], + "prepared_review_unit_hash": "1e253bea2bf61c2a1e1d5ade41756f30db1e569dd5fe8da24f250aa363368824", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. Only a few soft edges look like true duplicates: the non-persistent-buffer regression, the resize_token_embeddings propagation bug, and the training-loss double-shift bug class.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43644 is the cleanest concrete regression in the set and has the strongest duplicate signal (paired with 44534). It is more representative than the very model-specific reports and more actionable than the broader umbrella complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best overall issue candidate because it is specific, reproducible, and clearly maps to a shared code-path bug rather than a vague subsystem complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve offload/memory behavior, but one is a device_map=auto dequantized-model load failure and the other is mmap/OOM on Strix Halo; different bugs." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one reports zero probabilities and the other documents example/model-processor and quantization errors; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical non-persistent-buffer regression titles; same underlying v5 junk-in-buffer bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/FP8 vs mmap/offload OOM are unrelated code paths." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA qwen3_moe hf4.x/hf5.x compatibility is unrelated to resize_token_embeddings behavior in Gemma4." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention crashes are different model/code paths." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both fail to load specific BERT repos, but the titles do not establish the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH is not the same as missing linear_attn entries causing TP errors in Qwen3.5." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored on multimodal AutoModelForCausalLM loading; the other is config.dtype staying stale after from_config." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-key regression are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Invalid-method calls in GraniteMoEHybrid and a broken Nemotron example are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are different regressions." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash model loading in tests." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but documentation/example breakage is not the same as nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different repos and different failure surfaces: model loading vs tokenizer loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training-memory inefficiency and quantization offload not working are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL shape mismatch are separate model-loading issues." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA qwen3_moe compatibility is unrelated to generic resize_token_embeddings propagation." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory/OOM." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps math and SGD args not being used are unrelated training bugs." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Qwen3 MoE hf4.x/hf5.x incompatibility is not the same as T5Gemma resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq save/load breakage are separate issues." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "extra_state handling in save/from_pretrained is different from the unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift pattern: labels are shifted incorrectly before computing loss." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer pre-tokenizer override in LlamaTokenizer and wrong Granite token IDs are different tokenizer regressions." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug pattern: embeddings/output heads are not updated correctly across closely related model classes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are distinct runtime errors." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-Attention illegal memory access on Qwen3.5 due to position_ids is unrelated to sink-less s_aux=None crashes." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch in one model is not the same as a model-loading failure in another." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 example/model issues and GLM5 are entirely different model families and bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft edges are conservative: 43644/44534 are near-identical, 46897/46901 are clearly the same double-shift training-loss bug class, and 45276/45335 are plausibly the same resize_token_embeddings propagation defect across related model implementations. The rejected pairs are also appropriately cautious and do not overclaim duplicate status from shared model families or broad symptom overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:42175|issue:43957", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:44589|issue:44756" + ], + "prepared_review_unit_hash": "ece9747e9e055fae90cfdc5ca6936edb5c410dc76187759a28df922f66cb6ca9", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate-like subgroup is the token-embedding resize regression around `resize_token_embeddings` / output embeddings, where one generic report best represents the shared bug.", + "confidence": 0.9, + "canonical_issue_reason": "`issue:45292` is the broadest and most general description of the embedding-resize regression, and it best captures the shared bug behind the duplicate-like `Gemma-4` report.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the clearest umbrella issue for the resize-token-embeddings problem and is the best representative of the only convincing duplicate subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: torch-version compatibility vs model loading with `torch.device(\"meta\")`." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated bugs: CUDA assert with Qwen3 auto device mapping vs AudioFlamingo batched inference leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: Gemma4 FSDP/shared KV state error vs Qwen multimodal `text_config` unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated issues: `init_empty_weights` argument handling vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve `lm_head` tying, but they are model-specific reports with different model classes and no clear same code path." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different problems: LoRA gradient checkpointing behavior vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/offloading, but the concrete bugs differ: offload behavior vs int4 reserved-memory/OOM regression." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Different data-structure/output bugs: `ModelOutput` key assignment vs VideoPrism hidden-state field mismatch." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different failures in different layers: Gemma4 training/FSDP bug vs Qwen3_5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/load issues, but they concern different formats/models and distinct loading failures." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Completely different symptoms: import error for `GenerationMixin` vs Whisper pipeline `return_language` regression." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Different gradient-checkpointing issues: ineffective with PEFT LoRA vs unusable in eval mode." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated model bugs: audio batching/token leakage vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: int4 quantization memory growth vs mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/resource issues: `torch.device(\"meta\")` model loading vs mmap/OOM behavior." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "No shared underlying bug: SwitchTransformers sparse-layer config vs Gemma4 FSDP shared state handling." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both Nemotron-related, but one is checkpoint loading and the other is an example script failure; not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Clear duplicate-like match: both report `resize_token_embeddings` failing to propagate updates to embeddings/output embeddings in Gemma4 / related models." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video-input handling in Qwen VL models vs strict config blocking `granite_speech`." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient-checkpointing failure in eval mode is unrelated to RLHF NaNs from 3D position IDs / SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Different save/load vs memory-management problems." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different subsystems: flash-attention integration crash vs Gemma4 training/FSDP issue." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Separate issues: unit-test model loading failure vs regression in `save_pretrained` checkpoint correctness." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is about permissions propagation and the other about loading the wrong custom module." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Related theme, but not the same concrete bug: generic output embedding resize vs `t5gemma` decoder embedding propagation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different custom-model problems: Jupyter notebook initialization breakage vs `extra_state` save/load handling." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated backend packaging issue vs model loading with `meta` device." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different areas entirely: custom model initialization regression vs Trainer resume/max_steps calculation." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model-loading issues with no shared code path." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated low-level storage-type error vs mmap/OOM behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly unrelated, and it identifies `issue:45292` as the best generic representative of the resize-token-embeddings subgroup. The soft-edge verdicts are conservative overall, with the notable resize-related pair handled appropriately and no obvious overstatement beyond 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": 26, + "review_unit_index": 9, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47050" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43906|issue:44530", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:39404|issue:44912", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43299|issue:43931", + "issue:44164|issue:46821", + "issue:43632|issue:47050", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "1af0da6cf97a123081be40db683fbe34b315122ea42c8aee6c1f6cc654741369", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37511, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate Transformers v5 regressions and model-specific bugs, not true duplicates. I would keep one broad model-loading regression as the representative issue and reject all soft-edge pair merges.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43611 is the broadest, most reusable representative of the set: a clear Transformers v5 model-loading regression with generic impact, unlike the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 best captures the common triage theme here and is the most general user-facing regression among mostly narrow, unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same symptom pattern, but different models and no evidence of one shared code path." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch incompatibility and autocast dtype mismatch are different failure modes." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in tokenizer conversion is unrelated to CodeLlama round-trip tokenization." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are distinct tokenizer bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline language handling is not the same as a general tokenization regression." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 cache group-type crash and template compilation error are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Generic model-loading base_model_prefix breakage is separate from notebook custom-model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility and multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper return_language failure is not the same as from_pretrained-in-class inconsistency." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "flex_attention compilation on torch>=2.9 is unrelated to Gemma4 device placement at forward time." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 dtype mismatch are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Broad torch compatibility issues do not match a Gemma4 device mismatch bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are different symptoms and likely different fixes." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage support is unrelated to template compilation errors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different removed/changed pipeline APIs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction and a Qwen3.5 cache crash are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP outputs and ModelOutput key assignment are separate issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Perceiver positional encoding handling." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message are different code paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file loading failures are unrelated loader bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is distinct from composite config unwrapping in from_config." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated regressions." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of an older issue is not the same as the mistral_common final-message bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM predictions and EMBEDDIA tokenizer loading are different problems." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading regression and Mistral regex patch crash affect different tokenizer paths." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4, but one is device placement and the other is quantized multimodal dtype casting." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label zero-loss classification and ASR training double-shift are not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency in Qwen3 MoE is different from mmap OOM on Strix Halo." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3-VL loading breakage and weight-shape mismatch are related only at a high level, not the same concrete issue." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state handling and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to Canine ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3+BertModel IndexError and compiled flex_attention on torch>=2.9 are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 10, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897" + ], + "soft_pairs": [ + "issue:45479|issue:46897", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "178f581a4bbc053b2379a23158d9e6db4051cdebc2872d738c3fff570878a33e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated regressions, with one plausible duplicate pair around the audio feature-extraction path. Most other soft links are only broad topic similarity (often model-loading or tokenizer-regression adjacent) and are too weak to merge.", + "confidence": 0.56, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one must be chosen, issue 43646 is the broadest user-facing v5 custom-model initialization regression among the mostly unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best cluster representative because it is a general, high-impact transformers v5 regression affecting model initialization, whereas most other issues are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both mention loss-path regressions, but they affect different model families and likely different training-code bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but for different models and with no clear shared concrete code path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer problems: one is a model load regression, the other is a Mistral regex/backend-tokenizer crash." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are transformers v5 regressions, but one is base-model loading and the other is buffer initialization; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizer loading/output, but the titles point to different failure modes and different concrete fixes." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Completely different areas: T5 tokenizer API conflict vs Qwen3MoE FP8 loading." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model architecture regressions with unrelated symptoms." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and template compilation error are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language output and CamemBERT masked-LM predictions are unrelated bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-registration failure and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache crash are different code paths." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-placement issues, but they affect different models and mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and linear_attention group-type crash are distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but the model-specific causes are not shown to be the same." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions around custom models, but one concerns non-persistent buffers and the other custom initialization; too broad to merge." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup error and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend selection, but tensorflow installation omission and tensorflow_text mapping are different backend problems." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path; the generic _torch_extract_fbank_features() issue plausibly underlies the unsupported-center-arg crash." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper special-token issues, but one is decode-option handling and the other is empty-transcription generation failure; not clearly the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but the titles suggest different loader failures and no shared concrete code path." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different models and likely different tokenizer/load regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-compilation TypeError and GraniteMoE invalid-method call are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized device_map offload failure and GGUF loading failure are different regressions." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and mistral_common final-message handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it treats the cluster as mostly heterogeneous, names one plausible audio-feature-extraction duplicate pair, and avoids overclaiming mergeability for the rest. The selected representative/canonical issue is defensible given the titles, and the single accepted soft edge is plausibly the same path while the rejected pairs are conservatively separated by model/failure-mode differences." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 11, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:43883|issue:44488", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:44464|issue:45987", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:44008|issue:46899", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43883|issue:44991", + "issue:43531|issue:44877", + "issue:43089|issue:45987", + "issue:36032|issue:41720", + "issue:43425|issue:44403" + ], + "prepared_review_unit_hash": "25218393dd919e28cf5d80938bb7f4973604f1881a6edd03701abe57fb195e91", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated, model-specific or version-specific regressions in Transformers rather than duplicates of one bug. The closest subcluster is the v5/custom-initialization/_is_hf_initialized family, but even there the reports describe different failure modes.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43632 is the best representative of the only coherent mini-cluster here: a broad Transformers v5 regression around `_is_hf_initialized` and model initialization. It is the most root-cause-oriented title among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "43632 is the strongest single issue to anchor triage because it describes the core regression most broadly and could plausibly subsume nearby initialization reports, even though the rest of the set is not duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is a processor sampling-rate default bug and the other is a MIMI batching/padding-mask mismatch; different code paths." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM, but one is a trio of training bugs for smaller models and the other is a train-mode unpacking crash; not the same underlying defect." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "One is a missing model attribute for Molmo tied-weights logic; the other is a tokenizer/model load failure for a specific BERT checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise while loading a transformer is not the same as the Mistral regex patch crash; different symptoms and paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformer v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization; distinct failures." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Notebook/custom-model init regression and remote-code `config_class` missing are different initialization/loading problems." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to the template-node compilation error." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are different model-specific issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model correctness bugs, but one is padding-mask batching and the other is DAC latents/STE mismatch." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is untied lm_head weights in Mistral3; the other is inconsistent serialization of tied weights. Related theme, not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A checkpoint load failure and a Mistral tokenizer regex patch crash are different issues." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early-stopping metric selection and `num_input_tokens_seen` not updating are unrelated trainer bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 model/pipeline output corruption and OmDet-Turbo processor size mismatch are separate problems." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compilation and `StaticCache.get_seq_length()` returning a tensor are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and `init_empty_weights` unexpected `_is_hf_initialized` argument are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM key-error loading are unrelated loading failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are separate model/tokenizer issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 4-bit dtype-cast breakage are different multimodal bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword duplication and loading a specific checkpoint are unrelated tokenizer/model-loading errors." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with `torch_compilable_check` is not the same as the OmDet processor/model-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault on load and Qwen3OmniMoe video processing ValueError are different multimodal failures." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and TimesFM `window_size` attribute error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and missing Float8 storage type are different low-level issues." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video-temporal logic, but one is a broad video-input regression and the other is still-image temporal position scaling; not the same concrete bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict-config loading are separate issues." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and a cache-length type mismatch are not the same defect." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer-load method conflict and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy transformer loading are different classes of bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 12, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "21ec5b9de17b7bc8d162e6fd9d66bc377711f0f5472f50cce6c17c202293b48f", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36128, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of model-specific Transformers v5 regressions and tokenizer/loading bugs. The items share broad theme similarity, but not a single underlying defect, so the soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43646 is the best broad representative because it describes a general Transformers v5 custom model initialization regression, which fits the largest family of nearby init/load failures in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most suitable cluster anchor: broad, regression-oriented, and closer to the common v5 initialization/loading theme than the more narrow model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one is about overall checkpoint correctness and the other about visual encoder key names; related area, not clearly the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal problems: iterable multi-image finetuning failure vs Qwen2.5-VL rope/position_id scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Both involve model loading/runtime behavior, but one is PaddleOCR-VL vLLM loading and the other is Qwen3-MoE sliding_window handling; not the same defect." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is a specific tokenizer load failure and the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they affect different models and code paths; not enough evidence of one shared bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related loading regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct mechanisms." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different features and failures: _torch_extract_fbank_features vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is noise/logging during load, the other is tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and missing supports_gradient_checkpointing flag are related only at a high level, not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated subsystems." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both concern tokenization regressions, but one is wrong Granite token IDs and the other is CodeLlama space stripping; different tokenizers and symptoms." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag behavior and mmap/OOM on Strix Halo are unrelated runtime problems." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training topics, but one is generic multi-GPU training and the other is an iterable multi-image finetuning failure." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper loading/runtime failure and missing Float8 storage are distinct environment/runtime issues." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "WikiText perplexity on gpt-oss and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both mention transformers v5/init loading, but one is unexpected _is_hf_initialized argument and the other is a missing Float8 storage type; different root causes." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs downstream accuracy regression on a specific distilled model; no concrete shared code path." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable fine-tuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading with transformers v5 and Llama4Config missing pad_token_id are separate model/config compatibility issues." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuild are different implementation bugs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized argument errors are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and missing BOS/EOS insertion are related to tokenizers but not the same failure." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "TensorFlow missing from backend when installing torch extras is different from tensorboard-only installation causing undefined tf backend error." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device_map cuda assert and Mistral regex patch crash are unrelated model loading failures." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max length constant are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk initialization are distinct core library regressions." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload loading failure and Qwen3 MoE training memory inefficiency are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json precedence and Granite token ID regression are both tokenizer-related, but not the same concrete issue." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL model loading in vLLM and TimesFM window_size AttributeError are different model APIs and code paths." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading/init regressions, but they target different mechanisms: base_model_prefix handling vs custom model initialization." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 13, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:42175|issue:43296", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:41553|issue:43582", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550" + ], + "prepared_review_unit_hash": "6d79b12720f18d88e3a13854dd51191992faa77e4571072f4b5a35bf1461ce8c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36929, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous model-loading, tokenizer, multimodal, and training bugs. I found one plausible duplicate pair around SigLIP2 output correctness; the rest do not look like the same underlying bug or change.", + "confidence": 0.61, + "canonical_issue_reason": "No single true canonical duplicate stands out across the whole cluster; if forced, issue 43873 is the best anchor because it is the most broadly scoped, user-facing functional bug and has the most follow-up references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest representative issue in this set: it is open, broadly impactful, and has multiple inbound references, whereas most other items are narrower or clearly orthogonal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs problems, but one is about removed pipeline tasks and the other is a broken DIA example; different fixes." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs a model-load failure in vLLM; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding behavior, but they affect different models and code paths." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs ModelOutput key assignment bug; unrelated." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA architecture/loading bug vs Sam3 text encoder weight loading; not the same issue." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure vs video position-id regression; different failure modes." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video tower/temporal-attention issue vs save_pretrained key serialization issue." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both mention positional/index logic, but they are different models and different concrete bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/check-related failure vs bfloat16 dtype mismatch; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to SigLIP2 producing incorrect outputs; one is a JAX-vs-HF discrepancy, the other is a symptomatic nonsense-output report on the same model family." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; too specific to merge blindly." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training-loss bugs with different triggers and model scopes." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weight/generation bug vs serialization inconsistency for lm_head.weight; related theme, not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error message vs Apple Silicon TypeError in a warmup utility; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading/quantization failures for different model families." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs strict config rejection; different root causes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch vs Qwen2.5-VL rope-index scaling bug; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior vs tokenization changes across versions; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs video vision-position-id regression; different layers of the stack." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS vs Whisper empty-transcription failure; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch vs torch.export failure with torch_compilable_check; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression vs Gemma4 PLE device-map mismatch; not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate default bug vs GraniteSpeech PEFT checkpoint loading bug; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch vs window_size AttributeError; different failures." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values vs CUDA assert under auto device mapping; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs generation with inputs_embeds/past_key_values; different functionality." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs example errors vs Qwen2.5-VL iterable-dataset finetuning failure; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs torch.export failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "CUDA assert on A800 for Qwen3 vs Gemma4 PLE device mismatch; different model/runtime issues." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying/generation issue vs Bamba torch.compile SDPA failure; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it stays conservative about the mostly heterogeneous set, and the only accepted soft pair (43493/43994) is plausibly the same SigLIP2 model-implementation bug. The rest of the verdicts do not overclaim duplicates, and the anchor choice of 43873 is supported by its open state and inbound references." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43606|issue:43819", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:45823|issue:46821", + "issue:43454|issue:45072", + "issue:46305|issue:46315", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43881|issue:44488", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "301a2cac7bbbf63fb3d0e063c882ae8c8c3afe56eef15e7df54eb2608018a0d9", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36643, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated bug reports across tokenizers, quantization/offloading, model loading, and processor shape issues. No soft pair looks like the same concrete underlying bug, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43873 is the broadest and most discussion-heavy report in the only recurring area here (offloading/quantization), so it is the best anchor if a canonical issue is needed, though the cluster overall is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the strongest generality and activity, making it the best overall issue candidate among a set that otherwise spans unrelated model- and tokenizer-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention load/offload/device behavior, but one is a CPU-offload device mismatch and the other is a DAC latent/STE mismatch; different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading under accelerate/deepspeed is unrelated to a missing gradient-checkpointing flag on a trust_remote_code variant." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated failures." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion for a specific tokenizer and the other is wrong token IDs across multiple models; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "A batching/padding-mask encoder bug is unrelated to a processor output size mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-mapping forward mismatch and a TimesFM window_size AttributeError are different subsystems and failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying serialization and dtype mismatch in inference are different concrete bugs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "An off-by-one sliding-window mask bug is unrelated to slow convert_tokens_to_ids behavior." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model/dataset pair is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py runtime failure and a Qwen3MoE FP8 loading problem are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI and Perceiver non-default-resolution failure are different model-specific bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx config field is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is dequantized-model loading with gpu+cpu offload and the other is a broader offloading regression; not the same concrete failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are distinct model-loading/serialization bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different transformer regressions." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Loading failures for two different models do not indicate the same underlying bug." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault and sinq save/load breakage are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are different model/device failures." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A custom compute_loss signature change and a 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a device-mapping assertion and the other is flash-attention generation behavior; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and an apex FusedRMSNorm memory leak are different memory-related problems." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwargs and Qwen3MoE FP8 loading are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocking granite_speech loading and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "A perplexity regression and tokenization changes across versions are not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save_pretrained outputs, but one is lm_head weight serialization/tied weights and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "A batched video-processor shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and missing text-encoder weights in Sam3Model are different parts of the model stack." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-mapping assertion and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch-iterator failure and early-stopping metric lookup failure are separate training-loop bugs." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading problems and disabling mmap on Strix Halo to avoid OOM are different memory-management issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 15, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44186|issue:45072", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43881|issue:44991", + "issue:43526|issue:43883", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44464|issue:46858", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44671|issue:44743", + "issue:45632|issue:45684" + ], + "prepared_review_unit_hash": "6f2ceb64e517e05327e4e71a7a6ed1c930edbc83bf17416d10a32491243dac58", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers bug reports that only share broad themes like loading, generation, caching, or multimodal regressions. 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It is the best representative issue only in the sense of being the most actionable, not because it duplicates the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: tokenizer crashes on NER/batched padding vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache internals, but one is skipped beam-search cache reordering and the other is static-cache seq-length arithmetic under torch.compile." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated failures: BLIP2 dtype stays float32 vs Trainer resume/max_steps math after batch-size changes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile with SDPA on Bamba vs packed-weight unpacking during 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"issue:45357", + "accept": false, + "reason": "Different regressions in different model families: untied lm_head in Mistral3 vs wrong visual encoder keys saved in Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve model loading/device setup, but the specific failure modes differ: FineGrainedFP8Config on Qwen3Moe vs dequantized model offload loading." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image preprocessing size expectations, but they are different models and different mismatch logic." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related generation bugs, but one is serving KV continuation indexing and the other is static-cache seq-length tensor arithmetic; not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes on multimodal models, but one is a string-to-device conversion crash and the other is a missing _tokenizer attribute." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma-family failures: variable-name collision in forward vs device mismatch with device_map=auto." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different parallelization/model issues: cuda assert on A800 with auto device mapping vs tensor-parallel not working for GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both are generation bugs, but one is chunked generation with compiled forward and the other is cache length tensor arithmetic under static cache." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "MoE FP8 model failure and kernels v0.15 import/version-revision requirement are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device mapping cuda asserts are different failures." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model-specific bugs: CamemBERT masked LM predictions vs Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a local cache-path collision, the other is read-only permission propagation during save_pretrained/register_for_auto_class." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 16, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + 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"issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:43606|issue:43653", + "issue:43526|issue:43881", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:43531|issue:44589", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "153a1aa694fa76ad1ea3ecb8a7a11ba9387fa8a003a9f4a12897ba8c5dec243c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35783, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose lexical bucket of unrelated issues across training, tokenizers, multimodal processors, loading/offload, and docs/config behavior. The soft edges are mostly superficial keyword overlaps, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but they affect different models and different failure modes (NER/batching crash vs task AttributeError)." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility and a TimesFM `window_size` AttributeError are unrelated bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API issues, but they concern different fields and models (`Gemma3TextConfig` vs GPTNeoX rotary pct reload)." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping 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BarkProcessor `voice_preset` are unrelated processor bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are different problems." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 memory inflation/OOM and tokenization changes across versions do not describe the same issue." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk initialization and inconsistent `from_pretrained` inside Python classes are separate behaviors." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen3/Qwen3.5, but one is sliding-window behavior and the other is config unwrapping for multimodal models." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba and BigBird tokenizer special-token registration are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both are loading/tokenizer issues, but they target different APIs and root causes (`gguf_file` vs Unigram vocab type)." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and removed pipeline-task docs are different documentation/versioning issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert on Qwen3 and PEFT local checkpoint loading on GraniteSpeech are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different load-path bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and multimodal token counting video-branch bugs do not share the same root cause." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics gathering with tuple labels and SAM3 text/bounding-box behavior are different subsystems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5 streaming chat/completions failure are not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation are unrelated training vs generation issues." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and TimesFM `window_size` AttributeError are different model-specific failures." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are different components and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice preset handling and Qwen3 auto device mapping CUDA asserts are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and static-cache slice arithmetic on non-CUDA backends are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE behavior and missing Float8 storage type are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3-family config/model issues, but one is `text_config` unwrapping and the other is CPU offload compatibility in rotary embeddings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 17, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:47050" + ], + "soft_pairs": [ + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:44464|issue:47050", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "ddce6ab806816d8702bea42b7ac2facbfcb6e5a952899f187f2c8dd6bae02131", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36671, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated issue reports. Only one clear duplicate pair stands out: the two `Qwen2_5_VLProcessor.apply_chat_template` crash reports with `padding=False` are the same bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the best canonical representative because it exactly matches issue:44514\u2019s bug report, is the same failure mode, and has slightly more inbound reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest issue candidate overall: it is an exact duplicate of issue:44514 and cleanly captures the shared bug without broadening scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and different failure points (visual encoder keys vs. text encoder weights)." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading a tokenizer/model, but they are distinct reports for different checkpoints and different breakages." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated issues: one is about patchtsmixer post_init policy, the other about Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different bugs: non-persistent buffer initialization junk versus from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different concrete failures: loading a specific model versus PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor duplication is unrelated to the ScandiBERT loading failure." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch classification config, but one is num_labels propagation and the other is a zero-loss bug from problem_type handling." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver image resolution handling vs. bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention training/runtime behavior, but eval-mode gradient checkpointing and ZeRO-3 gradient inflation are separate bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and failures: SigLIP2 doc example errors versus OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same bug as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different checkpoint-loading paths: PEFT adapter local checkpoint loading vs. quantized sinq save/load corruption." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different models and issues: Qwen3 auto device mapping CUDA assert vs. T5 apex RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Both are generation-related, but video padding calculation and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared underlying bug; gradient checkpointing in eval mode is unrelated to T5 RMSNorm memory leak." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training workflows, but unpacking embeddings in SFT is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token post-processing and DiaConfig save/load token ID loss are separate problems." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both break offline workflows, but one is tokenizer cache loading and the other is an unconditional model_info() call in a mistral regex patch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different features: apex RMSNorm memory leak versus missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same batched-input `padding=False` crash in `Qwen2_5_VLProcessor.apply_chat_template`; these are duplicates." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "One is about unwrapping text_config in composite Qwen multimodal configs; the other is a missing gradient-checkpointing flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different underlying bugs: PEFT local checkpoint loading versus offloading behavior with quantization." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both concern model correctness, but SigLIP2 inference mismatch and CamemBERT masked-LM predictions are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "The SigLIP2 documentation example errors are not the same as the HF/JAX implementation discrepancy report." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different failures: Mamba2 use_cache with seq_len > 1 is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: void segmentation map processing vs. an ImportError for GenerationMixin." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related to tokenizers, but one is runtime special-token mutation and the other is a BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different code paths: chunked generation with compiled forward vs. Canine ONNX export dtype mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen variants and different bugs: weight_only loading error versus wrong vision_position_ids in video input." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The duplicate call on issue:44514/issue:44545 is supported by matching titles and the same crash description, and the canonical choice is conservative. The remaining soft-edge verdicts are all refusals and the reasons stay within what the packet supports, without overclaiming mergeability or identity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 18, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:44857|issue:47050", + "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:45987|issue:46829", + "issue:43550|issue:44361", + "issue:43540|issue:46294", + "issue:43596|issue:44220", + "issue:44625|issue:47050", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:44008|issue:46858", + "issue:45987|issue:46932", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:44488|issue:47020", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "6b3cb5f89f29f7ec0c983964ab79f4e4aee4583056124f8798094cd62573fc6b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37676, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the paired issues span unrelated bugs across tokenizers, vision/video models, cache handling, quantization, and training/runtime regressions. I don\u2019t see any true duplicate pair with the same underlying bug/change, so none should be merged on soft similarity alone.", + "confidence": 0.93, + "canonical_issue_reason": "No item cleanly serves as a canonical duplicate anchor for the cluster because the candidates are not one bug family; if forced, issue #43873 is the most active/open and broadest in wording, but it does not actually subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the most discussion-heavy open report and is the closest thing to a representative cluster member, but it is still not a safe duplicate canonical for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention fp16/dtype failures, but they concern different models and different execution paths (training loss on CUDA AMP vs ONNX export attention mismatch)." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve Mistral-regex/tokenizer loading, but one is a crash in `_patch_mistral_regex` while the other is a codec-handling regression with a warning; not the same concrete bug." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/index arithmetic, but one is a model-specific stale indexer cache on second forward and the other is a static-cache return-type issue affecting non-CUDA compile paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different components and failures: runtime special-token post-processing vs LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repository file listing API forwarding; no shared underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both mention quantization, but one is a SigLIP2 docs/example mismatch and the other is an offloading/quantization runtime regression." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different problems: documentation example errors versus fp16 ONNX export dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and different failure modes; one is accelerate loading of packed BitNet weights, the other is DAC latent reconstruction/STE behavior." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a regression around `processor.tokenizer` and image passing, while the other is long-OCR indexing in Kosmos2.5." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration/decoding bug vs BitNet packed-weight loading bug; unrelated code paths." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-related model regressions, but one is wrong output field assignment and the other is a forward-shape/type issue when feature levels exceed backbone outputs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different subsystems: torch.compile+SDPA in Bamba vs config persistence for Dia token IDs." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "Static cache sequence-length contract bug vs VideoPrism output-field bug; no overlap in underlying cause." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Both are model/runtime failures, but one is compile/SDPA-specific and the other is a tokenizer attribute error on tasks." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-input issues, but one is a processing-time ValueError in Qwen3OmniMoe and the other is a chat-template token/feature count mismatch in Qwen3.5-9B." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed Zero3/BertModel initialization crash is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Num-label propagation in Qwen3.5 config is unrelated to Canine fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position-id correctness in Qwen2.5-VL is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor argument collision vs a model/tokenizer load failure for `cjvt/sleng-bert`; same broad area but not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)`." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both are loading/instantiation regressions, but they affect different APIs and failure mechanisms." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs tokenizer mapping failure when adding a new model-like entry; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta; no shared code path." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing bug vs Trainer compute_loss signature mismatch; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird tokenizer special-token registration bug and DAC latent reconstruction bug are different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer batching/NER crash vs Perceiver image-classification resolution handling; not the same underlying defect." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs cache length return-type problem; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache contract bug vs Gemma4 quantized embedder dtype-casting issue; different fixes and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-configuration layer-count issues, but they concern different architectures and different erroneous defaults." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are regression-style model outputs in v5, but the concrete failures are different outputs on different models." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is a model-specific load failure and the other is a constructor/type mismatch in XLMRobertaTokenizer." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and DAC STE mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 19, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:47020" + ], + "soft_pairs": [ + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:34634|issue:36010", + "issue:43540|issue:44008", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:44991|issue:47020", + "issue:43606|issue:45072", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:43825|issue:43994", + "issue:46294|issue:46463", + "issue:44805|issue:44936" + ], + "prepared_review_unit_hash": "6639bc98c36337ab0c4ed1a70926589ae8f50f20f457a268b64a9be8fdd239f9", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35867, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; most are related only at the subsystem or regression-theme level. I\u2019d keep one high-signal issue as the representative, but not merge any of the listed pairs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43749 is the strongest standalone report in the set: it has the most discussion and inbound references, a concrete high-impact regression, and a clearer bug shape than the broader or more speculative items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best issue to keep as the representative because it is concrete, well-discussed, and clearly reproducible, while the other candidates are mostly unrelated or only loosely similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config/loading behavior, but one is about missing fields with trust_remote_code and the other is about strict config blocking granite_speech; different failure modes and fixes." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper area (_patch_mistral_regex), but one is an offline model_info call and the other is an AttributeError on a tokenizer object; not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different API surfaces and error causes: AutoImageProcessor URL loading versus a template-node compile TypeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Both are documentation/example-style failures, but they involve different models and unrelated runtime errors." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and the GenerationMixin import error are unrelated issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal paths and root causes: Qwen video input validation versus a Gemma 3n variable-name collision." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both describe v5 output regressions, but for different models and different code paths; not mergeable as one bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash with NER/batched padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription behavior and Kosmos2.5 OCR index errors are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation messaging, the other is a degenerate loss computation; same broad area, different problem." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault loading Llava Next and MPS histogram not implemented are unrelated runtime failures." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different code paths and symptoms." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they target different tokenizers with different root causes." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bf16 dtype mismatch in inference are distinct failures." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "From-pretrained weight_only loading failure and flash-attention generation failure are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor update behavior and batch_decode skip_special_tokens handling are separate tokenizer/processor issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code breakage, but they point to different removed APIs and different breakages." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a model and importing pipelines with kernels v0.15 are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are input-processing regressions, but one is Qwen video chat-template mismatch and the other is Kosmos OCR indexing." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure and bf16 dtype mismatch are different correctness problems." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and from_config dtype staleness are not the same underlying bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Batch metric gathering drops labels; Mamba2 cache with seq_len>1 returns incorrect results. Different subsystems and fixes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an incorrect pipeline error message; the other is wrong model outputs. Only loosely related through pipelines." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video chat-template token/feature mismatch and T5 decoder-input validation messaging are different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Shape-mismatch indexing error and trainer.evaluate() after train() are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 20, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:44589|issue:45042", + "issue:45372|issue:46326", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43906|issue:46209", + "issue:36010|issue:43645" + ], + "prepared_review_unit_hash": "1d1f58512d41f1004dba4545ea921d79aef62b1b4f347aab3223a3124d097be0", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35825, + "estimated_input_tokens": 8957, + "estimated_eval_tokens": 18170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of regression reports across tokenizers, model loading, multimodal processors, dtype/quantization, and platform-specific failures. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.29, + "canonical_issue_reason": "If one issue must serve as the cluster representative, #45020 is the broadest umbrella for recent-version breakage and the most generic of the reports, though it is still not a duplicate of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue to keep as a representative bucket for this heterogeneous set because it captures the broad 'recent transformers versions break models' regression theme more than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different failures: a dtype/preprocessor mismatch vs a Gemma3n forward-pass name collision/AttributeError." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both involve loading/shaping, but one is a Qwen3-VL weight mismatch and the other is missing TP plan entries causing OOM/shape issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-input bugs, but they hit different models and different code paths (processing ValueError vs rope/position_ids logic)." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer-related, but one is an added-token spacing bug and the other is a broader slow-vs-fast inconsistency; not clearly the same defect." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated subsystems: image processor resolution mismatch vs bfloat16 dtype mismatch in model inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading regressions, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure is a different concrete bug than a generic dtype mismatch." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model initialization, but one is a Jupyter/custom-model definition breakage and the other is from_pretrained inside Python classes." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect runtime error message; the other is stale docs referencing removed pipeline usage." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as the broader tokenization-version behavior change report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different problems: model dtype propagation vs an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and Trainer compute_loss signature are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend selection is unrelated to a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Same model family, but one is a huge one-hot position embedding inefficiency and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access safety and CLIP text-model structure inconsistency are separate issues." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image sizing bugs, but they affect different processors and different size-calculation logic." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3-VL weight_only loading error and Qwen2.5-VL temporal position scaling bug are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC.from_latents/forward mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration issue is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP image-loss crash are different platform/code-path bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "FP8 storage lookup failure is unrelated to the torchvision dependency regression in PIL image processors." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma 4 processor import breakage and mistral_common continue_final_message behavior are different issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A MobileLLM loading KeyError is not the same as a broad remote_code compatibility regression." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are separate model/runtime bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an earlier issue and an FP8 B200 inference bug are not the same concrete defect." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure is a different problem from custom-model initialization in notebooks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 21, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46291", + "issue:47050" + ], + "soft_pairs": [ + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:36010|issue:36331", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:45859|issue:47050", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:44387|issue:44617", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990" + ], + "prepared_review_unit_hash": "c878aede051c1bd99f1e10829360b5c8300cbf835633e213ddeb20e19e97bc6a", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose set of mostly unrelated Transformers issues; the soft pairs are all only superficially similar and do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Both mention Qwen3/MoE, but one is about loading/conversion with accelerate+deepspeed while the other is a video-token counting NameError in multimodal processors." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and code paths: BeitImageProcessorFast label reduction vs RTDetrV2 output differences in v5." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "One is an import error for GenerationMixin; the other is a trainer API signature change for compute_loss." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different mechanisms and models: gguf_file handling vs a specific tokenizer regression in v5." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "A deepspeed/zero3 indexing failure during training is not the same as evaluate() failing after train() completes." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related in Qwen families, but one is a bad tied-weights warning and the other is a config warning about tie_word_embeddings; different fixes." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different subsystems: Mistral regex patching crashes in tokenizer internals, while Gemma4Processor fails in transformers serve due to a missing attribute." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging dependency issues, but not the same one: torch extra omits tensorflow vs kernels requiring version/revision metadata." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Both are model-specific inference bugs, but one is DAC forward/from_latents mismatch and the other is DiaConfig losing token IDs on save/load." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token code vs auto_mappings referencing removed Sam3LiteText configs; different failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "A template-compilation error is unrelated to CLIPTokenizer's absurd model_max_length default." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning and Qwen3 MOE weight conversion failure are different problems." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skipping special tokens are different APIs and bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "One is a unit-test/model-loading issue for GLM-4.7-Flash, the other is a flash-attention generation regression in Qwen3.5." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload compatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to fp16 ONNX export dtype mismatch in CanineModel." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config loading, but one is missing fields with trust_remote_code and the other is failure to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as OmDet-Turbo's processor/model input-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors for SigLIP2 and MXFP4 quantization fallback on gpt-oss-20b are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE loading/conversion failure and GPT-oss CUDA OOM are different bugs with different causes." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are separate audio processor issues." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes: Qwen3 MOE conversion vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video paths, but one is an undefined-variable bug in multimodal token counting and the other is a batched-shape bug in video processors." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but one is an int4 quantization memory regression and the other is a Sam3Video-specific CUDA OOM." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video regressions, but the concrete bugs differ: undefined variables in token counting vs a broad v5.3.0 video input regression across several models." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3MoE FP8 configuration failure and MobileLLM key error on load are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and GPT-oss perplexity are completely different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 22, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44291|issue:45042", + "issue:46421|issue:46424", + "issue:42915|issue:44821", + "issue:43650|issue:43906", + "issue:45459|issue:45803", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:43525|issue:46291", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:43454|issue:43577", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:43425|issue:46291", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:45081|issue:47020", + "issue:28282|issue:29127", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:45538|issue:46869" + ], + "prepared_review_unit_hash": "e0a70a3654fad1adcf0a0f396764d217375045aa9fcd21220a12ac7fbf4143b5", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35433, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated Transformers bugs across loading, tokenizers, vision, cache, training, and quantization. None of the soft-edge pairs look like the same underlying bug or a single mergeable fix.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster does not center on one duplicate bug; the issues are too diverse for a single representative anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the set spans unrelated code paths and failure modes, so choosing one would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and failure modes: init-empty-weights loading argument handling vs PIL image processor dependency requirements." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a recompilation regression from lazy init while the other is config validation for max_cache_length; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: FineGrainedFP8Config failure for Qwen3Moe vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No bug overlap: a vague data request vs an isolated reproduction of an existing issue." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they target different code paths and different bad exceptions; not one underlying defect." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer behavior inconsistency vs TrainerState token counter not updating; different components and fixes." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading related, but one is broken FSDP CPU RAM efficient loading and the other is disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Different areas: Llama4Config missing pad_token_id vs pipelines import failing due to kernels version/revision requirements." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different model families and failures: Qwen3OmniMoe video-input validation vs DiffusionGemma pipeline output wiring." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to Bart generate() using decoder_attention_mask before assignment." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different bugs: lm_head weight tying in AyaVision/Mistral3 vs Blip2 dtype propagation remaining float32." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading regression for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are model-loading complaints, but one is missing PyTorch installation and the other is a specific Llama 3.2 vision loading regression." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token ID loss is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete symptoms and affected code paths differ: special-token insertion vs Kimi-K2.5 codec/regex handling." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version compatibility is unrelated to kernels package import-time validation in pipelines." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR issues: one is AMP/CUDA loss crashing, the other is a forward-shape mismatch when feature levels exceed backbone outputs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Not the same regression: RTDetrV2 output differences in v5 vs Qwen3.5 save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with community CLIP model is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging/import issue for TensorFlow vs missing export of Qwen2_5_VLForConditionalGeneration; different dependency problems." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is a model-specific tie bug and the other is LoRA merge corruption with extended vocabulary; different fixes." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is XLMRobertaTokenizer passing the wrong type to Unigram." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch ImportError and LayoutLMv3 box-clarity error are different issues with different failure surfaces." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config loading failure is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Different regressions: video-input handling for several Qwen models vs a performance regression with FA2 long-context generation." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length misconfiguration is unrelated to multi-GPU device-map failure for YOLO." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 23, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46512", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:24643|issue:29159", + "issue:43577|issue:46512", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43716|issue:46701", + "issue:45405|issue:45600" + ], + "prepared_review_unit_hash": "14fb6cbca52213a5c770d4889b85c09bd24dbebfd0cd94e7554e1b558d207bba", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36678, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-issue reports. The only likely duplicate pair is the Qwen2.5-VL video-input regression reports, where one issue is a broader umbrella and the other is a more specific symptom report.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 44479 is the broader umbrella report for the Qwen video-input regression family, covering multiple affected models and the same general code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best representative issue here because it is the most general, highest-signal report among the near-duplicate Qwen video-input bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated failures: trainer lifecycle/evaluation bug vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading errors, but the concrete causes differ: missing key on MobileLLM-125M vs unexpected _is_hf_initialized arg in init_empty_weights." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-related, but not the same bug: AddedToken special-arg collision vs a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Completely different subsystems: GGUF / from_pretrained loading vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: Qwen3.5 output_hidden_states behavior vs a broad tokenization-change report." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different concrete failures: Qwen3-MoE FP8 config error vs FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is about model weights staying float32 while the other is stale config.dtype after from_config; not the same code-path bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an ImportError claiming PyTorch is missing." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen failures: cudaErrorAssert with auto device mapping vs video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input issues, but the symptoms and affected models differ; not enough evidence of the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs a model-loading failure for cjvt/sleng-bert; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the Qwen2.5-VL video-input regression in v5.3.0, with incorrect vision/position ids being the likely same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: model-loading failure for physical-intelligence/fast vs list_repo_files needing revision forwarding." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen video bugs: one is a video processing ValueError in Qwen3OmniMoe, the other is a broader v5.3.0 regression across several Qwen video models." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but one is zero probabilities in SigLIP2 and the other is Perceiver non-default resolution failure; distinct bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are unrelated training issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Model init with unexpected _is_hf_initialized argument is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both touch multimodal models, but one is a failed Janus test and the other is a Phi-4 multimodal load failure; not the same concrete defect." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: add_special_tokens/BOS-EOS behavior vs LlamaTokenizer overriding ByteLevel pre-tokenizer." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated model-specific issues: Qwen3 MOE weight conversion with accelerate+deepspeed vs Smollm3 RoPE layer selection." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication and Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression is unrelated to the Mistral regex AttributeError." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Loading-key error for MobileLLM-125M and missing Float8 storage object are different failures." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen-related issues: Smollm3 RoPE layers vs Qwen3.5 apply_rotary_pos_emb registration crash." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and symptoms: Smollm3 RoPE-layer selection vs Qwen2.5-VL still-image temporal scaling." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal bugs: Mistral-3 image-preprocessor dtype mismatch vs DiffusionGemmaGenerationOutput pipeline breakage." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Release/versioning problem for MIN_PEFT_VERSION is unrelated to stale auto_mappings references to removed configs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted duplicate pair is supported by strong title-level similarity, and the rejected pairs are explained with reasonable, non-overstated distinctions. I don\u2019t see any soft-edge verdict that clearly overclaims beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:43577|issue:45072", + "issue:44568|issue:46491", + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:28282|issue:32090", + "issue:46463|issue:46899", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:43720|issue:44898", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:45200|issue:46463", + "issue:44493|issue:46050", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "f83e686c2f5cda226286b8e211544753cb49c52acb21f67dee218580432c04d6", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35910, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated model-specific bugs. The only plausible duplicate/mergeable pair is the v5 tied-weights serialization regression affecting translation models.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 44466 is the most concrete and reproducible tied-weights report: it pinpoints inconsistent lm_head.weight serialization and the device-dependent behavior in v5/main.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44466 is the best representative because it states the failure mode precisely and maps cleanly to a specific save/load code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Different bugs: XLNet CPU placement/performance issue vs T5 decoder-input validation/error-message problem." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different models and failure modes; Gemma4 device_map mismatch is unrelated to T5 decoder validation." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction issue, the other is a long-context FA2 performance regression; not the same concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and code paths, so they are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but the models and underlying behaviors differ completely." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but one is an unsafe dtype cast in Gemma4 multimodal embedders and the other is a BitsAndBytes skip-module exclusion bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and Bart generate() UnboundLocalError are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Reproduction of an older issue and a broken Nemotron example are not the same underlying problem." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but they describe different strict-loading/propagation failures in different models." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading, but one is gguf_file API breakage and the other is a model-specific load failure; no clear shared code-path bug." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model outputs/return objects; not the same defect." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 TP-plan omissions are separate distributed-training issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import detection failure is unrelated to Trainer/_gpu_broadcast_one NoneType handling." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is a reload-default regression and the other is a JSON-list type error in validation; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange issue and flash_attention s_aux=None crash are separate code paths." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Label reduction bug and single-label-classification zero-loss bug are different classification issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key regression and AutoTokenizer token-id regression are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint save regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but they describe different missing-field mechanisms and different models." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both are v5 tied-weights regressions around save/load serialization; they plausibly share the same underlying lm_head/tied-weights code path." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 load-time index error and trainer.evaluate() after train() failure are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "mm_token_type_ids defaulting issue is unrelated to T5 decoder validation." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key errors with position ids and sinq save/load breakage are different serialization problems." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated training/runtime bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence: most pairs are clearly heterogeneous by model and failure mode, and the one accepted pair (44466/45005) is a conservative match based on both being v5 tied-weights save/load serialization regressions. No verdict overstates certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 25, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43761|issue:46829", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43531|issue:43742", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:29159|issue:33357", + "issue:43295|issue:45356", + "issue:43688|issue:45704", + "issue:43653|issue:44568", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:43452|issue:43577", + "issue:43761|issue:47013", + "issue:42898|issue:46491", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:44821|issue:46821" + ], + "prepared_review_unit_hash": "4cf0d943167eb5426c59597c875182cbcbc5b0824433b011b5231ff887e0bae2", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36300, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose tokenizer/model-regression grab bag rather than a duplicate set. The strongest theme is version-related tokenizer behavior changes, but the soft pairs usually point to different models, different code paths, or unrelated backend/loading failures.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45701 is the broadest, most central representative of the tokenizer-regression theme and has the most cross-version context, but it is not a true duplicate of the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45701 is the best single cluster representative because it captures the broad version-driven tokenization behavior changes that several neighboring reports resemble, even though the cluster overall is not one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different failures: SigLIP zero-probabilities vs processor/tokenizer image-handling regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are AutoTokenizer-related, but the affected tokenizers and errors are different and not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to MLukeTokenizer attribute errors." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer loading, but one is gguf/from_pretrained support and the other is an offline regex-patching bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states/output fields, but they affect different model families and different output miswiring." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: SigLIP pipeline output quality vs Perceiver interpolation failure." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import breakage is unrelated to Windows/ROCm distributed-import errors." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different detection losses and different crash modes; not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key error are distinct issues." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR backbone feature-level mismatch is unrelated to Gemma4 dtype casting for quantized embedders." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 config attribute error is unrelated to DiffusionGemma pipeline failure." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-mapping problems, but they concern different missing/incorrect backends and different code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency issue vs MacOS bus error on a CLIP model; no shared underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor.tokenizer/image passing and the other is Kimi-K2.5 codec/regex handling." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and T5 RMSNorm memory leak are unrelated model implementation bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and different special-token behaviors." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "OLMoE/GPT Oss loss normalization is unrelated to tokenizer version-dependent behavior changes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading breakage are separate problems." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to Sam3 text-encoder weights not loading." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-generation compilation inconsistency and xLSTM recurrent-state reset are different generation/state bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf loading breakage is unrelated to Blip2 dtype propagation not affecting qformer/model dtype." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both involve model outputs/state handling, but they are different architectures and different failure mechanisms." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a global cleanup behavior change and the other is a CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info regression is not the same as est-roberta tokenizer loading failure." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration bug in BigBird is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 26, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:44484|issue:44704", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:45491|issue:46002", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:44514|issue:45290", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43643|issue:44561", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "7a145f5d8867d3266ca17b222e9c8b77fe8e1a08776fc0ce4e823969f4707463", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37138, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a real duplicate set: the issues span many unrelated models, config/load paths, generation bugs, and trainer regressions. The soft links are mostly title-level similarity and should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated failure modes." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained sharding behavior and AutoProcessor cached_file kwargs forwarding are different code paths." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is not the same as a broad multi-GPU training support issue." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load, but one is tied-weight serialization and the other is quantized sinq restoration." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss and DeepseekV3MoE divergence are distinct model bugs." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing and beam-search cache reorder skipping are different generation bugs." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "A model-specific flash-attention generation bug is not the same as a long-context performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert and compiled chunked-generation inconsistency are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different symptoms and paths: compiled forward inconsistency vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failure do not share the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy preset loading and packed-weight accelerate loading are separate model-loading issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Trainer multi-GPU training and the num_items_in_batch callback signature error are not the same bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the affected modules and triggers differ completely." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure and FA2 long-context slowdown are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image regression are different processor bugs." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading breakage and missing Qwen3.5 TP plan entries are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness issue do not match." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templates, but batched padding=False crashes and tool-call assistant content handling are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch and DiaConfig token ID persistence are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy field loading and OmDet-Turbo processor image-size mismatch are distinct bugs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "trust_remote_code missing fields and removal of is_torch_fx_available are different v5 regressions." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing padding-related config fields, but they affect different models and config names." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight accelerate loading and tokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription generation are different subsystems." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF/JAX mismatch and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation failure and FP8 B200 inference failure are different hardware/model issues." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and sinq quantized save/load breakage are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 27, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44849|issue:46209", + "issue:46209|issue:46710", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:43575|issue:45405", + "issue:44488|issue:44843", + "issue:46821|issue:46832", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "db30cae35b35cda93f3c33a8cb6501ada8f3a4fbaf72d4bd5d9bbba2cfebeaee", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36855, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, model-loading, multimodal, training, or documentation bugs, so the proposed soft edges do not look like true duplicates of the same underlying issue.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue is a safe canonical here; the cluster spans multiple unrelated failure modes rather than one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the reports cover different model families and different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior and a MacOS bus error in CLIP are unrelated bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "One is a tokenizer/BPE marker issue; the other is a Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and ignored return_tensors are different API failures." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both mention multimodal processors, but one is a documentation/example problem and the other is a regression in processor/tokenizer access." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are different technical problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "A dtype mismatch in evaluation is not the same as the ZeRO-3 gradient regression." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8/B200 inference failure and DeepSeek accuracy regression are different symptoms and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is distinct from serialization of lm_head.weight." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behavior." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A CLIP bus error on MacOS is not the same as Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete model, symptom, and failure mode differ." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image-generation test failure is unrelated to a PEFT version pin issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token ID persistence and MLukeTokenizer task AttributeError do not share the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import error for Qwen2.5-VL and a Float8 storage TypeError are different failures." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but hidden states and saved visual encoder keys are separate bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on a Qwen2 model and an unreleased PEFT requirement are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model not loading and offline-mode model_info() access are different causes." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR forward shape/level mismatch are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized in init_empty_weights are different config/init issues." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal configs, but they fail in different places and are not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy field preventing Beit loading is unrelated to a CPU offload device mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError are unrelated compatibility bugs." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "The category limit RuntimeError and the DeepSeek accuracy regression are not the same issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different configs, different missing fields, and different model families." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MOE-related, but one is weight conversion with accelerate/deepspeed and the other is multimodal model loading." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure changes are different regressions." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token handling are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 28, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43606", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:46399|issue:46846", + "issue:45072|issue:46832", + "issue:44464|issue:46424", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43937|issue:46701", + "issue:45588|issue:46050", + "issue:44869|issue:46752", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:44977|issue:46701", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44423|issue:44734", + "issue:37428|issue:43957", + "issue:44977|issue:46710" + ], + "prepared_review_unit_hash": "bc03b9e692e4e0ac16c6655debccb5b335b7c1ab33346f560568eb58bc88f2e7", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34907, + "estimated_input_tokens": 8727, + "estimated_eval_tokens": 17710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated single-issue reports across tokenizer, loading, attention, serving, quantization, and training paths. None of the soft pairs look like the same underlying bug or mergeable change, so I would keep them all separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43957 is the best canonical issue candidate because it describes a concrete, reproducible loading regression (`torch.device('meta')`) with multiple affected models and a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43957 is the strongest standalone bug report here: broad but specific, clearly scoped to model loading, and easy to understand/reproduce.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related failures, but one is a CPU-offload mismatch in Bark and the other is a GraniteSpeech CI test regression; different models and different code paths." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a kernel registration/decorator crash and the other is missing TP-plan entries causing OOM/shape errors; not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "These are unrelated failures: dtype mismatches in SwitchTransformers/TimmWrapperModel versus RT-DETR feature-level handling in forward." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "One is inconsistent outputs with compiled forward during chunked generation; the other is cache-length config behavior for quantized cache only." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading, but one is about offloading behavior and the other about save/load breakage after sinq quantization; different underlying problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training instability with ZeRO-3 is unrelated to a model-loading failure for Phi-4 multimodal on latest transformers." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output nonsense and unexpected `position_id` keys point to different model/config bugs, not the same issue." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma pipeline output handling." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash-attention sink-less-model crash is a different code path from quantized model save/load corruption." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty-list chat template crash are both input-validation issues, but they affect different components and triggers." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "One is a missing default for `mm_token_type_ids`; the other is a multi-GPU OOM on Gemma4. Same family, different bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency and `_gpu_broadcast_one` NoneType errors are not the same defect." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLflow job-finalization issues are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning on trailing-slash local model paths is unrelated to a GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation errors and a Python 3.13 flash_attn import KeyError are different failure classes." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are different problems, even if they share a model family." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims and a PyTorch version check bug in flex_attention are separate issues." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to DiffusionGemma pipeline breakage." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch do not describe the same bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to an accuracy regression after upgrading transformers." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one crashes on multimodal continuous batching and the other fails in KV-cache continuation with tensor indexing; different paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention helper import and `torch.device('meta')` model-loading regressions are distinct issues." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and a post-upgrade accuracy regression are 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": 1, + "component_count": 26, + "review_unit_index": 29, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:45406|issue:46121", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:45072|issue:45198", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "issue:43450|issue:43575", + "issue:45200|issue:45823", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:43232|issue:44849", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:44554|issue:45356", + "issue:43295|issue:43493", + "issue:45381|issue:46209", + "issue:42915|issue:43824", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "88ee001609e00239378b5a427ccd1f4e03a9df500c0d0683de58ce7188003d84", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab-bag of unrelated bug reports. The soft pairs mostly share only broad subsystem keywords (tokenizers, processors, multimodal models, imports, training), not the same concrete underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: these reports span unrelated failures across tokenization, generation, multimodal processing, imports, and training, so none safely represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not centered on one defect; the overlaps are superficial rather than duplicate-level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor attribute bug vs JSON-loaded rope-validation list; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor-related, but one is a tokenizer/image regression and the other is video shape handling." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attn sinkless crash vs composite-config text_config unwrapping; different code paths." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input ValueError vs mm_token_type_ids default behavior; different multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression vs quantization offloading behavior; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "NER/padding tokenizer crash vs return_tensors precedence; different tokenizer issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mapping PLE mismatch vs return_tensors being ignored; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor access regression vs OmDet processor output-size mismatch; different models." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient anomaly; different stack and symptom." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn KeyError in import_utils vs tensorflow_text backend mapping error; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate decoder mask bug vs Flash Attention 2 test failures; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug vs tensor-parallel OOM; different problems." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Default multimodal token IDs vs PLE device mismatch; not the same defect." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm config regression vs loading a specific model on transformers>=5.1.0; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols/models; only superficial similarity." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "_update_model_kwargs generation bug vs Qwen3.5 hidden-states bug; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs example errors vs return_tensors precedence bug; different scope." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is assistant masks and the other is tool-call crash." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue vs tokenizer codec regression; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs vs FP8 inference support on B200; different stacks." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8 model failure vs Qwen2.5-VL import error; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency vs LoRA merge collapse after vocab extension; not one bug." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange performance bug vs CohereASR training-loss double-shift; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Extra space after added token vs output embedding reinitialized on resize; different mechanisms." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for Qwen2.5-VL vs DeepSeek detokenization regression; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluation vs Qwen3 MoE training memory inefficiency; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 30, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43950|issue:46285", + "issue:43262|issue:43450", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44442|issue:45198", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:29942|issue:32090" + ], + "prepared_review_unit_hash": "4072857c47ed31706366271e4d76572e33c18d73075175ab81d476f27f40fd0c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37058, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different models, helpers, and regression types; no soft pair looks like the same underlying bug with a mergeable shared fix.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue: it describes a concrete, cross-model regression in `from_pretrained()` with a clear failure mode and a broad code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue because it is specific, reproducible, and frames a general library regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "`gguf_file` loading bugs and stale `config.dtype` are different failure modes in different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "`from_pretrained()` buffer corruption and CLIP text-model structure inconsistency are distinct regressions." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio `apply_chat_template()` sampling-rate defaults and batched video output shape bugs do not share the same code path." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and likely different fixes." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both concern Gemma4 multimodal inputs, but one is `mm_token_type_ids` defaults and the other is unsafe dtype casting in quantized embedders." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Related Gemma4 quantization area, but one is text-only token-type defaults while the other is a dtype-casting fix for vision/audio embedders." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure and save/tokenization failure are different issues for different model families." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver image-size handling and RT-DETR memory release are unrelated bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and a stale `num_return_sequences` warning are not the same underlying problem." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "`reduce_labels` dropping labels and `return_tensors` being ignored are separate input-processing bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling affect different multimodal mechanisms." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and GraniteSpeech CI device override failures are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failures are different subsystems and fixes." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both involve device/hardware issues, but Qwen3 auto device mapping and FP8 B200 inference failures are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Each reports a missing helper symbol, but for different names and different compatibility breakages." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they refer to different pipeline APIs and different documentation mismatches." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor image-size mismatch and LwDetr AMP/CUDA crashing are unrelated model bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent-path mismatch and qwen3_omni_moe feature-length helper behavior are different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but one is metrics gathering for tuple labels and the other is BEiT Fast image processor label reduction." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and a feature-length helper bug in qwen3_omni_moe are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crashes and missing auxiliary losses when denoising is off are different training behaviors." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale `model.config.dtype` after `from_config()` is unrelated to `window_size` raising `AttributeError`." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "`from_config()` unwrapping of composite Qwen configs and CLIP text-model structure changes are different issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported `center` argument in a feature extractor and Whisper empty-transcription failure after token alignment are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP and RT-DETR memory cleanup are not the same bug." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache `max_cache_length` handling and device-tensor seq-length arithmetic are related to cache code but describe different defects." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A flash-attention import failure and Torch 2.10 incompatibility are broad compatibility issues, not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are separate test/runtime problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 31, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:28282", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:43335|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:44514|issue:44521", + "issue:43335|issue:44112", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:46431|issue:46566", + "issue:39692|issue:43526", + "issue:43720|issue:44112", + "issue:43606|issue:44857", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:32090", + "issue:26413|issue:31501", + "issue:44206|issue:45823" + ], + "prepared_review_unit_hash": "9d4cc096480beed878405e16c9a3980ba3981be5f1be2cd0d8709810bfb7a5bf", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with one clear duplicate pair: the two Qwen3.5 MoE `from_pretrained` regression reports. The rest are different bugs spanning unrelated models, loaders, chat templates, device/offload, and error-message issues.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45478 is the cleanest representative of the only true duplicate signal here: it states the Qwen3.5 MoE `from_pretrained` regression directly and matches the later, duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "45478 is the best issue anchor because it captures the concrete Qwen3.5 MoE loading failure succinctly and corresponds to the only accepted duplicate pair in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are model-loading/runtime failures, but one is a missing PyTorch import error and the other is a MacOS bus error for CLIP; different bugs." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both touch v5 loading/serialization behavior, but one is about `base_model_prefix` loading and the other is about `lm_head.weight` serialization; not the same failure." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both involve config/model loading, but they are different models and different defects: sparse-layer creation vs legacy-field preset loading." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different issues in different code paths: a TorchScript parsing/import problem versus a helper length-calculation bug in qwen3_omni_moe." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is a `torch.compile` SDPA failure in Bamba and the other is a stale device-override test in GraniteSpeech." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both mention import/runtime dependency problems, but the specific root causes differ: `flash_attn` KeyError versus torch.distributed-related Windows ROCm import/type errors." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both affect model outputs, but one is a Pegasus v4/v5 output discrepancy and the other is recurrent-state reset behavior in modular_qwen3_5." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template/tokenizer bugs, but one crashes on assistant tool-call messages with no content and the other is about `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and different logic: sparse-layer creation in SwitchTransformers config versus feature-extract length behavior in qwen3_omni_moe." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but one is a missing private flash-attention symbol and the other is a missing `HybridCache` export; unrelated breakages." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model behaviors: SwitchTransformers sparse-layer config bug versus D-FINE missing auxiliary losses when denoising is off." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both concern `apply_chat_template`, but one crashes on batched text input with `padding=False` and the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "One is a configuration bug creating sparse layers; the other is a CI test flake about device overrides. Same broad area, not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to a pipeline error message claiming translation support in v5." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: LayoutLMv3 box-validation messaging versus Trainer `_gpu_broadcast_one` rejecting `NoneType`." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash attention/offload, but one crashes on `s_aux=None` in sink-less models and the other is a CPU-offload compatibility issue in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading issues, but one is a trailing-slash local-path import warning and the other is a unit-test failure loading a specific GLM model." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different model-loading/tensor-init problems: Llama 3.2 vision loading breakage versus output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC latent decoding mismatch versus unexpected position-id key warnings." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "One is missing a chat template for `apply_chat_template`; the other is a device placement problem leaving weights on `meta`." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to a BEiT image-processor label-reduction bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to a stale CI device-override test." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both are runtime/device issues, but one is a CPU-offload mismatch in bark-small and the other is a float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete bug: identical `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` failure reported twice; 45478 is the cleaner duplicate description." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example problems are unrelated to unexpected position-id warnings in other models." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model behaviors: Pegasus output differences versus Deepseek tokenizer regressions in v5." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to Trainer GPU broadcast rejecting `NoneType`." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint-resume epoch-iterator failure is unrelated to FineWeb SLM training not starting." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different device/model problems: unsupported `center` arg in LasrFeatureExtractor versus Gemma4 PLE device mismatch with `device_map=\"auto\"`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it identifies the single true duplicate pair (`issue:45310`/`issue:45478`) and treats the rest conservatively as non-duplicates based on their distinct titles and bug descriptions. No PR-mergeability issues apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:43701|issue:45083", + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:45290|issue:45381", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45290|issue:46655", + "issue:44360|issue:44561", + "issue:44855|issue:46399", + "issue:45920|issue:46192", + "issue:29870|issue:33290", + "issue:37428|issue:42175", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:43927|issue:45698", + "issue:32090|issue:33290" + ], + "prepared_review_unit_hash": "a8a5ff1cdc160c754cf50212289cbb02374d4420ecf9093aaaa48fabb90995e7", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36206, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a mixed bag of unrelated Transformers bugs and regressions rather than a tight duplicate cluster. None of the soft-edge pairs look like the same underlying issue, so all should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "If one issue must serve as an anchor, issue 45920 is the strongest representative because it is a broad, well-documented regression affecting multiple models with clear user impact; however, the set overall does not form a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 45920 is the best standalone issue in the set: it is broad, concrete, regression-oriented, and has multiple references/affected models, making it the most useful canonical-style report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "One is a resume/checkpoint key-mismatch bug; the other is a qwen3_omni_moe feature-length helper issue. Different code paths and failure modes." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge / extended-vocab collapse is unrelated to the 2^24 category limit runtime error. No shared root cause." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is a model-memory problem, while Swin2SR over-padding is an image-processor logic bug." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent is unrelated to a missing import-utils availability helper." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType on distributed training is not the same as a MacOS bus error with a CLIP community model." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A local-path trailing-slash warning is unrelated to tensor-parallel load OOM for Qwen2-57B." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "These are different dtype/AMP problems in different components and models; not the same concrete bug." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Missing auxiliary losses in D-FINE is a training-loss logic issue, not the RTDetr infeasible cost-matrix crash." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 does not match the position-id key mismatch regression." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is a different model/setup issue from Llama 3.2 model loading breakage." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests are not the same as output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template crashes on tool-call messages are unrelated to Qwen2.5-VL video position-id errors." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder mask bug and trainer broadcast NoneType error are distinct failures in different subsystems." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert model raising an issue and GeneratorExp unsupported by torch.jit.script are different scripting/model-loading problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to undefined video-token helper variables." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "pegasus v4/v5 output differences are not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat templating crash and SmolVLM video padding bug involve different input-processing paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer activation-design discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/script issues, but one is a Python 3.13 parsing indentation problem while the other is a missing registration/decorator in Qwen3.5; not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong AutoTokenizer IDs across multiple models is a different tokenizer regression from return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generation mask bug is unrelated to DeepSpeed Adafactor OOM." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention utility import is unrelated to TensorFlow being absent from the torch extra install." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is not the same as BeitImageProcessorFast reduce_labels truncation." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure in Qwen3.5 and multi-GPU CUDA OOM in Gemma4 are different concrete problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype mismatch is not the same underlying issue as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module; different failure mechanisms." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast failure in Trainer is unrelated to optimizer OOM in DeepSpeed." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 33, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:44568|issue:45491", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:44561|issue:44779", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:45372|issue:45588" + ], + "prepared_review_unit_hash": "4634ab7969c102132995689512889aa3114f451e3d921da5be99209e8eb58e7e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bug reports and regressions. The soft-similarity links are generally broad subsystem overlaps rather than true duplicates, so I would not merge any of these pairs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, issue:43873 is the most central by activity and breadth, but it is still only loosely related to a few quantization/offloading items and not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill behavior, but one is about lazy cache init causing recompilation and the other is a device-tensor seq_length arithmetic bug on non-CUDA backends. Different failure modes." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading not working is a different problem from Gemma4 multi-GPU inference OOM; they may both be memory-related, but they are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to quantized offloading behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting changes output shape, while the other is a Trainer broadcast TypeError; no shared code-path bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One reports different generation output across v4/v5, the other inconsistent lm_head.weight serialization; both are version regressions but on different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens behavior is unrelated to Gemma3 NaN embeddings during sliding-window batching." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatches are separate training-state problems." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "An eos_token_id config mismatch is not the same as a flash-attention generation failure." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removing is_torch_fx_available breaks trust_remote_code models; Deepseek tokenizer regressions are a different tokenizer behavior bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "A MacOS bus error loading a community CLIP model is not the same as SigLIP2 documentation example errors." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention AttributeError on sink-less models and Gemma4 PLE device mismatch are distinct forward-path bugs." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel load OOM." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different symptoms and likely different root causes." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale warning for num_return_sequences are not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading breakage and rope-parameter validation TypeError affect different mechanisms." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to the bare-except bug in FuyuBatchFeature conversion." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/padding cases are different from wav2vec save_pretrained/tokenization failures." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and wav2vec save/tokenization failure are unrelated tokenizer/model bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder_attention_mask initialization bug is unrelated to Llama 3.2 Vision loading breakage." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor center arg and video-input regression are separate preprocessing bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 CI failures do not match void segmentation map processing failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config load issues and quantized model saving failures are both quantization-related but not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-specific implementation problems." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading ImportError and flash_attention s_aux=None crash are separate failures in different parts of the stack." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 34, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": 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I do not see any pair that clearly describes the same concrete bug/change, so I reject all soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "If forced to pick a representative issue, 46640 is the broadest and most central FA2-labeled report in the set, but the cluster is too heterogeneous for it to serve as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "46640 is the most general issue here and the only one that could plausibly act as a loose umbrella for the FA2-related subgroup, though it still does not match the other issues closely enough to justify merging them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and failure modes: dummy Conv2d in Sam3PixelDecoder vs Siglip2 loading/pipeline output corruption." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "One is about a placeholder Conv2d implementation; the other is a memory release problem in RT-DETR. No same bug path." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export failure and flash_attention crash are different code paths and different symptoms." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2/long-context, but one is NaN embeddings from sliding-window padding and the other is a performance regression. Not the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures for torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization breakage." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM when loading a large Qwen model is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and a stale warning about num_return_sequences are different behaviors." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing-in-eval-mode are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf exception handling and leftover dummy class cleanup are different problems." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is not the same as output embedding reinitialization after resize." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeek MoE divergence and D-FINE auxiliary-loss behavior are different model-specific bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma 4, but one is an import dependency failure and the other is a missing _tokenizer attribute in serve; not the same fix." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 wrong outputs and RT-DETR memory not being released are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update at runtime and Gemma3 NaN embeddings are unrelated subsystems." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure do not share the same underlying bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "A GC/memory leak on deletion is not the same as a memory overflow during model use." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but they are different loading bugs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Large-model OOM under tensor parallelism is different from the CUDA reserved-memory regression under int4 quantization." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 import failure and protobuf-masked tokenizer errors are distinct issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are unrelated generation bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error are not the same underlying defect." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FlashAttention2 support for XLMRoberta and an Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BEiT label handling and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FlashAttention2 on XLMRoberta and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 wrong outputs and SAM3 memory overflow are unrelated failures." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different models and bugs." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and token embedding reinitialization are different issues." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with DeepSpeed is not the same as model loading breaking for Llama 3.2 Vision." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention AttributeError are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT reduce_labels behavior and LayoutLMv2Tokenizer NER padding/truncation crashes are different tokenizer/processor bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic FA2 titles, but the available evidence does not show the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 35, + "review_unit_count": 62, + 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The only plausible duplicate pair is the two config AttributeErrors about missing `pad_token_id`, which look like the same config-field regression surfacing in different model classes.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43334 is the clearest representative of the shared missing-`pad_token_id` config regression: it has a direct, concrete traceback and matches the same symptom as the Llama4Config report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the best issue to keep because it most directly captures the underlying bug and is specific enough to anchor the duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different subsystems: missing `pad_token_id` on a config object vs a `sliding_window` bug in Qwen3-MoE." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated failures: JSON-loaded list handling in rope validation vs a Qwen3.5 rotary registration error." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantization offloading are different code paths and symptoms." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeErrors, but on different components and different root causes." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is batched chat template padding and the other is video position-id computation." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom-model init breakage is not the same bug as patchtsmixer's `post_init` contract issue." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and different failures: hidden-states regression vs CPU offload incompatibility." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-cardinality runtime error are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent state reset in a model forward pass is unrelated to Whisper batch_decode token skipping." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and feature-extractor `center` arg validation are separate issues." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer-loading failure and Perceiver image-size handling are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to recurrent-state cache handling." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency coverage and a missing import_utils helper are different problems." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to tokenizer loading." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "`sys.modules` access safety and DeepSeekV3MoE divergence are different code paths." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder mask initialization are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config API issues, but the titles point to different model-specific discrepancies without evidence of the same root cause." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": 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unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config reload behavior, but one is missing fields under trust_remote_code and the other is a specific rotary_pct persistence regression." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both touch composite/config loading, but they describe different model-loading behaviors and different symptoms." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Broken FSDP CPU-efficient loading and a Qwen3-VL weight-shape mismatch are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 36, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44079", + "issue:43701|issue:46506", + "issue:43761|issue:44188", + "issue:44442|issue:45803", + "issue:42617|issue:43575", + "issue:46829|issue:46932", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496" + ], + "prepared_review_unit_hash": "ce8f579431263acc53c305d873e827c2010845540d9d5d6508e45d6101a1d817", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35438, + "estimated_input_tokens": 8860, + "estimated_eval_tokens": 17976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated loading, generation, config, quantization, and backend problems. I don\u2019t see any true duplicate pairs among the soft edges.", + "confidence": 0.91, + "canonical_issue_reason": "No single true canonical duplicate stands out because the cluster is too mixed; if forced to pick one anchor, #45698 is the most active and has a concrete save/load regression with broad relevance.", + "canonical_pr_reason": "No pull requests are present in this set.", + "best_issue_reason": "#45698 is the strongest representative issue: it has the most discussion/inbound refs and describes a clear, reproducible save_pretrained/from_pretrained bug.", + "best_pr_reason": "No pull requests are present in this set.", + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Both are loading-related, but one is a model load regression and the other is a missing backend import error; different code paths and fixes." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "One is a dataset/script loading failure, the other is an AutoModel config recognition error; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric gathering on label tuples are unrelated training/runtime issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both concern Qwen3-VL/Qwen3.5 loading, but one is checkpoint shape mismatch and the other is incorrect save_pretrained output; not the same concrete defect." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel not returning hidden_states, the other is ModelOutput key assignment behavior; related area but different bugs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is not the same as torch.compile attention-kernel branching behavior." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer auto-loading failure and a bare-except swallowing errors in Fuyu batch conversion are different failure modes." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and tp-induced OOM on Qwen2-57B are separate operational problems." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states output bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are different code paths." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and MobileLLM key error are not the same underlying issue." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support in XLMRoberta and a NoneType broadcast error in Trainer are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint resume key mismatch do not share a concrete root cause." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape regression is unrelated to missing PyTorch installation detection." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load flows, but one is failing to save a dequantized model and the other loads the wrong custom module after save_pretrained; different bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length handling in DeBERTa-V3 is unrelated to the missing transformers.onnx module import error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer API regression and pipeline translation-task messaging are separate v5 issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom model processor/tokenizer regression is not the same as Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "These are both token-related, but one is a config mismatch and the other is a Whisper empty-transcription generation failure after special-token alignment." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "A missing availability helper in import_utils and a kernels import requirement change are different import-time problems." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and spurious recompilation from lazy cache init are related themes, but not the same concrete bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation for patchtsmixer and non-persistent buffer junk in v5 are different initialization bugs." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Config API inconsistency and TimesFM window_size AttributeError are not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 and GPTNeoX rotary_pct reload regression are unrelated config/init issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and quantized model save/load breakage are different serialization/config problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage and unrecognized model config.json errors are distinct from each other." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 37, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43650|issue:46202", + "issue:43572|issue:46178", + "issue:45803|issue:46170", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44190|issue:44964", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "677cd5cea167d9ba4716156905bb5cb46584ce49135cce366cd8e0049fd74593", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34480, + "estimated_input_tokens": 8620, + "estimated_eval_tokens": 17496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly false-positive similarities: they share broad vocabulary like cache, flash-attention, model loading, or Sam3/Qwen naming, but they describe different code paths and fixes. No single issue emerges as a clear canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across many subsystems, and none of the soft pairs look like the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not actually one bug cluster; it is a collection of unrelated issues with superficial keyword overlap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage and a Janus image-generation test failure are different models and failure modes." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare-except error masking in Fuyu conversion is unrelated to importing Trainer failing because of datasets." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "One is a weight-tying bug in Mistral3 generation; the other is a FlashAttention support error for Ministral-3." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Auxiliary-loss routing and ASR training-loss double-shift are different loss-computation bugs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Remote-code cache path collisions and max_cache_length handling are separate cache-related issues." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch is unrelated to Sam3LiteText memory overflow." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same as a CUDA OOM in Sam3Video." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen2.5 VL batched chat-template crash are different processors and failures." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Tensorboard/TensorFlow backend resolution and a missing import_utils symbol are unrelated packaging/import bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "'ADD THE DATA' is not a concrete bug matching a Gemma token roundtrip failure." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and tensorflow_text backend registration are separate configuration/import problems." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A swallowed KeyboardInterrupt in tensor conversion is unrelated to Windows ROCm torch.distributed import errors." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and stale auto_mappings references are different CI/test and mapping issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure is not the same as Qwen3.5 flash-attention generation breakage." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset field loading in Beit and wrong custom-module loading after save_pretrained are different serialization paths." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma4 mm_token_type_ids defaulting are unrelated model-behavior bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific FA2 unsupported error is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache missing during chunked prefill and recurrent states resetting with cache are different cache semantics bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor lookup and missing fpn_position_embeddings on Sam3 output are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation in the last batch and auxiliary-loss normalization are unrelated training/evaluation bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a sliding_window issue in Qwen3-MoE do not share the same fix." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reloading are different state/config persistence problems." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resizing reinitialization and local-path slash import warnings are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script and loading Phi-4-multimodal-instruct are different entry points and failures." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve and a missing Gemma4Processor attribute are unrelated crashes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 38, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:45072|issue:46932", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:43673|issue:46421", + "issue:43827|issue:43994", + "issue:46082|issue:46697", + "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44242|issue:46897", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:44617|issue:46369", + "issue:43854|issue:44792", + "issue:45381|issue:46655", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "f0c51f835978dbd4ab1bc339c41f4f909217b0c04be0b8333eb25d6f3a59aaa0", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a collection of mostly unrelated closed issues that only share broad Transformer/modeling themes, not the same underlying bug or change. No soft pair looks mergeable as a single fix.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43644 is the broadest, most central regression report in the set (a v5.0.0-wide buffer initialization problem) and has the clearest cross-cutting impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest single issue candidate overall because it describes a general runtime regression affecting many models, unlike the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Python 3.13 import parsing vs flash-attention auxiliary-state handling." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype/quantization, but they affect different models and different code paths." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper token-decoding crash and RT-DETR forward shape error are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache handling, but one is a path collision and the other is a cache FileNotFoundError." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated problems: category-limit runtime error vs cache-length tensor arithmetic under torch.compile." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache state and the other is spurious recompilation." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing pipeline after removals is not the same as SigLIP2 incorrect pipeline outputs." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Config validation for head_dim is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: BART generate mask initialization vs embedding reinitialization after resize." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate issues." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Model OOM in Sam3Video is not the same as Whisper empty-transcription failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Generic buffer junk initialization is unrelated to GPTNeoX config reload defaults." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to DebertaV2 import parsing." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init allowance and granite_speech strict config loading are not the same defect." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning and Whisper align_special_tokens crash are distinct generation issues." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure and local dataset loading error are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert has nothing to do with category cardinality limits." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different model bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to /v1/responses KV-cache continuation indexing." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config creation bug is unrelated to dataset loading." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sinkless-model crash and xLSTM return_last_states unpacking are different failures." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure, but they are different Sam3 model variants with different failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading problem and Janus image-generation test failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processor issues, but the wrong vision_position_ids and incorrect padding calculation are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and local dataset loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 39, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", 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"issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "29028f2d1f6426e077016aa61de77dac005e3d516d1617d2f6108ac92a7da351", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36528, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and does not contain any clear duplicate issue or PR pair. 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different code paths." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API area, but one crashes on assistant messages with tool calls and no content while the other crashes on an empty list; not the same underlying bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenizers, but one is a broad v5 regression and the other is a specific DeepSeek-Coder v1 gap in an earlier fix; not the same concrete issue." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures: stale GraniteSpeech device-override test vs removed Sam3LiteText configs in auto_mappings." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError and transformers serve KV-cache indexing failure are distinct runtime bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant_masks in apply_chat_template and the other is vision_position_ids for qwen2.5-vl video inputs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output embedding handling and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are different image-processor bugs." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting change and Bart decoder_attention_mask initialization error are separate generation issues." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement in positional encoding and Fuyu's broad exception handling are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are different environment/package issues." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files missing revision passthrough affect different APIs." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other is device-tensor seq_length breaking static-cache arithmetic under torch.compile." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code returning missing fields and config.json missing model_type are related to config loading but not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models and code paths; not a duplicate." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import sometimes and unsafe sys.modules access are not the same issue; one is performance, the other correctness." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal model loading and auto_mappings referencing removed configs are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and embedding reinitialization after resizing are distinct problems." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache path collisions and a missing is_falcon_mamba_ssm_available helper are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale GraniteSpeech CI test and a model loading regression for Phi-4 are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and apply_chat_template assistant_masks are separate text-processing issues." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and a generic dependency issue with transformers are not the same underlying problem." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and missing AutoImageProcessor import are different import/export failures." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained checkpoint regression are different model-specific issues." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but one is a model-package symbol missing and the other is a core configuration_utils export missing; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 40, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46693", + "issue:46932", + "issue:47085" + ], + "soft_pairs": [ + "issue:46082|issue:46121", + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:41950|issue:44016", + "issue:43582|issue:46932", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:43673|issue:44336", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:44683|issue:45446", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:43650|issue:44220", + "issue:44496|issue:45759", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:43479|issue:45375", + "issue:44279|issue:46515", + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:45335|issue:45584" + ], + "prepared_review_unit_hash": "0edbf473157a557e98ece03f6bd69ef3f7f3b1bbb18c6d635c19b4ebd240a2f5", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated bugs in configs, tokenizers, multimodal models, flash-attention, docs, notebooks, and platform/version checks. None of the soft pairs look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate stands out; the overlap is mostly superficial keyword similarity rather than one shared bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45042 is the strongest standalone report: it is concrete, version-specific, and clearly describes a reproducible bug in PIL-backed image processors requiring torchvision.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config/validation bugs, but one is about Llama head_dim constraints and the other about rope-key parsing from JSON lists; different failure modes and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mappings are 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regression and t5gemma resize_token_embeddings affect different model APIs and code paths." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to CPU vs CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support and loading a specific model are separate compatibility problems." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features() failure are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Missing model_type in config.json and PIL backend processors requiring torchvision are different loading/runtime failures." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "reduce_labels returning one label and docs mismatch for return_all_scores are unrelated issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A docs/behavior mismatch in TextClassificationPipeline is not the same bug as unrecognized model config loading." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are torch-version related, but one is compiled flex_attention on torch >= 2.9 and the other is an AuxRequest import version check." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral models, but one is save/dequantization and the other is FlashAttention inference; different code paths." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated training/eval bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague data request and a feature-extraction helper bug are not the same underlying issue." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type in config loading and failing to unwrap text_config for composite multimodal configs are different config-resolution problems." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failed janus image-generation test and cache max length handling are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-argument TypeError are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they target different models and different failures (Ministral-3 vs sink-less models with s_aux=None)." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility and a generic dependency issue are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols/modules and different fixes." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Defaulting None configs and missing deepstack_visual_indexes under @strict are different config-schema bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A dependency issue with transformers and torch 2.4.1 incompatibility are separate environment problems." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping and memory overflow in sam3-litetext are unrelated runtime issues." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer language state and fast-tokenizer thread-safety are different components and failure modes." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize behavior and Whisper empty-transcription behavior after align_special_tokens are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 41, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46752", + "issue:47000" + ], + "soft_pairs": [ + "issue:44327|issue:46752", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:42796|issue:43650", + "issue:39692|issue:43901", + "issue:46082|issue:46399", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43381|issue:47000", + "issue:44779|issue:45812", + "issue:43650|issue:46209", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:43479|issue:43525", + "issue:33290|issue:45656" + ], + "prepared_review_unit_hash": "571ff40a2be7bf8e20ab333d8d785b70847b9379bdeb56fc3a17daf46f42b1aa", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35661, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of mostly unrelated Transformers regressions (tokenizers, model loading, configs, docs, and a few training/runtime bugs). I don\u2019t see any soft-edge pair that is the same underlying defect, so all candidate merges should be rejected.", + "confidence": 0.66, + "canonical_issue_reason": "No issue in this set cleanly represents the whole cluster, but #45020 is the broadest umbrella: it describes recent-version breakage affecting model loading/remote_code and is the most plausible anchor for a heterogeneous regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue to anchor the cluster because it is the most general compatibility/regression report; however, it still does not truly subsume the other, more specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA pipeline span decoding crash and empty chat-template input crash are different code paths and failures." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained checkpoint serialization; not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency issue vs PEFT minimum-version bump; unrelated causes and fixes." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression vs Deepseek tokenization correctness regression; different underlying defects." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor lookup bug and a placeholder data request are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Two documentation problems in different docs/features, not the same concrete issue." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama config validation and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments ignored and a tied-embeddings warning are different issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype-loading bug and Qwen3.5 save_pretrained regression do not share the same code path." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A single import error and a broad import-error report are related in theme only, not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup is a specific pipeline bug, not the remote_code compatibility regression described by #45020." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility failure vs unreleased PEFT dependency bump; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is config validation, the other is stale dtype metadata after from_config; not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5-family regressions, but one is loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights and resize_token_embeddings behavior are different bugs." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions in different model families and different failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder data request vs FP8 inference failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are different training/model semantics issues." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash test-loading failure are different model-specific bugs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex-patching crash are different tokenizer-loading paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights constructor TypeError are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and TensorBoard/TensorFlow backend installation issue are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention sink-less-model crash and RTDetrLoss cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization bug and missing pad_token_id AttributeError are separate config issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed and optimizer step called twice in DeepSpeed are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 42, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45081", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:45859|issue:46851", + "issue:45103|issue:45372", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:45600|issue:45712", + "issue:43901|issue:44246", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44188|issue:44336", + "issue:42796|issue:43441", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:46291|issue:46399" + ], + "prepared_review_unit_hash": "ed59f15b4eb344d2c667629a2a0bea27e6eaa983a27e461b261294e70587ba63", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36118, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly lexical similarity around Transformers v5 regressions, but the issues span many unrelated model, tokenizer, config, and tooling bugs. I do not see a true duplicate pair among the soft edges.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43643 is the broadest, most central regression-style report in the set: a generic AutoConfig/trust_remote_code loading problem that fits the cluster\u2019s overall theme of v5 config/model-loading breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43643 is the best representative issue overall because it is general enough to anchor the cluster, even though the cluster is too heterogeneous to be a single duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: FlashAttention loading failure vs long-OCR index error." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "One is ANSI output formatting, the other is Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to list_repo_files missing revision forwarding." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but saving quantized models and loading dequantized models are different code paths and bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a performance regression in data filtering." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen3.5/position handling, but CPU offload incompatibility is not the same as variable-length input handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing and Gemma 4 processor loading are unrelated failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA layernorm precision issue vs GlmMoeDsaIndexer split return values." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to Python version compatibility." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are stale-generated-artifact problems, but one is auto_mappings and the other is dummy_pt_objects; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to slow import behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer regression affect different model components." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVision hidden_states regression are different failures." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is not the same as glm-4v-9b loading failure." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI escape code generation." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Ministral FlashAttention failure are distinct issues." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to RTDetrLoss assignment infeasibility." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model class is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Physical-intelligence model loading failure and missing TensorFlow backend are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve config fields, but missing pad_token_id on one model is not the same as generic trust_remote_code missing-fields behavior." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage type lookup error and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but the Qwen2.5-VL rope scaling bug and Qwen3.5 variable-length bug are different model paths." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug and missing-vision-backend processor error are different processor failures." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package version/revision requirement and Qwen3.5 rotary registration crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 43, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:46614|issue:46665", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:44336|issue:44485", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:44451|issue:46752", + "issue:43257|issue:45137" + ], + "prepared_review_unit_hash": "51a45d0e36a415ac0b51624594ed3a7b07a36a5966ba636de66b0634cd9c1dce", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions or import/loading issues across different models and utilities. None of the soft pairs looks like the same concrete bug or change, so no pair should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue is a safe representative here; the items span unrelated bugs (imports, Qwen/MoE loading, tokenizer behavior, utilities, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there is no coherent duplicate set to anchor on, and selecting any one issue would misrepresent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: intermittent import latency vs unrecognized model/config loading error." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen models, but one is a helper-length bug in qwen3_omni_moe and the other is a variable-length position_ids crash in Qwen3.5." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error and Python version support breakage are different issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError for nn is unrelated to missing TensorFlow backend handling for tensorboard." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a kernel registration/decorator failure and the other is a variable-length position_ids issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test xdist file race and stale generate() warning are unrelated test/runtime problems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-list chat template IndexError." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are different code paths and bugs." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to VideoPrism hidden_states output packaging." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to gemma-4 ZeRO3 loading." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and inconsistent from_pretrained behavior are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Missing load-balancing loss and eos_token_id config mismatch are not the same underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention crash on sink-less models is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across versions and the other is base model loading on 5.0.0.dev0; not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss in MoE routing is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are different issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export is unrelated to missing is_offline_mode from huggingface_hub." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export is a different symbol and code path than missing HybridCache export." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to empty-list apply_chat_template crash." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion issue with accelerate+deepspeed is unrelated to DeepSpeed ZeRO3 deque underflow." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 44, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42199", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44479|issue:46655", + "issue:45003|issue:45561", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:45137|issue:45600", + "issue:43475|issue:46369", + "issue:36246|issue:43596", + "issue:43295|issue:45292", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:43352|issue:45250", + "issue:43526|issue:46894" + ], + "prepared_review_unit_hash": "a51c0bc0c6312df55866aefce9e1e8f6953b28ab9649c9faff6b969e9589d7e9", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35083, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly thematically similar at a high level (vision/video/processor regressions, config/loading problems, training/runtime crashes) but do not describe the same concrete bug. I reject all soft duplicate edges. If one issue has to serve as the best representative, it is #44479 because it is the broadest version-specific multimodal/video regression among the set, but there is no true canonical duplicate cluster here.", + "confidence": 0.91, + "canonical_issue_reason": "#44479 is the broadest representative of the recurring multimodal/video regression theme, but the set does not actually collapse to one duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#44479 spans multiple Qwen VL/VL-Moe variants and reads like the most general, user-facing regression in the group, so it is the best representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and failures: video-classification pipeline vs audio feature extraction; only both are processing-related." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video inputs, but the affected models and root causes differ (Qwen3OmniMoe value error vs SmolVLM padding bug)." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading error is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but one is a missing field under strict config and the other is AutoModelForCausalLM unwrapping text_config; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor chat-template sampling-rate behavior is unrelated to slow import timing." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but they target different models and different code paths (Qwen family input regression vs SmolVLM padding calculation)." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist file race." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer error and slow data filtering after upgrade are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU offload incompatibility and the other is a missing decorator for kernel registration; different concrete failures." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Resize-token-embeddings behavior is unrelated to RTDetrLoss infeasible cost matrix crashes." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop failure is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 Vision output attribute error and SAM3 LiteText memory overflow are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL image processor import failure is unrelated to BertModel/DeepSpeed zero3 index errors." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency is unrelated to t5gemma decoder embed_tokens not updating." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing save_pretrained files and unrecognized image processor due to absent backend are different processor-loading problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to Qwen3_5MoeVisionConfig field dropping." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss in MoE routing is unrelated to LwDetrImageLoss AMP/CUDA crashes." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Florence2 training-loss double-shift." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug report and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to protobuf-related tokenizer error masking." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate UnboundLocalError and MLflow job-status reporting are unrelated." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model-path bugs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 topic issue." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Image label reduction and ASR training-loss double-shift are not the same bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 45, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46858", + "issue:47068" + ], + "soft_pairs": [ + "issue:44060|issue:44077", + "issue:44479|issue:46170", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45987|issue:46082", + "issue:45593|issue:47068", + "issue:44995|issue:45588", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "76aebf2d5ca3f75823b04590d570384a083c15936090db36b30c22d195d78f8a", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose grab bag of Transformers regressions rather than one duplicate cluster. Most soft pairs are only broadly similar and do not describe the same concrete bug or fix, so I would reject them all. The tokenizer-loading/serialization reports are the closest thematic group, with issue 43723 as the best representative.", + "confidence": 0.36, + "canonical_issue_reason": "43723 is the broadest user-facing tokenizer-loading regression in this set and is the closest umbrella for the nearby tokenizer save/load complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "43723 is the clearest representative issue to keep as the cluster anchor because it captures the most general tokenizer-from_pretrained failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different subsystems and failures: Qwen3-Next tied-weights warning vs patchtsmixer post_init policy." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models vs Windows/ROCm torch.distributed import error; unrelated bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tie_word_embeddings warning during fine-tuning; the other is a flash-attention generation bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs ESM2 breakage; no shared concrete code path." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory release on delete vs final-partial-batch bookkeeping in a pipeline; different behavior." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "gemma-4 zero3 loading issue vs DeepSpeed double optimizer step; not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenizer loading vs Gemma4 multi-GPU OOM; unrelated symptoms and fixes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both mention SAM3, but one is a dummy layer implementation and the other is a model-type mismatch warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video-processing ValueError; different models and code paths." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech vs torch.distributed import dependency on Windows/ROCm." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 vs accuracy regression after upgrading; different failure modes and likely fixes." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/type error from torch.distributed dependency vs RT-DETR forward shape issue; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie-word-embeddings warning; different problems." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warnings, but one is model weight tying and the other is stale num_return_sequences messaging." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward vs Gemma4 mm_token_type_ids defaulting; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API acceptance regression vs token roundtrip failure; no shared concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an older issue vs a Gemma tokenizer roundtrip bug; not duplicates." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch compile/cache behavior, but one is attention-kernel branching and the other is lazy cache initialization recompilation." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type mismatch vs LlamaConfig head_dim validation; different code paths." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior vs deepspeed_sp_compute_loss host sync warning; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward vs flash_attention s_aux=None crash; different failure surfaces." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram unsupported for Int vs missing chat template error; unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotations crash vs static-cache seq-length arithmetic on non-CUDA backends; different bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs a Transformers upgrade slowdown report; not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder placeholder layer vs pipeline final-batch dropping; no common code path." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files; related family, not one concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 nonsense outputs vs AutoProcessor backend-missing error; separate loading/runtime issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs double optimizer stepping; different root causes." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch vs upgrade slowdown; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 46, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47059" + ], + "soft_pairs": [ + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:45375|issue:45478", + "issue:44964|issue:45137", + "issue:42994|issue:43482", + "issue:44188|issue:46851", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43232|issue:43673", + "issue:39692|issue:46726", + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:45230|issue:45397", + "issue:45310|issue:45375", + "issue:44373|issue:46851", + "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:41628|issue:44933", + "issue:46463|issue:46877", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45561|issue:47059" + ], + "prepared_review_unit_hash": "0a210e885de1e42edfcc674a896166d7bd225be77662621b17c964672f44f918", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34847, + "estimated_input_tokens": 8712, + "estimated_eval_tokens": 17680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous set of Transformers loading, config, tokenizer, and generation regressions; none of the soft pairs look like true duplicates or the same fixable code-path bug.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella in the set: a Transformers v5/custom-model initialization regression, which is thematically closest to several of the other loading/config complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best anchor for triage because it is concrete, broad, and closest to the recurring v5 initialization/config breakages in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash vs tokenizer constructor type mismatch; different code paths and failures." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Broad v5 custom-model init regression vs ESM2-specific breakage; related theme, not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor files on save vs DeepSpeed optimizer-step duplication; unrelated behavior." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config mismatch vs AttentionInterface.register behavior change; different APIs and symptoms." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field dropped by strict validation and the other is a from_pretrained failure; not clearly one underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading issue vs DeepSpeed ZeRO3 deque error; unrelated failures." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs GGUF loading failure; different operations and code paths." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Qwen3.5 variable-length position_ids bug; not the same problem." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video encoder field error vs AutoConfig trust_remote_code missing fields; different model/config paths." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM 3 video encoder output attribute error vs TimesFM window_size attribute error; distinct model-specific bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs missing GenerationMixin cache in chunked_prefill; both generation-related but not the same concrete defect." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc-example errors vs AutoProcessor backend-missing error; one is a docs/example problem, the other an import/runtime backend issue." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError vs sentence-transformers loading hang; clearly different symptoms and causes." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor vs generic unrecognized image processor backend error; related area, but different dependency and path." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Placeholder bug report vs gemma-4 zero3 from_pretrained issue; no shared underlying bug evidence." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error vs missing deepstack_visual_indexes field being dropped; same family, but not enough evidence of one concrete fix." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring typo for position_ids vs a real variable-length position_ids runtime bug; not duplicates." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs processor.save_pretrained missing files; different areas." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise vs RTDetrLoss infeasible cost matrix crash; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure vs nonexistent import from image_utils; both import-related, but not the same missing symbol/path." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect T5 validation error message vs auto_docstring printing diagnostics; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure vs missing pad_token_id on Llama4Config; different code paths." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash vs Kimi tokenizer codec regression; both tokenizer-adjacent, but distinct failures." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 vs mistral_common continue_final_message bug; separate tokenizer code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 behavior API guidance vs InternVL2 meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior vs incorrect LLM output under pipeline parallelism; different subsystems." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race in testing utils vs CLI completion attribute missing with huggingface_hub 1.22.0; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 47, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46399", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:45137|issue:47000", + "issue:45406|issue:46202", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:44038|issue:45310", + "issue:44857|issue:46877", + "issue:42994|issue:43824", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:44222|issue:45310", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45561|issue:45600", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:42175|issue:45712", + "issue:44568|issue:47085" + ], + "prepared_review_unit_hash": "354805d80ff4d83da2544164fbe52d0cf1bf49ee632de4c5116ae16958c18481", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36345, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers issues; the only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue because it has an exact duplicate (issue:43704) and describes a concrete, reproducible Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue representative because it is the strongest true duplicate target in the cluster and the problem statement is specific and actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: a sentence-transformers import NameError vs a Qwen3.5 kernel registration ValueError." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism wrong output and a Qwen3_5 image infinite loop are not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible-cost-matrix errors are unrelated crashes." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor _tokenizer crash and Gemma pipeline roundtrip tokenization failure are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Missing GenerationMixin and missing AutoImageProcessor are distinct import/export problems." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer-mapping model registration issue vs CLI completion attribute error; unrelated subsystems." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen MoE models, but they describe different model variants and different failures/version triggers." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to auto_docstring import-time stdout diagnostics." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma token roundtrip failure and DiffusionGemma pipeline output mismatch are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are different concrete bugs." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE loss behavior and auto_docstring stdout noise are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same concrete Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and FP8 moe save_pretrained failure are not the same underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to the Janus image-generation test failure." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading error and xdist file-race issue are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging backend dependency issue vs nonexistent image_utils import; unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug and deepspeed_sp_compute_loss host sync concern are different code paths." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "pytest-xdist race and stale auto_mappings references are separate CI/test maintenance issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring stderr/stdout behavior are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue and a missing image_utils import are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and DeepSpeed Adafactor OOM are different training failures." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and token embedding reinitialization are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer behavior changes, but one is cleanup-space behavior and the other is BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4 multimodal config initialization and VideoPrism hidden_states output mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging and leftover dummy PT classes are different repo hygiene issues." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Specific tokenizer add_special_tokens behavior and general tokenizer thread-safety regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue 42673 and 43704 are an exact title match and the duplicate claim is well supported. The rest of the soft-edge calls stay conservative by mostly declining pairs with clearly different titles, models, or failure modes. No evidence of overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:44843|issue:47085", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:42673|issue:47085", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "f6b40184f5b561c09b78930efe40ff7288d100c0348f280d80922fb7fdd6258e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly thematic near-matches rather than true duplicates. They span tokenizer/v5 regressions, model-specific bugs, docs/examples, and unrelated runtime issues, so none should be merged as the same underlying change or bug.", + "confidence": 0.71, + "canonical_issue_reason": "If forced to pick one anchor, issue 42898 is the broadest and most generic regression report in the set, but the cluster overall is too heterogeneous to justify a true canonical duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest standalone representative because it describes a concrete, widespread tokenizer regression with clear user impact (wrong token IDs across all Granite models).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths: processor.save_pretrained file emission vs from_pretrained loading failure for Qwen3.5 MoE." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "One is attention-mask construction in Gemma4, the other is final-batch handling in MaskGenerationPipeline; unrelated bugs." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings config cleanup/CI break is unrelated to a huggingface_hub CLI completion incompatibility." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak with multiple dataloader threads is a different problem from FA2 long-context performance regression." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are not the same bug as Rust tokenizer thread-safety regressions." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization bug and Whisper timestamp decoding crash affect different components and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading/v5 export issue is distinct from add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are different kinds of issues." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs/example problems, but they concern different models and different concrete errors." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig default handling is unrelated to ModelOutput key assignment when a field was previously None." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline-model_info call in tokenizer patching is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Generic v5 cleanup-space behavior change is not the same bug as Deepseek tokenizer producing incorrect results." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import NameError from sentence-transformers integration is unrelated to a missing Qwen2.5-VL export." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leakage in threaded dataloader use is not the same as fast tokenizer thread-safety regressions." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and MLflow reporting on failed training jobs are unrelated subsystems." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure reporting does not match the model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose import/breakage and Gemma4 multimodal token defaults are different model families and bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenization-space behavior change and processor.tokenizer/image-passing regression are distinct v5 issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method and remote-code meta-init incompatibility are different multimodal failures." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered buffer and double optimizer stepping under deepspeed are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash and auto-docstring AttributeError from future annotations are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "clean_up_tokenization_spaces regression is not the same as Kimi-K2.5 codec handling / warning behavior." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow job-status reporting and embedding reinitialization after resize are unrelated training bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency errors are different import problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained with MoE and tokenizer_class mismatch in tokenizer_config.json are unrelated save-path bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is not the same as a documentation parameter-name typo." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unreleased PEFT version bump and leftover dummy classes failing checks are different repository hygiene issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example returning empty results and local dataset loading failure in another example script are unrelated." + }, + { + "left": "issue:46693", + "right": "issue:47085", + "accept": false, + "reason": "Long-context FA2 performance regression is a different issue from tokenizer thread-safety." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 49, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:44190|issue:46082", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:30990|issue:38175", + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:44263|issue:44360" + ], + "prepared_review_unit_hash": "989a80a628fdd591d23d89ca08e3295237ff8f157ad7462a4a065999edeef8b0", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and largely non-duplicative: most pairs only share broad subsystem words (tokenizer, config, save_pretrained, generation, FP8, etc.) but describe different bugs or changes. I rejected all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is about a tied-weights warning and the other about missing _tp_plan for tensor parallelism; different bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and processor.save_pretrained missing files are unrelated code paths." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils vs leftover dummy classes in dummy_pt_objects.py; separate maintenance issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch on save vs deepspeed optimizer stepping twice; no shared underlying defect." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Version-to-version output regression for a model vs AttentionInterface.register behavior change; different failure modes." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling and AutoTokenizer.from_pretrained import/load failure are distinct tokenizer issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained bug vs processor.save_pretrained missing files; both save-related but not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization with None is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit error and AttentionInterface.register behavior change are unrelated subsystems." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer missing ReLU and numerical differences in Minimax attention are different algorithmic issues." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Registered-function behavior change vs a model accuracy regression after upgrade; not the same concrete bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE implementation is a code behavior issue." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import failures for different symbols from different libraries; only superficial similarity." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Beit legacy-field load failure and a cli test break from huggingface_hub 1.22.0 are different integration issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking break in PretrainedConfig and LlamaConfig head_dim validation are distinct config behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading/import issue vs Qwen3.5 flash-attention generation bug; different layers of the stack." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 moe save_pretrained bug and the 50GB shard-size question are both save_pretrained-related but not the same code-path problem." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift across versions and FP8 inference failure on B200 are unrelated bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to InternVL2 remote-code meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and cache max_length handling are different generation/cache issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and processor chat-template validation are different problems." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update bug vs Kosmos2.5 long-input index error; no shared root cause." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error and processor.save_pretrained missing files are separate issues." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero probabilities in siglip2-base-patch16-224 are unrelated model issues." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext and a broken documentation example for DIA are not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Sliding-window off-by-one in streaming mask and SmolVLM video padding error affect different processors." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split return values and missing ReLU in the DSA indexer are distinct implementation concerns." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 50, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:22355|issue:27957", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:44964|issue:47059", + "issue:45381|issue:46305", + "issue:44829|issue:46002", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44327|issue:47059", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43232|issue:45593", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945" + ], + "prepared_review_unit_hash": "c5ef783eda25945c6b1bd688b10f97f0a626d3b2d1fdb3ccc9380c012e27c10c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The pair set is mostly heterogeneous; I found no strong duplicate-equivalence pairs. A single tokenizer regression issue looks like the most usable anchor, but the soft edges are not same-bug matches.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43122 is the clearest umbrella bug report in this set: it describes a concrete tokenizer regression across versions, has inbound references, and is broad enough to serve as a triage anchor for related tokenizer complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best representative issue here because it has a clear regression framing, an explicit version boundary, and a symptom that is easy to relate to adjacent tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different subsystems and failure modes: SAM 3 video attribute error vs MoonshineStreaming windowing off-by-one." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both mention save/load of quantized models, but they target different quantization paths and symptoms; not the same concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is meta-init compatibility for old remote-code checkpoints and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Module import failure for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a performance bug in SequenceFeatureExtractor.pad; no shared code-path." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "An API acceptance regression in chat/completions is not the same bug as Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen/FP8 issues with different symptoms; too broad to be the same bug." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a CLI compatibility break with huggingface_hub." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both involve sequence positions in video/streaming settings, but they are different models and different off-by-one logic." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash attention 3 degenerate training is not the same failure as NaNs on classification-head init." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different export regressions." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Instantiation warning between SAM 3 model types is unrelated to missing text encoder weights in Sam3Model." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision discussion is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Generic Transformers 5 buffer initialization bug is unrelated to MoonshineStreaming masking." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "onnx import missing is unrelated to tokenizer adding an extra space after an added token." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA span decoding top-k bounds error is unrelated to CLI typer-group compatibility failure." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different parts of the stack and different bugs." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a wrong docstring." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors; not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load failure is unrelated to wrong decoder type selection in v5." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related after dependency/version changes, but one is a specific huggingface_hub symbol and the other is a broad transformers upgrade report." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 type-mismatch warning is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 behavior for XLMRoberta is unrelated to Sentence Transformers hanging while loading." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is a specific BPE-marker handling bug and the other is a broader version-to-version tokenization regression." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Video position ids bug is unrelated to a documentation example issue." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to a broken docs example." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized save/load failure is unrelated to incorrect output under pipeline parallelism." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 51, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43329|issue:47059", + "issue:43976|issue:44945", + "issue:43576|issue:43784", + "issue:42907|issue:44964", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:46172|issue:46762", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:39401|issue:46614", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "8b863c685c97bcb38aec32aca8553e6149a9fde28ca6251d4f4fcf29b4eca189", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36504, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs share broad Transformer themes or similar wording, but they describe different bugs, models, APIs, or environments. None of the candidate pairs look like the same underlying issue/change, so no soft merges should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the cluster because the items span unrelated problems (tokenizers, imports, multimodal models, CLI, save/load regressions, and model-specific bugs).", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a strong canonical for the whole set; the issues are only superficially similar by subsystem or wording, not by concrete failure mode.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime failures, but one is Sentence Transformers hanging and the other is a MacOS bus error with a CLIP model; different failure modes and likely different fixes." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One reports reading registered position_ids causing an error; the other is tokenizer.save_pretrained writing the wrong tokenizer_class. Different code paths." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Video multimodal token counting bug vs CLI breakage with huggingface_hub HFCliTyperGroup; unrelated subsystems and symptoms." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs incorrect LLM output under pipeline parallelism; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "transformers env command regression vs sentence-transformers import NameError; different surfaces and causes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs loading Phi-4 multimodal instruct; both are model-loading/saving issues, but not the same concrete path." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs Qwen3-Next tied-weights warning; different model architectures and defects." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import vs many import errors after upgrading to 5.5.0; related only at a broad API level, not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning/regression vs GlmMoeDsaIndexer torch.split return values; completely different code paths." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor passing kwargs to cached_file; both are auto-loading internals, but distinct failures." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save_pretrained bug vs GLM-5 GenerationConfig invalid; different model families and error locations." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs failure to load cjvt/sleng-bert; both are tokenizer/model loading topics, but not the same issue." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError from sentence-transformers integration vs auto_mappings.py referencing removed Sam3LiteText configs; unrelated import failures." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping regression vs apply_chat_template all-zero assistant masks for multimodal inputs; different tokenizer behaviors." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Deepseek-v4 tensor transpose bug vs numerical differences in Minimax MSA attention; same broad area, but different operations and likely different fixes." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs flash_attention_3 training degeneration; distinct configuration and model-behavior problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug vs apply_chat_template crashing on tool-call messages; different APIs and failure modes." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation-function discussion vs GLM-5 RoPE implementation; not the same underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "sam3_video/sam3_tracker model-type mismatch warning vs missing fpn_position_embeddings attribute in SAM 3 Video; related model family, but different defects." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer version-change behavior difference vs continue_final_message bug in mistral_common-based tokenizers; different tokenization issues." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-to-version tokenization drift vs multimodal assistant_masks being all zeros; both tokenizer-related, but different outputs and code paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs tokenizer_config.json tokenizer_class mismatch on save_pretrained; unrelated load/save failures." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models vs gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading; both touch persistence/loading, but not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx module import error vs slow/fast tokenizer inconsistency; different features and root causes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue vs position_ids buffer read error; unrelated failures." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained checkpoint regression vs Qwen3.5 Moe from_pretrained error; same model family but different API surfaces and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs missing HybridCache import; both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs stale phonemizer backend state in Wav2Vec2PhonemeCTCTokenizer; different tokenizers and behavior." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "run_classification.py multi-label empty outputs vs Gemma 4 mm_token_type_ids defaulting problem; different examples/models and failure mechanisms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 52, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:46726|issue:46981", + "issue:43618|issue:46829" + ], + "prepared_review_unit_hash": "8326f439b5c8f77e8f2c184e8d76c771012a96744e1d16944d0c8e309f5da68e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34839, + "estimated_input_tokens": 8710, + "estimated_eval_tokens": 17676 + }, + "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/regressions across imports, tokenizer behavior, model-specific failures, and docs. There is no strong duplicate theme spanning the whole set; the only mildly umbrella-like item is the broad import-regression report, but the soft pairs mostly do not describe the same underlying bug.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 45278 is the closest thing to an umbrella because it describes a broad post-upgrade import-regression class, but the cluster overall is too heterogeneous to have a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best representative only in the sense that it is the broadest high-level failure report in the set; it is not a true duplicate anchor for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer regressions in v5, but one is a general tokenization mismatch and the other is Deepseek-specific incorrect output; no evidence they share the same code-path bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different packages, so they are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training failure and example-script multi-label classification output are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is a dtype mismatch between train/eval, the other is incorrect output under pipeline parallelism; different symptoms and likely different causes." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package/backend install mismatch and Python 3.14 loading failure are different environment problems, not one bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3.5 image-specific infinite loop are unrelated model bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and a padding performance issue do not share the same underlying bug." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter mismatch and import-time docstring lint output are separate docs/tooling issues." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Both touch text/tokenization-related behavior, but one is v5 cleanup semantics and the other is stale phonemizer backend state." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and RoPE implementation discussion are different GLM-5 problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error report, but 38617 is a specific missing symbol; not enough evidence they are the same root cause." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different failure modes, even though both mention Qwen/Moe and version regressions." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Broken base_model_prefix loading and NaNs in classification heads are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version check bug are not the same issue." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about decoder type and the other is Deepseek tokenization output; too different to merge." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader-threaded causal LM use and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file loading errors and a documentation typo are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 serialization/loading, but one is save_pretrained key corruption and the other is a from_pretrained error; not clearly the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs in classification heads are different classification-model issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label classification and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Wrong processor image size and a broken documentation example are not the same underlying bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length computation and a PyTorch version check bug are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and missing multimodal patch-count method are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate() failure after train() do not match." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend error handling and repeated 429 retries are both AutoProcessor-related, but they are distinct behaviors and not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both involve model output fields, but different fields and different models; no concrete shared code-path failure is shown." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 53, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46981", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:43992|issue:44704", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:45092|issue:46762", + "issue:44263|issue:46762", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:42222|issue:47000", + "issue:43937|issue:45563", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:45071|issue:46512" + ], + "prepared_review_unit_hash": "22dc0eecee90a3dc5b5d6ecf43e6eeb252216e052a40f11a296c2d03e749c210", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The similarity links are mostly broad topical matches, not true duplicates. The issues span unrelated tokenizer, attention, generation, processor, training, and tooling bugs, so none of the soft edges should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44779 is the clearest representative of the set: a concrete tokenizer regression with a v5-v4 behavior change and enough detail to anchor the cluster, unlike the vaguer or more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest standalone issue to represent this cluster because it is specific, reproducible, and clearly describes a real regression path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: UMT5Encoder weight loading vs AutoProcessor/cached_file kwargs propagation." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label output bug and pipeline translation-support messaging are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is not the same bug as a DeepSeek accuracy regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT2 FlashAttention 2 support request vs a generic Flash Attention issue; not the same underlying change." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash and image padding over-pad bug affect different subsystems." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threading is unrelated to Ministral tokenizer BPE marker handling." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is different from Minimax attention numerical differences." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return behavior in GlmMoeDsaIndexer is unrelated to Minimax attention output drift." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning pipeline() and a PyTorch version check in flex_attention are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is not the same as missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral FlashAttention failure are different model-specific issues." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to repeated HTTP 429 retries in AutoProcessor." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing and SequenceFeatureExtractor.pad performance waste are different bugs." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Vitpose model breakage is unrelated to RTDetrLoss infeasible cost-matrix crashes." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale paged-generate warning are not the same failure mode." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose breakage and empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pinning and a flex_attention torch-version gate are unrelated maintenance issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to flash_attention s_aux=None crash handling." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but they target different models and different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type checking are distinct compatibility problems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization differences by device and NaNs in classification heads are not the same issue." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next layer 0 is different from a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness issues, but they are model-specific and describe different symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape bug and AutoProcessor crash without torchvision are different code paths." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type-checking break and CLI completion attribute loss are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a feature-extractor padding performance issue are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 54, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44261", + 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subsystem overlaps rather than the same underlying defect. I would use 45278 as a weak umbrella anchor for the import-regression subset, but I would not merge most of these issues together.", + "confidence": 0.62, + "canonical_issue_reason": "45278 is the broadest import-regression report in the set and the closest thing to an umbrella, though the cluster overall is not a single coherent duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most representative issue to anchor the mixed import-error portion of the cluster, even if it does not truly subsume the unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: flash-attention training degradation vs a save_pretrained regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a generic bug in testing_utils.py and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Different code paths: trust_remote_code cache-path collision vs AutoProcessor retry behavior on HTTP 429 responses." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated symptoms and targets: sam3 model-type mismatch warning vs a MobileLLM load-time KeyError." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer failures, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Not the same issue: a 3d_parallel.py runtime failure vs a small testing_utils.py bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different problem classes: tokenizer output changed across versions vs a logging annoyance." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "A Qwen3.5 chat crash and a SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different loading/validation failures for different model families; not the same underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading strictness vs a documentation parameter-name typo are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; different subsystems." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA layernorm precision drift are distinct issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size default behavior vs a Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure vs missing model_type in config.json; different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they involve different models and implementations with no clear shared defect." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings deprecation and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for configuration_utils symbols vs an audio feature extraction bug; different areas." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen problems: missing projections in qwen3next vs a Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-error report, but the former is a specific missing image_utils import; related theme, not the same concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer SGD arguments being ignored is not the same as an optimizer step being called twice under deepspeed." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and a GLM-5 RoPE implementation issue are different defects." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different model-specific training bugs; no evidence they share the same root cause." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions around v5, but one is about decoder type and the other about changed tokenization output; too different to merge." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API vs unexpected position-id keys are different issues." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchT5Mixer post_init validation and AutoProcessor 429-retry behavior are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill behavior has nothing to do with the testing_utils.py bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 55, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:44261|issue:44485", + "issue:42886|issue:46981", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:44038|issue:44410", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664" + ], + "prepared_review_unit_hash": "3a8a77d7601f9f2ec008131dcfd4b222825f9830361563bc6441e2b3fca9cb1b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37115, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; the soft pairs are mostly superficial matches on broad subsystem or wording rather than the same concrete bug. I would not merge any of the proposed pairs.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43097 is the clearest, most broadly framed regression-style issue in the set and has the strongest signal of being a central tracking item, but the overall cluster is still very mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best standalone representative among these issues because it is well-scoped, regression-oriented, and more central than the highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a specific Qwen3.5-0.8B streaming failure; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different models and different failure modes: weight-shape mismatch vs missing projections in a layer." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated problems: an AutoImageProcessor import failure vs a PretrainedConfig type-checking regression." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2-related, but they concern different models and different support gaps." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "One is about save_pretrained shard size defaults; the other is a Qwen3.5-MoE loading error." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different Flash Attention versions and different symptoms; not the same concrete code-path problem." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a PyTorch warning on compile and the other is an incorrect dtype loading bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/model-internals bugs: missing method on an image processor vs missing rms_norm_eps in a config." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model components and failures; no evidence they share a single root cause." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in one DSA indexer is not the same bug as the DeepSeek comb transpose issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same family name, but one is a shape-mismatch load error and the other is a Transformers v5/Qwen3-VL-Moe compatibility bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed config option vs gguf_file/from_pretrained breakage; unrelated concrete issues." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model crash without torchvision is unrelated to a testing_utils bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils is a different code path from the testing_utils issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both touch model math/precision, but one is a config epsilon mismatch and the other is RoPE implementation." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve hub/network behavior, but one is offline cache loading and the other is repeated 429 retry handling." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop generation and memory overflow are different failure modes with no shared concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding-window issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None-handling bug is not the same as a physical-intelligence/fast loading failure." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different issues in different areas: removed config option vs flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling and mask pipeline batching are distinct bugs, not one duplicated change." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related bugs in different components; no shared underlying defect is evident." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but one is a divergence from remote implementation and the other is a dtype/transpose bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different models and different missing fields/projections; not the same underlying bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model crash without torchvision and a mistral_common import regression are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen3 model variants with different failures; too broad to treat as the same bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config knob is unrelated to quantized save/load breakage." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different regressions." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to Liger Kernel application with model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different training bugs; no evidence of a common root cause." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor torchvision crash and shard-size default behavior are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; they are not clearly the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 56, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47059" + ], + "soft_pairs": [ + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:42890|issue:47059", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "a52d8ddd23585109652c32709631ff9631db398c90ff37b37543b98ac7fde876", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37369, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change. I\u2019d use the broadly discussed quantization/offloading issue as the best representative issue, but not as a duplicate target for the others.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most central/high-signal issue here (highest discussion and inbound references) and is broad enough to stand in as the cluster representative, even though the rest of the set does not actually duplicate it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest overall representative because it has the most engagement and describes a real user-facing regression with wider applicability than the other single-point bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message and an empty-list IndexError in apply_chat_template are unrelated failures in different code paths." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed() is unrelated to a logging message issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different symbols/modules; no shared bug path." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an AddedToken keyword collision, the other is a tokenizer mapping None-handling bug; these are distinct tokenizer issues." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API and quantization offloading problems are different behaviors and would not be fixed by one change." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch warning on bfloat16 compilation and a TimesFM AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback logic and a DiffusionGemma pipeline failure do not share the same concrete failure path." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Both mention DeepSeek, but one is a tensor operation bug and the other is an accuracy regression after upgrade; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight on UMT5Encoder are different loading problems." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring future-annotations crashes are unrelated subsystems." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failure after training and importing Trainer breaking unless datasets is uninstalled are different issues." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored and cache lazy initialization causing recompilation are separate performance/behavior bugs." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and tensorflow_text backend mapping validation are unrelated compatibility/import problems." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "AutoProcessor/video-model import failure and a notebook syntax error are clearly unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3_5 infinite loop on one image are different model behaviors and fixes." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Failed dequantized model saving and inability to save Pipeline objects are both about saving, but they involve different object types and code paths." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during compile and a Bamba SDPA compile failure are not the same bug." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes leaking into dir(transformers) is unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but one is a PyTorch precision warning and the other is a model config warning about tie_word_embeddings; different fixes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight during from_pretrained and a shard-size default question are unrelated save/load concerns." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline() v5 error messaging and save_pretrained on Pipeline objects are different pipeline issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but one is Nemotron lacking Flash Attention 2 support and the other is GPT2 scaling being ignored; not mergeable into one fix." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba torch.compile SDPA failure are distinct model-specific issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model support for Flash Attention 2 and a Python-version compatibility break are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not indicate the same underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config attribute and a noisy logging message are different classes of problems." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment and Trainer import interference from datasets are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and AttentionInterface.register behavior changes are different API/implementation issues." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor operation bug are separate model-specific regressions." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related test flakiness and a CLI completion attribute error under huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and the Trainer import issue do not share a code path." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/Qwen, but one is FP8 save_pretrained and the other is from_pretrained loading; different concrete bugs." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 57, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877", + "issue:47059" + ], + "soft_pairs": [ + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:43208|issue:43526", + "issue:43618|issue:43761", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:44938|issue:47059", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "bb2310033efadc3aab3479bc0ef29438b97bb17decb6f99291a26702b195f0f2", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37714, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 + }, + "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 with only superficial lexical overlap (import errors, config attrs, save/load regressions, chat/template bugs). None of the soft pairs look like the same underlying bug, so all edges should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43618 is the most central and concrete regression-style issue in this set, and it connects to multiple soft-similarity candidates. It is still only a representative issue, not a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43618 is the best single issue to anchor the cluster because it is specific, well-scoped, and regression-oriented, with the clearest hub-like position among the available items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: GPT2 attention scaling ignored in SDPA/FlashAttention vs zero-loss sequence classification behavior." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; no shared code-path bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different dependency/import failures: missing TensorFlow backend in an extra vs Trainer import blocked by datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-model trailing-slash warning and bfloat16 compile warning are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both touch chat flows, but one is request acceptance in /v1/chat/completions and the other is a batch chat-template crash." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different problems: missing configuration_utils import vs local_files_only still triggering network requests." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both are v5 regressions in attention-adjacent code, but they affect different models and different failures; not the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE layer-selection loss in Smollm3 vs GLM-5 RoPE implementation discussion are not the same issue." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions in CLIPOutput and the other is hidden_states=None in CLIPVisionModel.forward; too different to merge." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: token embedding resizing vs bidirectional attention mask construction." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import breakages for different APIs; no common underlying defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL model-loading regression and state_dict-sorting load error are not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and Pipeline save_pretrained failure involve different object types and code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a loading regression for Qwen3-VL-Moe; the other is an fp8 support request for inference." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-related, but one is API request acceptance and the other is tool-call chat template tokenization." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failure are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention2 support and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file errors and auto_docstring stdout noise are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Sam3 vision output missing fpn_position_embeddings are unrelated model-specific attribute bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading breakage and Pipeline save_pretrained failure are different save/load paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 label propagation and Gemma4 attention-mask behavior are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure and CLI breakage with huggingface_hub 1.22.0 are different compatibility issues." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained failure and sinq quantized save/load breakage are not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/version compatibility problems, but they concern different Python versions and failures." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict-sorted load error and Qwen3.5 incorrect saved checkpoint are different serialization bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention mask bug and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions missing and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are similar only at a very broad level; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation bugs in different model families." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate unbound decoder_attention_mask and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2 optimizer-state corruption 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": 26, + "review_unit_index": 58, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "6fb2cf747ed4ba8d71a3a89ca53fe49b06b26df71a6f54163405984febecdb28", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36046, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression/bug reports. The only plausible near-duplicate is the import-time slowdown pair (41669/44246); the rest look like distinct issues in different code paths or models.", + "confidence": 0.73, + "canonical_issue_reason": "issue:41669 is the most concrete, root-cause-oriented report in the cluster and best represents the import-performance regression theme; it also has strong discussion/activity compared with the vaguer import-slowdown report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the clearest actionable bug report and the best single representative for the small import-slowdown subset of this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different problems: cache/layer no_grad decoration vs broad import failures after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Different bugs: SGD optimizer args ignored vs Trainer import blocked by datasets." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained failures, but on different model families and likely different missing-key causes." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs regression and variable-length position_ids behavior are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug vs tokenizer loading regression are distinct." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different model/task failures: Qwen3-VL bbox output issue vs RTDetrLoss cost-matrix crash." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different failure modes: sorted state_dict load error vs Gemma pipeline roundtrip tokenization issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import/runtime errors, but one is generic compiled-file execution and the other is a specific Python 3.13 JIT parse/IndentationError." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config vocab_size missing and FSDP2/PEFT optimizer-state corruption are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading error vs missing vision-config field during strict serialization are different issues." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is missing seeding and the other is an xdist file-race condition." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Broad version-breakage report is not the same concrete bug as cache update no_grad behavior." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "General tensor-parallel training bug vs specific OOM while loading one model with TP are not the same concrete issue." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to the same import-time slowdown regression; 41669 gives the likely root cause, while 44246 is the user-visible symptom." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init validation are unrelated model-specific bugs." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad decoration for cache/layers and Python-version compatibility are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Loading a sorted state_dict and saving incorrect visual encoder keys are opposite-direction, different bugs." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different from_pretrained errors on different models; not the same underlying defect." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import dependency and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but one is attentions missing and the other is structural inconsistency in text-model nesting." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation discussion and DeepSeekV3 implementation divergence are different code-path issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky test seeding and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test issues, but the symptoms and likely fixes differ (seeding vs device override state)." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leak and AddedToken argument duplication are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and video num_frames semantics are different behavioral changes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing crash and trust_remote_code cache FileNotFoundError are different loading/runtime failures." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload incompatibility after upgrade are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing tensor-parallel plan are separate features/bugs." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only API leakage and GLM-5 RoPE implementation discussion are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is mostly heterogeneous, and the only clearly similar pair is issue:41669 / issue:44246 around import-time slowdown. The soft-edge verdicts are conservatively negative overall, and the one accepted pair looks mergeable as the same performance regression theme." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 59, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059" + ], + "soft_pairs": [ + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44315|issue:44360", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209" + ], + "prepared_review_unit_hash": "d5ebc3b093a2cca8cb1d28a4d0079a448b7af522bcf990df7b49a9010961b213", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37747, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicates look mergeable here; the items are mostly unrelated bugs, regressions, docs issues, and model-specific failures across different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft pairs do not describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47059 is the strongest standalone representative: it is an active, concrete CLI regression with multiple inbound references and a clear repro surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: one is an import error for a specific class, the other is a cache file-not-found problem." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated areas: generation cache mutation vs a SAM3 pixel decoder architecture issue." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different code paths: multimodal token counting vs trust_remote_code cache loading." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI environment command breakage is not the same bug as AttentionInterface.register behavior changes." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 memory/OOM behavior, the other is checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the reported failures differ: missing tensor-parallel plan vs from_pretrained loading error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are not the same as the reported data processing slowdown." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hangs and forward-API docs confusion are distinct issues." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel missing plan and missing config field under strict loading are different defects." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network requests and FP8 moe save_pretrained are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Cache/network access bug does not match an unrelated generic issue title." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the other issue." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision/video processors, but one is num_frames semantics and the other is missing backend handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but one is about no_grad decoration and the other about sync_gpus/update_model_kwargs sequencing." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting is unrelated to tensor-parallel training." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generate() UnboundLocalError is not the same as documentation confusion." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading and generic v4.57-to-v5.2 reload breakage are not the same concrete bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different models and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type checking regressions." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different breakages: hub import failure vs transformers env CLI issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command regression is unrelated to config type-checking." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both are CLI-related, but they fail in different commands and with different dependency/version causes." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Forward-argument docs confusion and missing configuration_utils export are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init has no relation to a DSA indexer ReLU discussion." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated CLI env bug and model import regression." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No evidence these are the same underlying bug; one is a generic title, the other is a Gemma audio positional encoding issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the generic racoon issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different import/loading failures: exported class missing vs cache file not found." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to a pipeline docs mismatch." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support limitation is unrelated to the generic racoon issue." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video attribute error is unrelated to trust_remote_code cache loading." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Passing kwargs through RoFormer methods and not using AttentionInterface are adjacent but not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained behavior and FP8 inference support are separate problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing exports." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 60, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:44230|issue:46095", + "issue:45850|issue:47059", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829" + ], + "prepared_review_unit_hash": "ee9463e566aca1dad4bac12942bd8a349fdb966d0bcb39c15d1d94272541a04a", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38271, + "estimated_input_tokens": 9568, + "estimated_eval_tokens": 19392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues. The only close pair, import slowness vs. lazy-loading breakage, is related at the theme level but not supported strongly enough to treat as the same underlying regression, so no soft edges are accepted.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44273 is the best representative for the cluster\u2019s import/lazy-loading theme because it is the more specific technical report, but it should be treated as a standalone issue rather than a confirmed duplicate of issue:44246.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the clearest representative issue: it is specific enough to anchor the import/lazy-loading discussion without overcommitting to a duplicate relationship.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific Qwen3.5 chat crash; the other is a broad complaint about v5 breakage. Not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked prefill is unrelated to a typo in cache strategy naming." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion and video frame count semantics are unrelated model components." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior is unrelated to a TensorFlow backend installation error." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor save_pretrained file bug vs an uninformative generic bug report; no shared concrete failure." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3 variants, but one is a general bug report and the other is a tensor-parallelism metadata issue; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both are import/lazy-loading adjacent, but one is about lazy loading not working and the other about unsafe sys.modules access; not enough to be the same defect." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to a video processor frame-count issue." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression and generation cache missing are different code paths and different failures." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issues are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but hallucination/bbox output and infinite loop on a specific image are not clearly the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are both v5 regressions, but they are distinct code paths." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in one config is not the same as a broad statement that v5 breaks many models." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/load compatibility problems, but they concern different models and different loading mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig padding-field breakage is a specific config regression, not the same as a broad v5 complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/naming is not the same as a generic v5 breakage report." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL is unrelated to a DeepSeek weight-conversion question." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 model-breakage complaint and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade complaints, but they do not identify the same concrete bug or code path." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance from star imports is not the same as a missing Qwen3_5ForCausalLM module import." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 model-type mismatch and Liger Kernel application with model_init are separate issues." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "The titles are related by theme, but the packet only supports soft similarity; that is not enough to call them the same regression." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A missing seed in integration tests is unrelated to scheduler kwarg handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env CLI and inverse_sqrt scheduler kwargs are unrelated issues." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support and Qwen3-VL bbox output are different model bugs." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support regression and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access bug is not the same as a generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import performance regression and missing HybridCache symbol are different import problems." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Passing kwargs to cached_file and scheduler kwargs are separate code paths." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression and missing Qwen3_5ForCausalLM import are not the same defect." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args and tokenizer-loading regression are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy loading/import behavior are related only at a very broad level, not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it is a bit too assertive about the only accepted soft edge. From the packet, issue:44246 ('import transformers takes long sometimes') and issue:44273 ('Lazy loading is not working properly') are related, but the evidence shown here is only title-level soft similarity, so calling them the same regression is stronger than warranted. The rest of the negative verdicts look conservative, but this one acceptance is not sufficiently supported." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 61, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43618", + "issue:43704", + "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:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "ef137c778dc7042f7b6df0fadd428212ec869c96342b45ff68601ccedccd25bc", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 39136, + "estimated_input_tokens": 9784, + "estimated_eval_tokens": 19824 + }, + "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 across model bugs, import regressions, docs, feature requests, and performance problems. I found no soft pair that looks like the same underlying bug/change, so all candidate duplicate edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical duplicate exists in this group; if a single representative is needed, issue 43519 is the most concrete and specific bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43519 is a good representative only because it is a clearly scoped, reproducible model bug; however, the rest of the items are not true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processor bugs: timestamp calculation in Qwen3VL vs padding calculation in SmolVLM video processing." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different code paths and models; one is a DSA indexer/ReLU concern, the other is Gemma-4 audio positional encoding config." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated bugs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug-report title vs a specific Qwen3.5 MoE from_pretrained error; not enough to be the same defect." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp math and GLM-5 RoPE implementation are different subsystems." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Audio positional encoding precision issue vs CohereASR training-loss double-shift bug." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken transformers env CLI and missing Qwen3_5ForCausalLM import are different failures." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects is not the same as the _tied_weights_keys list AttributeError." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug vs scheduler kwargs bug; no shared code path." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue and VRAM leak in multi-threaded Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward inputs is unrelated to a Llama 3.2 model-loading regression." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific math issues: RoPE implementation vs audio positional encoding epsilon/config." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE are different problems." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating bug is not the same as the comb.to(...).transpose(...) issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected network calls with local_files_only and a Qwen3VL timestamp bug are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a VRAM leak are different concerns." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage report is not the same as a specific missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug and missing files from processor.save_pretrained are different defects." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return behavior in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different precision/config issue than Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug and multi-dataloader-thread VRAM leak are different code paths." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to a Qwen3_5 import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a broad behavior regression and the other is a decoder-type bug; not the same concrete issue." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "_get_tied_weight_keys AttributeError and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2 Flash Attention 2.0 support request is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated low-signal title; no duplicate evidence." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the other issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unemployment is clearly unrelated to a broad v5 compatibility complaint." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment bug is unrelated to the other item." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a layer_type_validation import error are different problems." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job state reporting and slow from_pretrained loading are different issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor parallel training bug are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "from_pretrained performance and forward() documentation confusion are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different concerns." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are distinct feature requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 62, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "ebc33459d9327582d2da1be79a361e918051d086c944f76de04de060cb4ff2bd", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972537, + "estimated_input_tokens": 243135, + "estimated_eval_tokens": 486526 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8612, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated, spanning model-specific bugs, config/type-hint problems, tokenizer warnings, quantization typos, and attention/loss wiring. No soft-edge pair looks like the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue exists because the items describe distinct problems in different models and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46144 is the most concrete and currently active report, with a specific code-path and some inbound attention; the others are either closed or more narrowly phrased.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different bugs: Mamba/Mamba-2 init_weights behavior vs RoFormer attention not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Unrelated model issues: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Different scope: ModernBERT config type hint vs tokenizer regex warning after 4.57.3." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different failure modes: Mask2Former ignore_value unused vs kwargs not forwarded to loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs forwarding bug is unrelated to RoFormer attention-interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are not the same code-path." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and subsystems; no shared underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss/ignore_value issue is unrelated to the quantization typo in a conversion string." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type-hint mistake is not the same as a typo in a quantization operation attribute." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation is unrelated to the ModernBERT norm_eps annotation issue." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm question for Llama4TextL2Norm is a model implementation concern, not a ModernBERT type-hint bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 26, + "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": "3fe01635a43c12b39739e89d2d7b114d522f5e9e15b8ec37ef26cf72c5275e36", + "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 not duplicates: one requests a new truncation direction option, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for word time offsets in Wav2Vec2. The cluster appears to be a loose similarity match rather than the same underlying bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": "issue:10519 is the most concrete and self-contained request, with a clearly defined API change and scope. The other two issues concern unrelated functionality.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:10519 is the strongest representative because it describes a specific, actionable feature request with a clear expected behavior. The other issues are broader and unrelated in topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature areas: truncation behavior for tokenization vs. Wav2Vec2 word boundary timing. No shared code-path or same underlying bug." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: truncation-from-beginning option vs. learning-rate scheduler functionality. They do not describe the same change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different models and features: ReduceLROnPlateau-like scheduling vs. extracting time offsets from Wav2Vec2. Only superficial topical similarity." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "3c470b899234fdeecc28df0c026db395d485f632351a5171015a5f2cf4b31f06", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two of the issues are about model loading, but only one is even loosely related; the Tapas tokenization report is unrelated. I would not merge any of the soft pairs.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 16618 is the best representative because it is the broadest model-loading failure in the set and has the most discussion activity; 15980 is a narrower auth/error-message case and 13244 is unrelated tokenization behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the most suitable cluster anchor since its title reflects the general user-facing failure mode the cluster most resembles, even though the other issues are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem area entirely: Tapas tokenization vs a model-loading failure. No evidence they share the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention loading/download errors, but 15980 is specifically about the auth/error message for private models while 16618 is about failing to load bert-base-uncased. Too vague to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 26, + "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": "a72eb33731afad667fa2a85e8ffb6589fcc258bd85976d12ce039b739680346e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They target different features and different implementation paths.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue; the two issues describe distinct feature requests rather than the same underlying change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for this cluster, since the items are unrelated enhancements and neither subsumes the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different support requests (Flash Attention 2 vs GGUF) with no shared bug/change target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "7c226aa65190e4f75c164929bf7e210e2c002162d83ffe10fd212037de188d7a", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15982, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15982, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly repetitive i18n docs-translation issues. The only clear duplicates are the identical placeholder-template issues and the exact Thai-title pair; the language-specific requests themselves should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43834 is the best duplicate anchor: it has the generic template title shared by the closest matching items and represents the repeated placeholder-style issue most centrally.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest global issue representative because it sits at the center of the near-identical template duplicates; the other language-specific issues are not the same underlying request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language request (Turkish vs. placeholder template); similar docs-i18n wording is not enough to make them the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language request; these appear to be separate translation topics, not the same bug/change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs. generic placeholder template issue; not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language request (Turkish vs Romanian); similar category only, not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language request (Turkish vs Spanish); not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder-template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request vs generic placeholder template; similar subsystem but not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are separate, even if the issue template is similar." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; template similarity alone is not enough." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation issue is not the same as the placeholder-template report." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different underlying language request; only the template wording overlaps." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs generic placeholder issue; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different title and likely different report; shared i18n flavor is insufficient." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different title and different request; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both have the same generic placeholder title and look like the same template-based duplicate report." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title and nearly identical content; these are the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "The titles differ substantially; similar body template is not enough to merge them." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and different apparent issue text; not clearly the same report." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Unrelated Thai title; despite body similarity, the issue content does not match closely enough." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same generic placeholder title and near-identical content; clear duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and different apparent requests; do not appear to be the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title and likely different underlying request; reject duplicate merge." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Title/content mismatch is too large for a duplicate call." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-template title vs. unrelated Thai title; not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title and different apparent request; only the template body is similar." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Unrelated title and insufficient evidence of the same issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These are exact title/body duplicates and look like the same issue submitted twice." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different titles; similar body text alone does not make them the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no strong evidence they are the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the identical placeholder-title issues and the identical Thai-title pair are the only clearly duplicate-looking groups, while the Turkish/Spanish/Romanian requests are conservatively kept separate. The soft-edge accepts are supported by identical titles plus very high similarity, and the rejects do not overclaim on weaker, language-specific overlaps." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "8baf21218bfbf729e35cc6ea38db302fd5811e7695fadcb173c6c4ca36027996", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28619, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28619, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose cluster of model-addition/request issues, not a duplicate set. The titles are superficially similar, but they refer to different models, modalities, or architectural features. I\u2019d use issue 46133 as the best anchor because it has the strongest discussion signal and a concrete, well-scoped request.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46133 is the most active, concrete open model-request in the set, so it\u2019s the best anchor for the cluster even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46133 has the richest discussion and a clearly defined request (TIPSv2), making it the most representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Related keypoint matcher topics, but RoMa and LoMa are different models; not the same underlying request." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different domains and models: keypoint matching vs MiniCPM3 architecture support." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Both are model requests, but EuroBert and DEIMv2 are unrelated models." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different model families and modalities; EuroBert config vs Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different models and tasks: EuroBert vs RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "Unrelated requests; EuroBert is not the same as XiaoMi MiMo." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Different object-detection models; RF-DETR and DEIMv2 are not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different model families and modalities; RF-DETR vs LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different architecture types; RF-DETR is not the same as the weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different tasks and models; RF-DETR is unrelated to Qwen3-ASR." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different modalities and models; RF-DETR is not Qwen3-TTS." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different model types; NeoBERT vs weight-sparse transformer." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "Different models and use cases; RF-DETR vs NeoBERT." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Different model families; NeoBERT is not ModernVBERT." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture vs sparse-transformer request; not the same change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different models." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "Different audio/text model support requests; MiniCPM3 vs Voxtral TTS." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "Different model families; ModernVBERT is not Qwen3-TTS." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are distinct model requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Broad BERT/RoPE discussion vs a specific TTS model support request; not the same change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs generic BERT-like RoPE support are different requests." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are not duplicates." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT/RoPE architecture request vs an unrelated user-name issue." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "Different model families and modalities; MiMo vs Qwen3-TTS." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "Not a technical duplicate; one is a model request, the other is a person-name issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Related Qwen3 items, but TTS and ASR are different support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both audio-oriented, but Qwen3-TTS and Voxtral TTS are different models and likely separate changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Different model families; Qwen3-TTS is not the sparse-transformer request." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support and LFM2.5 Audio are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Different tasks and architectures; Qwen3-ASR vs sparse-transformer." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Both speech-related, but Qwen3-ASR and Voxtral TTS are different models and changes." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model papers/architectures, not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models is unrelated to the person-name issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support is unrelated to the person-name issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "d1221c607dc11eef332445d9f06cdb0099cd48aaa05314300143eaef55d8b448", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate or same-underlying-bug signal here.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues cover different topics, with no shared scope or target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for a duplicate cluster; if forced, #46443 is the more substantive code issue, but it does not match #38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different domains and intents: docs/optimization-framework request versus vision model RoPE refactor. No evidence they describe 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": 8, + "component_count": 26, + "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": "8d398774308517a756197d0adb6b7dd792d87be78617ac97927ca0c73e2e47cf", + "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 about different concerns: block decoding versus model support. They do not look like duplicates or parts of the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Titles and context are unrelated: one requests Set Block Decoding, the other requests DeepSeek v3.2 support. No shared code path or concrete duplicate signal." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "6c81dc9b393f4eca26af46a3ff30baa199b58aeb1a4db83f6095fa10fd3b9c28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about model efficiency, but they describe different features in different code paths: FLCE/TiledFusedLogitsLoss support in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not appear to be duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes and targets: one is a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other is adding TiledMLP for memory reduction. Shared optimization theme 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": 10, + "component_count": 26, + "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": "e7caec58cd36a94f68b60faf9ebc6b15e18d52bca1fae6cd7b079f1f88e455c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a broad theme level (custom trainers in Trainer), but they describe different behaviors and fixes: one concerns `remove_unused_column` customizability, the other concerns FLOPs estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43598 is the more concrete Trainer behavior report, but it is not a duplicate of issue:43600; the two issues target different code paths and user-visible problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43598 is slightly better as a representative issue for the cluster because it is more specific and action-oriented, but it still does not subsume the FLOPs-estimation problem in issue:43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one is about `remove_unused_column` behavior in `Trainer` while the other is about FLOPs estimation. Different symptoms, different fixes, so they are 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": 11, + "component_count": 26, + "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": "d6d32d67f5c156dad45907aeaaa847dd1a0657439368083d4ac72f36f5e98059", + "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 related only at a very high level (missing AutoModel support), but they target different Qwen model families and different auto classes, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the broader and more central request: it asks for Qwen3-Omni registration in AutoModel and AutoModelForConditionalGeneration, making it the better representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue to keep as the representative item, but it is not a duplicate of #44405 because the model family and requested auto-class support differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families (Qwen3-Omni vs Qwen3.5/Qwen3_5Config) and different requested auto classes (generation/model registration vs sequence classification support); too semantically distinct to be duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 26, + "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": "5c92c57b697b0b7a2af91952ce3ac1a77d5ab15c96b98f5176fbeffa7a934274", + "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": "This is a low-signal cluster of near-empty issues: three share the exact generic title \"huggingface \" and one has a different title, \"Fett\". There is not enough substantive content to confirm any true duplicate relationship, though the three identical-title issues look like the closest cluster.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43845 is the best representative of the repeated-title group because it is the earliest of the three identical \"huggingface \" issues; the others add no meaningful content beyond slight timing/activity differences.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the most suitable issue to keep as the cluster anchor because it is the earliest duplicate-like report among the only clearly related set, making it the cleanest reference point for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body/diff evidence; soft similarity alone is not enough to treat them as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No concrete shared bug description or target; the titles are not the same and the content is too sparse." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence of the same underlying problem; only weak textual similarity is present." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Exact same generic title, but there is no substantive body detail to verify they report the same bug rather than two separate reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but the issue content is too empty to confidently merge as a duplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but no concrete description or linkage proves a single 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": 13, + "component_count": 26, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "e311c4b2c006a07ded7153ae217cd22e54ac556816f8e27130fd97877b0cb220", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster does not look like a real duplicate set. The items are mostly low-information spam/placeholder issues plus a generic docs suggestion and two unrelated topical titles, with no bodies, links, files, or shared targets to tie them to the same concrete problem.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue is justified from the metadata: the issues do not describe the same underlying bug or change, and there is no shared technical target to anchor a duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47036 is the most descriptive and least spam-like item ('Community benchmark tip'), so it is the best representative if one must be chosen, but it is still not a strong duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam/placeholder titles, but there is no concrete shared bug or change to justify treating them as duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam/placeholder titles, but the metadata gives no evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder vs. documentation enhancement; these are not the same problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. community benchmark tip; unrelated topics with no shared target." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. 'Check out \"Google LLC\"'; no sign of the same underlying bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation suggestion vs. spam placeholder; no concrete overlap in problem or fix." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation suggestion vs. spam placeholder; unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but that alone is not evidence of the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. community benchmark tip; different topics." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. Google LLC mention; unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. community benchmark tip; no shared concrete issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. Google LLC mention; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "cd3378ef2fb1df2aa032525669a5023c660b5e5971aae0382a78ba8d2ddf0db0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are near-identical duplicates with the same title and highly similar bodies; issue #45145 is the better canonical choice because it has the earlier timestamp and an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is earlier and has an inbound reference, so it is the best canonical issue among the duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative of the issue cluster for the same reason: earlier plus more reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and highly similar content; they appear to describe the same underlying issue, so this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, very similar body sizes, and soft-similarity evidence, with #45145 earlier and carrying an inbound reference. The canonical choice is conservative and supported. No overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "b7ce476aa62f2770c5630fa3610e0a88df5c6bf5670c1ba8c72d693270005110", + "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 similarly formatted personal-name titles, but they refer to different people and dates, so they do not look like duplicates of the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "Either issue could serve as the cluster representative, but there is no substantive issue content and no evidence they describe the same problem; I would not treat one as canonical over the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45762 is as suitable a representative as #45763, but neither contains actionable bug/report details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles name different individuals with different birth dates; this is superficial similarity, 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": 17, + "component_count": 26, + "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": "3d0963bd171944038f95981af5685d479a13d08a26750555d0e47b0b883dae24", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are non-technical, closed issues consisting only of a person\u2019s name and a date. They do not describe the same bug or feature and look like unrelated noise/spam rather than duplicate product issues.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful canonical representative; both lack any bug report, reproduction steps, or product context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "They share only a loose naming/date pattern. There is no evidence of the same underlying issue, code path, or product defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "1814f983c5f89601d0808a5b4439bae42936eee6f5a5f30f1bc78fd5036005d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for a new Qwen3_5 token-classification model, the other requests FP8 training support. They target different functionality and different code paths, so the soft similarity should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests with no shared underlying bug or change: model-class addition for token classification vs FP8 training support. They would not be merged into one issue or fixed by the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 26, + "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": "d635171dcbd3132e7867ec33742cb1f439e411783db1592f600375a6631a2c04", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two very likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is separate. The evidence supports near-duplicates based on identical titles, identical body lengths, and maximal similarity, but not a literal claim that the bodies are identical.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45870 is a good canonical representative for the 45870/45871 pair because it is the earliest item in a very likely duplicate pair with identical title and matching body length/similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest global issue representative among this set: it anchors one of the two very likely duplicate pairs and is earlier than 45871, while 45869 is unrelated and 45872/45873 form a separate duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial data bundle request versus a financial time-series example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a financial data bundle request versus a financial time-series example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Very likely duplicates: identical title, identical body length, and maximal similarity suggest the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Very likely duplicates: identical title, identical body length, and maximal similarity suggest the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairing judgments are mostly sensible, but the writeup overstates the evidence. The packet only shows identical titles, identical body lengths, and soft-similarity/jaccard scores; it does not show the bodies themselves, so calling 45870/45871 and 45872/45873 \"exact duplicates\" or saying their bodies are identical is stronger than the packet supports. Safer wording would be \"very likely duplicates\" or \"near-duplicates.\" The note that 45870 is \"more concise/clear\" is also not grounded in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "1f669d948f4b96d292bc1b390ab4efa05cc37d62eb3df47a4d57e148f30d81f8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to static-cache behavior in linear-attention models, but they appear to describe different failure modes: one is shape corruption during early initialization, the other is a Qwen3.5 KeyError for a missing `linear_attention` entry.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying static-cache/linear-attention corruption more generally, while 46441 looks like a specific model-triggered crash variant.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative of the cluster since it states the core bug class and the concrete runtime consequence more broadly than the model-specific KeyError report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but the reported failures differ materially: wrong-shape RuntimeError from early initialization vs `KeyError: 'linear_attention'` in Qwen3.5. They may be related, but not clearly the same underlying bug/fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 26, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "b9a06fe536fea25b578dba3f1eb7d9350a213732609d3945494f7f2b8c9e65ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-perfect duplicates: same title, same described bug in Wav2Vec2CTCTokenizer v5, and no conflicting evidence. The open issue is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "issue:46552 is open and appears to be the active duplicate of the same bug report, so it is the better place to keep discussion and resolution.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue candidate because it is still open and has inbound references, while the other instance is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug; the content matches closely enough to treat them as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The decision is grounded in the packet: both issues have the same title and identical body length, and the open issue has inbound references. The soft-edge acceptance is conservative given the strong textual match, and the wording avoids claiming anything beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "a5f9afa39e6465919e1d658ea8d818246c452a3a7a13cc04d9b300d4825354c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to object detection training but describe different failure modes: one is a tensor size mismatch error, the other is out-of-memory during later epochs of RT-DETR v2 training. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46657 is the better canonical issue because it states a more concrete, broadly described training failure (tensor size mismatch) and is closed, making it a cleaner reference point than the newer OOM report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the strongest representative issue in this cluster due to its clearer symptom description and broader applicability to the underlying training bug category.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor shape mismatch during training vs memory exhaustion after some epochs. Similar domain, but not the same bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 26, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "c308b8473b3edc3533bd7ae26984bfb718fe4fc9c67b9ba0b75b24a0fc89a7b3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are superficially similar open issues about model loading, but they describe different failure modes in different code paths: ZeRO-3 partitioning/OOM versus 4-bit device_map dispatch to CPU/ValueError.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the two reports are not duplicates and target different subsystems and symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "46822 is the more specific, self-contained bug report, but it should not be treated as a duplicate of 46823.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: one issue is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, while the other is about 4-bit load_in_4bit with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising ValueError. Different underlying bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-9", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:46998", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:47037|issue:47049", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:46969|issue:47049", + "issue:46985|issue:47053", + "issue:46969|issue:47053" + ], + "prepared_review_unit_hash": "2f8b3579b3df661a5b699efcf2546cfb1fffa9102c5e95c6690dd05525be70f7", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14782, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14782, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are recurring \"[serge] integration failure triage\" issues for different dates, so they look like separate daily triage reports rather than duplicates of one underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:46906 is the earliest item and has the strongest activity, so it is the best anchor if this date-series is being grouped together; however, it is still a distinct daily triage report from the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46906 is the most representative cluster anchor because it starts the sequence and has the highest observed engagement among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but the dates differ (2026-06-26 vs 2026-06-27), so these are separate daily reports." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Different daily triage entries; the date changes, so they are not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Same series title, but each date represents a distinct triage report, not a duplicate bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "The titles only match as a template; the 2026-06-26 and 2026-06-30 reports are separate." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Daily triage issues for different dates; similar wording alone is not enough to merge them." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "These are adjacent-day triage reports, not one concrete bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same recurring triage format, but different dates mean different issue instances." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Date-specific triage issues; no evidence they describe the same underlying failure." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "Different date in the same reporting series, so this is not a duplicate." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "The shared title is just a daily triage pattern; these reports are date-separated." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same series, but the date and likely incident context differ." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Separate daily integration-failure triage issues, not the same bug." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Both are triage logs with different dates; they should stay separate." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "The title template matches, but each date corresponds to a distinct report." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "These are different daily triage issues rather than one concrete code-path problem." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "Same recurring triage series, but not the same artifact." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Different date-based triage reports; no duplicate evidence beyond the template." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Adjacent daily reports, but still distinct triage issues." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "The date changes, so this is a separate triage item." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same broad topic, but different day-specific reports should not be merged." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "Different daily integration-failure triage issue; not a duplicate." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "These are consecutive triage reports for different dates, not one underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same recurring title, but the date separation indicates separate issues." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Date-specific triage entries; no concrete shared bug/change to merge." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Both are daily triage issues in the same series, but they are not duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "The reports are for different dates, so they are separate artifacts." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same template and subsystem, but distinct daily triage reports with different dates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "584110f6eaa1a7c5dfb5efe2e3be2275d0f44e2d2b8b972f3c609af5a0a94dc5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are near-identical issues requesting RWKV7 model support, so they look like duplicates of the same feature request.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical because it is open and can serve as the active tracking issue for RWKV7 support.", + "canonical_pr_reason": null, + "best_issue_reason": "#46984 is the best representative issue since it is the active open request with the same title and apparent scope as #46983.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, same requested capability, and no evidence of distinct scope; these are duplicates for RWKV7 support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues share the same title, one is closed and the other is open, and the only evidence provided supports a strong similarity. The canonical/representative issue choice is conservative and reasonable here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "ccde89c082aa19161a9315d916d6032f9233364c0a1230701d3fca67461d3e87", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are thematically related to AI-assisted vulnerability discovery, but they read as different discussion topics rather than the same underlying bug/change. No duplicate/canonical pair is evident.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Reject: one is a lessons-learned writeup about building AI-automated vulnerability discovery systems, while the other is a broader proposal/overview of a transformer-based cybersecurity vulnerability discovery system; same theme, but 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": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-49", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006", + "pull_request:47019", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + 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"pull_request:44517|pull_request:47082", + "pull_request:47019|pull_request:47025", + "pull_request:47062|pull_request:47077", + "pull_request:47034|pull_request:47035", + "pull_request:47019|pull_request:47069", + "pull_request:46196|pull_request:46995", + "pull_request:46957|pull_request:46965", + "pull_request:46266|pull_request:46707", + "pull_request:46707|pull_request:46961", + "pull_request:46968|pull_request:47019", + "pull_request:47019|pull_request:47082", + "pull_request:46707|pull_request:46968", + "pull_request:46912|pull_request:47025", + "pull_request:46707|pull_request:46957", + "pull_request:46707|pull_request:47082", + "pull_request:46961|pull_request:47082", + "pull_request:46707|pull_request:47019", + "pull_request:46968|pull_request:47062", + "pull_request:46912|pull_request:47082", + "pull_request:46196|pull_request:46965", + "pull_request:46658|pull_request:47062", + "pull_request:46912|pull_request:47078", + "pull_request:46965|pull_request:47062", + "pull_request:43451|pull_request:46995", + "pull_request:46836|pull_request:46995", + "pull_request:46196|pull_request:47025", + "pull_request:46266|pull_request:47034", + "pull_request:46707|pull_request:47025", + "pull_request:45694|pull_request:47069", + "pull_request:43451|pull_request:47079", + "pull_request:46836|pull_request:46965" + ], + "prepared_review_unit_hash": "47fe6ced64285cf42734c0eab808fe9bc1770b5a13e6acd917f5785426a058d8", + "component_budget": { + "node_count": 49, + "item_count": 49, + "soft_pair_count": 161, + "serialized_chars": 179914, + "estimated_input_tokens": 44979, + "estimated_eval_tokens": 90214 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 72, + "serialized_chars": 128675, + "estimated_input_tokens": 32169, + "estimated_eval_tokens": 64594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: mostly unrelated model fixes, docs updates, and test-only patches. I found no clear duplicate cluster to merge, so I\u2019m rejecting all soft-edge links.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good cluster representative; these items span unrelated models, docs, and test fixes, with only a few superficial similarities.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Same general symptom in cohere_asr, but they use different loss-fix implementations and 46903 also bundles pp_formulanet; not one mergeable change." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Both mention OOM/test failures, but one changes mamba2 model execution and the other only alters PEFT loading behavior; different bugs." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47057", + "accept": false, + "reason": "Both are about mamba2 failures, but one is a code-path fix and the other is a test/load workaround; not the same concrete change." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47054", + "accept": false, + "reason": "Different models and different failure modes; no shared underlying bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Unrelated models and fixes; only the broad 'integration test failure' label overlaps." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "Same broad mamba2 area, but one is PEFT loading and the other is a test-side dtype/offload tweak; not the same bug." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper vs. Mamba2; unrelated models and failures." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47057", + "accept": false, + "reason": "Different root causes and different code paths; one fixes PEFT loading, the other mamba2 load/OOM testing." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Different model families and different output-mismatch fixes; no shared concrete bug." + }, + { + "left": "pull_request:47056", + "right": "pull_request:47058", + "accept": false, + "reason": "Whisper model fix versus Mamba2 test/workaround; unrelated." + }, + { + "left": "pull_request:47006", + "right": "pull_request:47058", + "accept": false, + "reason": "Gemma3 generation logic versus Mamba2 OOM/test changes; not the same issue." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "DeepSeekV3.2 load-error tests versus Gemma3 generation behavior; unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47055", + "accept": false, + "reason": "Different models and failures; no duplicate relationship." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeekV3.2 load-error tests versus BLIP-2 tokenizer mapping; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam import/config fix versus MiniMax-M3-VL load-error workaround; different models and bugs." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "GLM46V input-id handling and GLM OCR output mismatch are different code paths and different problems." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax-M3-VL load-error workaround versus BLIP-2 tokenizer mapping; unrelated." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47058", + "accept": false, + "reason": "GLM OCR output mismatch versus Mamba2 OOM/test changes; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47057", + "accept": false, + "reason": "BLIP-2 tokenizer entry versus DeepSeekV3.2 load-error test edits; unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Different models and distinct test failures." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47058", + "accept": false, + "reason": "Different models and distinct failure modes; no duplicate." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47054", + "accept": false, + "reason": "BLIP-2 tokenizer mapping versus MiniMax-M3-VL load-error test workaround; unrelated." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "Different models and different fix types; only generic output-mismatch phrasing overlaps." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "Different model families and different code paths." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "GLM-ASR fp32-module change versus Serge workflow normalization; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Tokenizer mapping fix versus multi-model output-mismatch fixes; not the same bug." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix versus workflow automation; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "Pytest/GLM-ASR fix versus docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Both touch cohere_asr training loss, but they use different implementations and would conflict rather than combine cleanly." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow normalization and MusicGen generate typo are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss fix versus MusicGen generation typo; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM-ASR fp32-module change versus Mamba2 test OOM workaround; unrelated." + }, + { + "left": "pull_request:46971", + "right": "pull_request:46974", + "accept": false, + "reason": "Mamba2 test workaround versus MusicGen generate typo; different code paths." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46968", + "accept": false, + "reason": "CohereASR loss fix and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46974", + "accept": false, + "reason": "Docs link cleanup versus MusicGen generation typo; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow normalization versus docs cleanup; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46971", + "accept": false, + "reason": "Workflow automation versus Mamba2 test-only OOM workaround; unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46968", + "accept": false, + "reason": "Whisper/audio cache fix versus docs cleanup; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both edit Japanese docs, but one is a DistilBERT translation and the other is broader wording/toctree cleanup; not the same change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "DINO conversion mapping work versus finegrained FP8 generation/runtime changes; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Qwen3-TTS docs/model addition versus RoMa keypoint matcher addition; different models and features." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47025", + "accept": false, + "reason": "Masking contract fix versus Diffusion Gemma test adjustments; different bugs and layers." + }, + { + "left": "pull_request:47062", + "right": "pull_request:47077", + "accept": false, + "reason": "IMDb link fixes versus Japanese DistilBERT docs translation; unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Neuron fine-tuning experiment versus compile-backend default tweak; related ecosystem, but distinct changes and goals." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47069", + "accept": false, + "reason": "Masking utility fix versus num_labels typing/None behavior; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch versus flash-linear-attention availability on MLU; different models and runtime checks." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Finegrained FP8 decode optimization versus DeepSeekV4 use_cache support; unrelated code paths." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "DINO conversion mapping versus FSDP2 integration; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "FSDP2 runtime changes versus workflow normalization; unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47019", + "accept": false, + "reason": "Docs autolink cleanup versus masking contract regression fix; unrelated." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47082", + "accept": false, + "reason": "Masking utility contract fix versus RoMa model addition; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "FSDP2 runtime changes versus docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47025", + "accept": false, + "reason": "RoPE test coverage versus Diffusion Gemma test skips; both test-related but not the same bug." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47082", + "accept": false, + "reason": "FSDP2 integration versus RoMa model addition; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47082", + "accept": false, + "reason": "Workflow normalization versus RoMa model addition; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47019", + "accept": false, + "reason": "FSDP2 runtime work versus masking utility contract fix; unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47062", + "accept": false, + "reason": "Docs autolink cleanup versus IMDb dataset link fixes; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47062", + "accept": false, + "reason": "Workflow normalization versus docs link fix; unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46968", + "accept": false, + "reason": "Whisper/audio cache fix versus docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47079", + "accept": false, + "reason": "Molmo2 model addition versus AltCLIP embedding-resize fix; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46995", + "accept": false, + "reason": "Unlimited OCR model addition versus flash-linear-attention availability; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47025", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch versus Diffusion Gemma test changes; unrelated." 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"CohereASR loss fix and OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46895", + "accept": false, + "reason": "Unlimited OCR model addition and CohereASR loss fix are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47003", + "accept": false, + "reason": "Docs autolink cleanup and OpenVINO exporter are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both PRs fix the same CohereASR training-loss double-shift bug in the same model code path; they only differ in implementation style." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47055", + "accept": true, + "reason": "Both PRs fix the same EdgeTam issue where post-processing-only kwargs leak into the backbone forward path." + }, + { + "left": "pull_request:46949", + "right": "pull_request:47056", + "accept": true, + "reason": "Both PRs address the same Whisper 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"reason": "EdgeTam kwargs filtering and MiniMax-M3-VL test load workaround are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47054", + "accept": false, + "reason": "DeepSeekV32 test loader fix and MiniMax-M3-VL test loader fix are different model-specific issues." + }, + { + "left": "pull_request:47055", + "right": "pull_request:47057", + "accept": false, + "reason": "EdgeTam kwargs filtering and DeepSeekV32 test loader fix are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47056", + "accept": false, + "reason": "EdgeTam kwargs filtering and Whisper cache-state initialization are unrelated." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47056", + "accept": false, + "reason": "MiniMax-M3-VL test workaround and Whisper cache-state fix are unrelated." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47058", + "accept": false, + "reason": "MiniMax-M3-VL test workaround and Mamba2 test OOM 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false, + "reason": "Unlimited OCR model addition and IMDb link documentation fix are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step 3.7 Flash model work and Unlimited OCR model addition are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 3, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-49", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46912", + "pull_request:47003", + "pull_request:47034", + 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None of the PR pairs look like the same underlying change or bug fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the set is heterogeneous, spanning unrelated model additions, exporter work, distributed/FSDP, Neuron, RoPE testing, and docs translation.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good global duplicate target; 43451 is the most connected, but its links are driven by generic model-integration similarity rather than the same concrete code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 integration vs Unlimited OCR integration: both touch shared auto/docs plumbing, but they are different model additions and not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47077", + "accept": false, + "reason": "Molmo2 model integration vs Japanese DistilBERT documentation translation; completely different scope." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47003", + "accept": false, + "reason": "Unlimited OCR model integration vs OpenVINO exporter support; unrelated features and code paths." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "Native FSDP2 migration vs Unlimited OCR model addition; no shared underlying bug or feature." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are distinct model additions with different implementations; similarity is only superficial model-doc/auto boilerplate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 addition vs wav2vec2 SDPA dispatch support; different model families and different problems." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47003", + "accept": false, + "reason": "wav2vec2 attention dispatch change vs OpenVINO exporter addition; different code paths and goals." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 integration vs Step-3.7-Flash implementation; separate model support work, not a duplicate." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47003", + "accept": false, + "reason": "Step-3.7-Flash model conversion/support vs OpenVINO exporter support; unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support and OpenVINO exporter support are different features with no shared concrete bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model addition vs Neuron LoRA finetuning experiment; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "Molmo2 integration vs torch_compile backend defaulting to neuron; different area and purpose." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 support vs RoPE test expansion; not the same underlying code change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter work vs Neuron SFT experiment; different accelerator stacks and code paths." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47035", + "accept": false, + "reason": "OpenVINO exporter vs neuron torch-compile backend default; unrelated changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47003", + "accept": false, + "reason": "RoPE test coverage changes vs OpenVINO exporter addition; only broad framework overlap, no duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "75805a904b40bfb70d8349bf3d67b7763cd5d1ec651ffaa2cf2ae3797190574f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two open PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The overlap is only that both are model feature additions.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR; the two PRs target different models, code paths, and user-facing features.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication here, because the changes are unrelated and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and different functionality: TimesFM forecasting with covariates vs. DINOv3 image classification support. They do not fix the same underlying problem and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "e5c2a315b4121a1e29512da26b5e40eb26ad49cc5b521465eb457644e8e31893", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34783, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34783, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only look similar at a high level. The only true duplicate/same-change pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which both patch the same function in the same file to forward supported `cross_entropy` kwargs. Everything else targets different models, docs, tests, or subsystems and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43254 is the cleaner canonical PR for the duplicate pair: it directly adds supported kwargs to `fixed_cross_entropy` in one place and the title matches the actual change without the issue-specific framing.", + "best_issue_reason": null, + "best_pr_reason": "#43254 is the best PR to represent the duplicate change because it is the narrower, clearer implementation of the same `fixed_cross_entropy` fix and cleanly subsumes #43251.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Both mention tokenizer/export-style functionality, but they change different code paths and different features; not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor/model-loading plumbing, but one is a processor auto-loading fix and the other is a new model implementation; not the same fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs vs. adding a new model are completely different changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs fix and Mistral4 test/model updates are unrelated code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export dynamic-shape testing and Mistral4 fixes are not the same underlying change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Export test coverage and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model support and config-resolution ordering fix do not address the same issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are different model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon forward refactor and the model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor and Mistral4 test fixes are different model subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm`->`layernorm` renaming are different changes, even if both are model-related." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat parsing updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes and TDT loss kernel integration are different concrete code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes and config-resolution ordering fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model-specific fix and a repository-wide model-creation skill are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model support and the model-creation skill are not duplicates; one adds a model, the other adds tooling/docs for creating models." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to forward supported `nn.functional.cross_entropy` kwargs for the same fixed-cross-entropy bug, and they could plausibly be merged into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (#43251/#43254) is clearly mergeable into one PR for the same `fixed_cross_entropy` bugfix. The other soft-edge rejections are conservative and do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "30beb12277af8bbf922206caa8542b193b8b3f9d17b314decb8489c3d367e0f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate maintenance PRs that both update GitHub Actions, but they target different action families and workflows. They overlap in files because several workflows need dependency bumps, not because they fix the same underlying change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42976 is the better canonical representative because it is the broader umbrella upgrade and its title matches the shared theme of updating workflow actions across multiple files.", + "best_issue_reason": null, + "best_pr_reason": "PR #42976 is the best PR for the cluster since it is the most generic and central of the two action-upgrade changes, covering a wider set of workflow maintenance updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are different upgrades. #42975 bumps checkout/cache/upload-artifact for Node 24 compatibility, while #42976 bumps docker/build-push-action and related workflow actions. Shared workflow filenames alone do not indicate the same code-path problem or a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "08cfc751da8ee5a19a849299746aefbe74e820b6f56e1d0d8b85044ea1706a81", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are separate model-addition PRs, not duplicates: they each introduce a different model family and only overlap on shared Transformers boilerplate, auto-mapping, docs, and test scaffolding.", + "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:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo); shared files are generic registry/docs changes, not the same underlying fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions (ViT NEPA vs CTSM) with only broad auto/docs overlap." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model implementations; overlap is limited to common integration files." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash target different model code paths; similar framework plumbing is insufficient 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": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "90a9a2612edc13d3d8fb1222db3f89edfa981a4c562080e4dab29e96b50eb9b0", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated fix PRs spanning different models/subsystems and test-only changes; only the two YOLOS PRs target the same device-mismatch issue and overlap on the same file/issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the strongest representative of the only true duplicate pair: it fixes the YOLOS device-mismatch path directly and also includes the no-split-module adjustment, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best single representative for the cluster because it contains the most complete YOLOS fix; the other PRs are separate fixes in unrelated areas or test scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-related, but they affect different models and different codepaths; they do not look like the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization/test changes and FP8 dequant/loading changes are unrelated subsystems and problems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decoding changes and generation watermarking validation are different features/bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer fixes and YOLOS device-mismatch fixes are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "These are both test/CI-flavored, but one is CLIP/ViT test noise and the other is Phimoe CI memory handling; not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test edits do not match the FP8 dequant/model-loading fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different model tests and different runtime bug; no shared concrete codepath." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to the YOLOS runtime device mismatch." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/loading changes and Phimoe CI memory adjustments address different issues." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch unrelated generation/watermarking vs FP8 dequantization codepaths." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequantization and YOLOS device placement are different bugs in different modules." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config watermarking validation and CI memory limits are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking config validation and YOLOS device mismatch are separate issues." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI instance-sharing memory fixes do not overlap with the YOLOS model device mismatch bug." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device_map='auto' mismatch in the same model file and share issue 46869; 46922 is the broader, more complete fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only clearly mergeable duplicate pair is 46886/46922: they share the same YOLOS file and issue target, and 46922 is the more complete fix. The other verdicts are appropriately cautious and do not overclaim shared bugfixes across unrelated subsystems or test-only changes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "5964b75089063d1b6b4a1a8108d91511117d623d73a0f1331e89af4b08287457", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated open PRs with similar test/demonstration framing, but they change different subsystems and code paths: packaging/test deps, workflow tooling, and a security-gate workflow. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits: the PRs target different files and behaviors, and the overlap is mostly superficial ('don\u2019t merge' / testing-oriented titles).", + "best_issue_reason": null, + "best_pr_reason": "None of the PRs is a good representative duplicate for the others; 46747 is the most isolated and specific, but it does not subsume the others' changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes entirely: 43488 touches setup/dependency/versioning and a Vit test, while 46747 only switches a workflow trigger. Same broad repo only, not the same underlying fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a packaging/versioning and test tweak; 43532 rewrites several CI/workflow files and helper code. The shared Vit test file is incidental and they do not address one concrete bug." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 is a broad CI/testing-related workflow change across multiple files, whereas 46747 is a single workflow trigger change for a security gate. Not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "72785dcc2ecb4055466f3d059114e65a284bc3ea15324e82ea7ae41eb0b25720", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some scaffolding, but the underlying tasks, model integrations, and filenames differ enough that they should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: these are distinct pipeline additions for different segmentation tasks, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the broader implementation, with more model integrations and test coverage, so it is the better representative of the cluster if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Similar documentation and pipeline scaffolding, but they implement different concrete features: promptable concept segmentation vs promptable visual segmentation. The codepaths and supported models differ, so they are not the same change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "55381758a600d853c6bf3e42e097780ace5ad2d4d697435191e86779830c3132", + "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 Trainer PRs touch the same file but target different code paths: gradient-accumulation loss scaling vs. signature-column filtering/extensibility. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "43651 is the more concrete Trainer behavior change and a reasonable representative if a single PR must be chosen; 43663 is a separate refactor for column filtering override support.", + "best_issue_reason": null, + "best_pr_reason": "43651 has the clearest user-facing effect and the narrowest, self-contained fix. 43663 addresses an unrelated Trainer internals override point.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but different underlying changes: loss scaling in training_step versus extracting signature column logic for custom trainers. They do not fix the same bug and would not plausibly merge into one PR as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 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": "357fa24686907c77394b052ca57bd66a1343a37853040561312230cce5bb0a38", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same file and both mention TypeAdapter, but they address different failure modes: one is a general CLI type-annotation NameError cleanup, the other is specifically a pydantic-optional import/type-hint issue.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more specific and concrete fix: it localizes the TypeAdapter import under TYPE_CHECKING and quotes the annotation, matching the explicit failure mode in its title.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because it has the clearest, narrow bug description and the most directly targeted code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not merge: they overlap in file and symbol, but they appear to fix different NameError causes. PR 43656 is a broader typing/runtime-annotation adjustment, while PR 43842 specifically addresses missing-pydantic import handling for TypeAdapter." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "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:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "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:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "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:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "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:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "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", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "a688cb472b6e4f0f0d1443220e45596f055f3667dd9ec529b9d4559ed10fbd11", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84107, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76930, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a standardized output-tracing refactor wave spread across many unrelated model implementations. The true overlaps are concentrated in the GPT-Neo line and the GPTJ/CodeGen line; a few other cross-model pairs are high-similarity but still read as separate model-specific refactors rather than mergeable duplicates.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical PR for the overlapping core because it is the broadest later GPTJ-family consolidation, explicitly targets #43979, and subsumes the GPTJ/CodeGen refactor path better than the earlier variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest representative of the actual duplicate set: it is the latest broad GPTJ-family implementation, self-contained, and closest to the shared concrete change rather than the many unrelated model-specific refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and forward paths; same output-tracing theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model implementations; only the refactor pattern is similar." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPTJ-family output-tracing change on the same concrete code path; 44066 is the broader variant." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are unrelated model paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPTJ/CodeGen: different models and different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families; shared tracing theme is not enough." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPTJ/CodeGen output tracing is unrelated to MGP-STR output handling." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different architectures and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo refactor line on the same model file; 44068 is a later variant of the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPTJ/CodeGen are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPTJ/CodeGen are separate model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPTJ/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR output tracing is a different model and change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPTJ are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models and different changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are distinct model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPTJ/CodeGen output-tracing refactor line; 44722 is the later broader consolidation." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPTJ/CodeGen versus GPT-Neo: different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPTJ/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPTJ are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPTJ are distinct model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert: different models, not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet output tracing and SegFormer output tracing are separate model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa: unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different implementations; same tracing theme only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different models and changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model-specific changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44098", + "accept": false, + "reason": "VisualBert and ViLT are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are unrelated models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44086", + "accept": false, + "reason": "MPNet and MGP-STR are separate refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are separate implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet output tracing and SegFormer output tracing are different model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated model paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different models and changes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly reasonable on the broad theme, but it overstates the exclusivity of the true overlaps. The packet marks additional pairs as deterministic_accept=true beyond the GPT-Neo/GPTJ set, notably 44024\u219444076 and 44073\u219444074, so saying that only the GPT-Neo pair and GPTJ-family PRs look like true overlaps is too strong. The canonical PR choice is plausible, but the cluster summary needs to stay more conservative and acknowledge those other accepted overlaps." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "ac798a9809776e1e19af9046c8177e2d2a127e918c29970c9a7d6cc9793ca351", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84107, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12755, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors that standardize output tracing/capture, but they target different architectures and code paths. They are related by pattern, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit linked issue, a clear standardized output-capture refactor, and enough context to stand in for this refactor family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster because it is explicitly tied to issue 43979 and clearly implements the same output-tracing modernization pattern in a concrete model file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same refactor theme, but different models (MPNet vs VisualBert) and different implementation code paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different model implementations with distinct forward paths, so they are not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model code paths; this looks like parallel modernization work, not one mergeable fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "They share the same standardized-output refactor pattern, but SqueezeBert and SpeechT5 are unrelated model-specific changes and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "c21c38a8bc2c78e2ef79674e3a7d3544a3b1579883c9f58000ae0b0db2507edf", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of model-specific output-tracing refactors, not duplicate fixes for one shared bug. The overlap is mostly the same implementation pattern (`can_return_tuple` / `capture_outputs`) applied to different architectures and code paths.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative single change in the set: it is broader than most others, spans two related Mamba-family files, and introduces the output-capturing plumbing central to this refactor theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best representative PR for manual follow-up because it covers a larger slice of the shared refactor pattern, but it is still not a duplicate of the other model-specific PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`); same output-tracing theme, but not the same code path or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated model paths; this is only a shared refactor motif." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` and `univnet` are separate architectures; no shared concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "One is `timm_backbone`, the other is Mamba/FalconMamba; both refactor output handling, but in different implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are different model code paths; similarity is only at the refactor-pattern level." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated models; same tracing cleanup, not one duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "`mobilenet_v1` vs `upernet` touches different subsystems and forward paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate model families; the shared decorator refactor is too broad to merge as one change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` do not fix the same concrete issue." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model paths with only thematic overlap." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated architectures; not a duplicate PR pair." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different code paths (`vision_text_dual_encoder` vs `upernet`); same refactor style only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and Mamba/FalconMamba are distinct model families; no shared bug to unify." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate forward implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated; the shared output-tracing cleanup is not enough to call them duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` vs Mamba/FalconMamba is different functionality and different code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are separate model families; only the refactor pattern matches." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated model implementations; same subsystem theme, not same bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and Mamba/FalconMamba touch different forward paths and cannot be merged as one fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba and `superpoint` are different architectures; the overlap is only the refactor technique." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` and `codegen` are unrelated code paths; both alter output handling, but not the same concrete problem." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are different model families; no shared bug or mergeable fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` have unrelated forward logic despite similar output-shape cleanup." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are separate subsystems; this is a shared refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` do not target the same concrete code-path issue." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model wrappers; same decorator adoption, not the same bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated model paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are distinct vision models with separate forward implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are unrelated architectures; only the output-tracing refactor theme overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are different tasks and code paths; not one duplicate change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated model families; the commonality is too broad." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrappers with different underlying paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are different code paths and different model types." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are not the same concrete change; both only modernize output handling." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; no duplicate bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` touch different forward implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are separate model paths; same theme, not same issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated architectures; the refactor motif is not enough." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` have different code paths and different model responsibilities." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate model families; same output-tracing cleanup, not 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": 15, + "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": "d4ddeb01aac5f05bfcdcbf46e3361578efff73a8ee0f6e6f75a4942b2a6e26c8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that happen to touch shared Transformers boilerplate; they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the cleaner representative because it is explicitly tied to issue #45027 and has a focused, self-contained TTS implementation. PR #44662 is a separate model addition for PenguinVL.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the strongest single PR in this cluster: it has an explicit issue target, a narrower scope, and a clear model-specific feature set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes: PenguinVL is a vision-language model implementation, while Voxtral TTS is a text-to-speech model. Shared auto/docs files are generic scaffolding, not evidence of the same bug or 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": 16, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "0ad8f8631ba9d96b9c215301bb9da2da3ec49a7914fee70220d9d4e098ca8627", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by the broad theme of fusion, but they implement different layers of the stack: one adds a generic Module Fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and integration points. They do not look like the same underlying change.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete end-user feature: it threads KernelConfig through model loading and integration code to enable kernel fusion behavior, rather than just introducing a general abstraction.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the stronger representative PR for the cluster because it changes multiple real code paths, has a focused feature statement, and appears closer to a mergeable implementation than the more foundational API-only PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both are about fusion, but 44979 introduces a generic module-fusion API while 45363 implements n-to-1 kernel fusion via KernelConfig. They touch different abstractions and are not clearly the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "f0b35630d74ff0dbb279ba781f8f6c54c715e0ca2261bc7721f42ea8639a9302", + "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 pull requests fix the same Mistral regex AttributeError in the same code path (`_patch_mistral_regex`) by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is the more complete version because it adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete representative of this bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest standalone PR: it fixes the concrete AttributeError and includes regression tests, so it is the best choice for triage and merging.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in `_patch_mistral_regex`; 45317 is essentially 45086 plus tests, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "0a046cf507c2429b9a204488553d6c3b6efd38a6e2321a9fb4ddd67cd42111f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related NemotronH architecture work, but they are not the same underlying change. PR 45115 is a narrower refactor around inheriting GraniteMoeHybrid and conversion/mapping plumbing, while PR 45569 is a broader model-split PR introducing dedicated NemotronHDense/NemotronHSparse implementations, docs, and tests.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the more complete architecture change: it adds the dedicated dense/sparse model variants, updates auto-mappings, documentation, and tests, rather than just refactoring inheritance and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest overall PR in the cluster because it covers the full user-facing model restructuring and supporting docs/tests; PR 45115 looks like a narrower internal refactor and not a mergeable duplicate of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They touch overlapping NemotronH files, but the underlying changes differ: 45115 focuses on GraniteMoeHybrid-style inheritance and conversion key renaming, while 45569 splits NemotronH into separate dense/sparse model packages with docs and tests. They would not plausibly be merged as one PR without substantial redesign." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "81e751a57b60f1c816732611f163ffd0cb346e233d9896d842857005df968626", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs in the same heterogeneous-models area, but they are not the same change: one is a broad end-to-end heterogeneous model support PR, while the other is a narrower per-layer configuration-only PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader, more complete feature implementation; #45333 is a narrower configuration-only slice and is not the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous-model support stack, not just config plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Same feature area and overlapping files, but different scope: #45332 adds full heterogeneous model support (modeling, cache, masking, skip logic), while #45333 only adds per-layer config support. They are related, not duplicate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 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": "d775b95f66a254d69ec55f3e2760f8c8b1a38e7f277d286e7eea2b69f8b1e44f", + "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 PRs are typing-related cleanup efforts in transformers, but they are not the same concrete change: one is a broad repo-wide type-checking sweep, the other is a focused typing-helper/refinement PR. The shared files appear incidental to overlapping type-system work, not evidence of a single duplicate fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative because it is narrower and self-contained, centered on typing helper definitions and a few related call sites, whereas PR 45415 is a broad multi-file type-checking sweep with many unrelated edits and ignore-rule changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better standalone PR for the cluster because it has a tighter scope and a clearer concrete change set; PR 45415 is too broad to serve as the most representative item for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge as duplicates: both are about typing, but they address different scopes and likely different code-paths. 45415 is a large type-checking rollout across many files; 45425 adds specific typing protocol/alias support in a smaller set of modules. Shared filenames and topic are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "6adeb4d2ee1184975437b67d746194436454f86b9d3dc3cb9a646f48c8547eee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to expert parallelism, but they fix different concrete bugs: one is about loading EP + DeepSpeed ZeRO-3 via accelerate launch, the other about expert weights being silently overwritten under FSDP2/rank-0 broadcast. I would not merge them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better cluster representative because it addresses a clear runtime corruption bug in the EP/FSDP2 loading path and includes the broader set of code-path fixes needed for that behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone PR for this cluster because it targets a concrete silent-overwrite failure mode across the loading stack, with direct fixes in the affected execution path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve EP, but the bugs and fixes differ: 45548 is about preserving distributed_config and enabling EP during loading with DeepSpeed ZeRO-3/accelerate launch, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Same subsystem, different underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "4553fa4f4e1a48d3071018c3e0c2a5aa12d409a90706f9273a235fe8479a98ac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist/captured_info collision problem in `testing_utils`; #45645 is the broader, more complete fix because it also updates CI log collection for the new per-worker artifact naming.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it contains the core `testing_utils` xdist-safe fix plus the workflow change needed to collect all `captured_info*.txt` files in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is best suited as the representative change for this cluster since it resolves the underlying artifact-collision bug and also preserves CI debug log visibility after the filename change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same concrete bug in patched testing debug logs under xdist, and #45645 is essentially a superset of #45639 with matching `testing_utils` changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "b63184a90d43773a0b5eb3ed3139339ddc5866f9358522c583e7f3bad91ba052", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one is a broad testing/Grafana-oriented PR with unrelated workflow and model tweaks, while the other is a focused test-migration PR adding kernel and vision tests. The soft similarity appears to be incidental rather than the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the PRs address different changes and different code paths, so they should not be collapsed into one duplicate group.", + "best_issue_reason": null, + "best_pr_reason": "If one must be chosen as the cleaner representative, PR #46100 is more cohesive and self-contained; PR #45932 is a mixed-purpose test/Grafana change with unrelated edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying work: #45932 mixes CI secrets, model config/code edits, and a Grafana/testing label, while #46100 is specifically a test migration with new kernel and model tests. They do not appear mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "910a9311c5704dc672104b4fd2310e7b8611aab526f390cfd1440d168c89c283", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap on some distributed/MoE filenames, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed branch-base PR with many unrelated updates. Reject the duplicate link.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more specific, self-contained change with a concrete code-path goal; #46269 is a broad base/integration PR touching many unrelated distributed areas, so it is not the better canonical duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative of the cluster because it has a clear, narrow feature intent and the shared files alone are not enough to make #46269 a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: the PRs have different intents and scopes, and #46269 appears to be a broad branch-base integration rather than the same concrete bug/change as #46126." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "a0a1885d6a332e5fb7a26a13a27de8c05ebcf07cb63f408ec742d1cd1844b446", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26679, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All candidates are pull requests, and most are small, unrelated workflow edits. The only tight subcluster is around pr-ci-security-gate.yml, but the individual PRs change different aspects of that workflow and should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive workflow change in the set and the best anchor for the pr-ci-security-gate subtopic; it introduces actual security-gate behavior rather than a narrow follow-up tweak or comment-only change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest representative PR overall because it makes the main functional change in the cluster and is more central than the smaller adjacent edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs security-gate logic in pr-ci-security-gate.yml." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "One fixes shell-safe comment passing; the other changes permissions and approval gating in a different workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflows and different code paths; the security-gate workflow note is not the same bug as stdin handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different concerns; this is not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both use shell-safe quoting, but they modify different CI workflows for different commands and failure modes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening and benchmark trigger logic are unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different concerns: SSH runner cleanup vs anti-slop permissions placement." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Unrelated workflow changes; runner hardening does not match reviewer-assignment checkout behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems; one is SSH runner security, the other is PR security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner environment cleanup is unrelated to PR CI security-gate permission handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Separate workflow updates with no shared code path or concrete bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Both are workflow maintenance, but they change different jobs and do not fix the same issue." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different shell/trigger behavior; not the same underlying bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop permissions and PR security-gate logic are different workflows and different changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer checkout ref and benchmark trigger expansion are unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes; no shared concrete bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers behavior is unrelated to PR security-gate workflow hardening." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and shell-safe commit-message parsing are different changes in different workflows." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "No same code path or bug; benchmark scheduling vs PR security gate." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Similar shell hygiene, but different workflows and different trigger logic; not the same fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and unrelated behavior changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different changes: one adds security checks, the other adjusts permissions/approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one adds checks while the other documents reusable-workflow safety; not the same concrete change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch the same workflow file, but one adds guard logic and the other changes secrets handling; different fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow area, but permissions/approval gating is distinct from reusable-workflow notes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate edits: approval flow vs secrets passing; not one mergeable duplicate change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Both are about the reusable security-gate workflow, but one adds comments/secrets inheritance and the other disables secret inheritance; opposite intent, not duplicates." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different security/shell concerns; no shared concrete bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to reusable security-gate documentation." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different fixes; not the same underlying issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner cleanup and security-gate secrets handling are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "c65e33abac90f83d334302e59365f41540c403c3e3c41545ab369b18aa4005ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related by security theme (path traversal) but fix different configuration/code paths: one guards sharded checkpoint filenames from the index `weight_map`, the other validates an explicitly configured `transformers_weights` filename. They are not the same underlying change and would not naturally merge into one PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs address different inputs and different loader paths, so neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "PR #46281 is the cleaner representative of the cluster because it fixes a concrete checkpoint-loading path traversal in `hub.py` with a narrowly scoped validation and clear threat model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal fixes, but they target different settings and different code paths (`weight_map` shard resolution vs `transformers_weights` config resolution). They are not the same underlying bug and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "4d9d75dd16e6606033bcea96305b9dc96965ce318ba1286ddc4970cbeedbe0f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one fixes CodeLlama decode stripping real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class via auto-tokenization mapping. They touch different code paths and solve different bugs.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46574 is the cleaner canonical representative for its own bug: it targets a specific decoder initialization mistake in CodeLlama and includes a focused fix in the tokenizer implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the best standalone PR in this cluster because it addresses a concrete, self-contained runtime bug in one tokenizer path and is easier to reason about than the broader auto-tokenizer mapping change in #46580.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems: CodeLlama decode stripping vs DeepSeek checkpoint-to-tokenizer-class misclassification. They are not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "973e1ae866a6677e9fc4f694a1c04a44ad4363fc21051ccfcef4ae293fd352df", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are small, nearby-in-time fixes, but they address different bugs in different code paths: cache type validation, prompt-lookup candidate truncation, and empty-list validation in generation processors. No duplicate pair is strong enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs fix unrelated behaviors and should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "PR 46994 is the most self-contained and clearly scoped validation fix, but it still does not overlap with the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different subsystems and failure modes: one rejects unsupported QuantizedCache layer types, the other fixes prompt lookup decoding length math. Only broad generation/cache similarity." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Both are generation-related, but one fixes candidate generation past max_length while the other adds input validation for bad_words_ids/sequence_bias. Not the same underlying bug or mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47016-3", + "nodes": [ + "pull_request:47016", + "pull_request:47048", + "pull_request:47066" + ], + "soft_pairs": [ + "pull_request:47016|pull_request:47048", + "pull_request:47016|pull_request:47066", + "pull_request:47048|pull_request:47066" + ], + "prepared_review_unit_hash": "21ab21689cd065c445fcb8bf18f94c359982a9254500c603e968714635d3a69f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7338, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three PRs all apply the same defensive fix pattern for Hungarian matchers: replace non-finite entries in the cost matrix before SciPy assignment. The strongest duplicate relation is between the DETR/Grounding DINO PR and the Deformable DETR/LW-DETR PR, which are close enough to be merged as one broader matcher-hardening change. The RT-DETR PR is the same bug class but a separate code path and should stay distinct.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47048 is the best canonical PR: it is the broadest representative of the cost-matrix hardening change, touches two model families, and has a clear issue target. It captures the shared fix pattern without being as narrowly scoped as the RT-DETR-only PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 47048 is the best overall representative because it fixes the core infeasible-cost-matrix failure in the standard DETR-style matcher path and generalizes to multiple models, making it the cleanest anchor for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47016", + "right": "pull_request:47048", + "accept": false, + "reason": "Same symptom class, but different matcher implementations and model families (RT-DETR vs DETR/Grounding DINO). They are not the same concrete code-path and should not be merged as duplicates." + }, + { + "left": "pull_request:47016", + "right": "pull_request:47066", + "accept": false, + "reason": "Both harden Hungarian matching, but they patch different model-specific loss modules for different architectures. Related change pattern, not the same underlying PR-worthy fix." + }, + { + "left": "pull_request:47048", + "right": "pull_request:47066", + "accept": true, + "reason": "These are effectively the same change pattern: guard SciPy Hungarian matching against non-finite cost matrices across model-specific loss implementations. They could plausibly be merged into one broader PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47026-2", + "nodes": [ + "pull_request:47026", + "pull_request:47046" + ], + "soft_pairs": [ + "pull_request:47026|pull_request:47046" + ], + "prepared_review_unit_hash": "ab53835a6a8596c17cced2163076023914fc5e8663deba830b298f78dde992a0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target xLSTM train-mode state handling in the same file, but they are not the same fix: 47026 is a narrow padding/last-state crash patch, while 47046 appears to cover the crash plus an additional use_cache path and tests.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "47046 is the better representative because it is the broader, more complete xLSTM train-mode fix and includes test coverage; 47026 is a narrower partial patch for one specific return_last_states path.", + "best_issue_reason": null, + "best_pr_reason": "47046 is the strongest standalone PR for the cluster since it addresses the main train-mode crash and extends to the use_cache case, suggesting the more complete change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": false, + "reason": "Shared issue target and file are not enough here: 47046 covers additional use_cache behavior beyond 47026's train_with_padding/return_last_states=False fix, so they are related but not the same concrete change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-6", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051", + "pull_request:47060", + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045", + "pull_request:47045|pull_request:47076", + "pull_request:47045|pull_request:47074", + "pull_request:47051|pull_request:47074", + "pull_request:47051|pull_request:47060", + "pull_request:47060|pull_request:47074", + "pull_request:47060|pull_request:47076", + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "ea121d2c4f087fdbc0cc18d9dc126545140590082e24d2fd76b7df717eb90670", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15763, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15763, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are broadly related to multimodal processing, but they fix different concrete bugs in different pipelines/model processors. There is no true duplicate pair here; the closest superficial overlap is in AnyToAnyPipeline, but the code paths and fixes differ.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47051 is the best cluster anchor because it targets shared multimodal pipeline plumbing and is the broadest representative of the set, but it is not a duplicate of the model-specific processor fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 47051 is the most representative PR in this cluster because it touches the common multimodal pipeline layer and overlaps most with the other pipeline-adjacent changes, even though the cluster as a whole is heterogeneous.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Both touch image_text_to_text, but 47032 fixes stop_sequence -> stop_strings behavior while 47051 forwards generation kwargs; different bugs and not one mergeable change." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Different subsystems and models: image-text-to-text stop handling vs Voxtral audio format validation/encoding." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are audio-related, but one is Voxtral audio-array encoding requirements and the other is Gemma4 audio placeholder/layout validation; distinct code paths." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47074", + "accept": false, + "reason": "Voxtral transcription input validation is unrelated to AnyToAnyPipeline multimodal key normalization." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47074", + "accept": false, + "reason": "Both touch AnyToAnyPipeline, but 47051 changes generation-kwarg forwarding and 47074 normalizes input key aliases; separate fixes." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "47051 is pipeline-kwarg plumbing, while 47060 fixes Qwen Omni batched post-processing; different components and failure modes." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47074", + "accept": false, + "reason": "Qwen Omni batch_decode handling and AnyToAny input-key normalization are unrelated code-path fixes." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47076", + "accept": false, + "reason": "Different model processors and different bugs: Qwen Omni output decoding vs Gemma4 audio placeholder validation." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "AnyToAnyPipeline key normalization is not the same underlying change as Gemma4 processor input validation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/manifest.json b/snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..698f0eb4f693d15ee9f855120ad08bc5eca792e9 --- /dev/null +++ b/snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260705t120019z", + "artifacts": { + "hybrid": "snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-05T12:10:21Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260705T120019Z", + "variant": "hybrid" +} diff --git a/snapshots/20260705T120019Z/manifest.json b/snapshots/20260705T120019Z/manifest.json index 4b32862f3036180b956ac3c5fea41282ee239b66..a17e499a9d83ba8ed403ae39bd62748e39ec2f3a 100644 --- a/snapshots/20260705T120019Z/manifest.json +++ b/snapshots/20260705T120019Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 186 }, "extracted_at": "2026-07-05T12:00:19Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260705t120019z", + "runs": { + "hybrid-model-20260705t120019z": { + "analysis_id": "hybrid-model-20260705t120019z", + "artifacts": { + "hybrid": "snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/manifest.json", + "model": null, + "published_at": "2026-07-05T12:10:21Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260705T120019Z", "watermark": {