diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 89a7ab91a77b961de25e7e94968ccbf7f674b1f8..41c5dc68fa72c68457e24ffa7e422780677905b1 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260513T120045Z", - "generated_at": "2026-05-13T12:09:56Z", + "snapshot_id": "20260513T180036Z", + "generated_at": "2026-05-13T18:06:49Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1149,49 +1149,196 @@ ] }, { - "cluster_id": "cluster-45812-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #45812.", + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", "status": "open", - "confidence": 0.6, - "canonical_issue_number": 45812, - "canonical_pr_number": 45813, + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, "issue_numbers": [ - 45812, - 45920 + 43824 ], "pr_numbers": [ - 45813, - 45924 + 43656, + 43836, + 43842 ], "evidence_types": [ "closing_reference", + "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 45813, - "right_pr_number": 45924, - "code_similarity": 0.492, - "size_similarity": 0.833, + "left_pr_number": 43656, + "right_pr_number": 43836, + "code_similarity": 0.36, + "size_similarity": 0.176, + "file_overlap": 1.0, + "area_overlap": 0.051, + "patch_similarity": 0.048, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ] + } + ] + }, + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, "file_overlap": 1.0, "area_overlap": 0.0, - "patch_similarity": 0.167, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + }, + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, "shared_filenames": [ - "src/transformers/models/auto/tokenization_auto.py" + "src/transformers/cli/serve.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/auto/tokenization_auto.py", + "filename": "src/transformers/cli/serve.py", "left_ranges": [ [ - 146, - 155 + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 ] ], "right_ranges": [ [ - 383, - 393 + 54, + 61 + ], + [ + 587, + 593 ] ] } @@ -1473,76 +1620,6 @@ } ] }, - { - "cluster_id": "cluster-43824-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43824, - "canonical_pr_number": 43836, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1735,137 +1812,6 @@ } ] }, - { - "cluster_id": "cluster-45861-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 45861, - "issue_numbers": [], - "pr_numbers": [ - 45861, - 45903 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45861, - "right_pr_number": 45903, - "code_similarity": 0.466, - "size_similarity": 0.341, - "file_overlap": 0.857, - "area_overlap": 0.372, - "patch_similarity": 0.069, - "shared_filenames": [ - "src/transformers/models/qwen3_5/modeling_qwen3_5.py", - "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", - "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py", - "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py", - "src/transformers/models/qwen3_vl/modular_qwen3_vl.py", - "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/qwen3_5/modeling_qwen3_5.py", - "left_ranges": [ - [ - 146, - 154 - ] - ], - "right_ranges": [ - [ - 142, - 164 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", - "left_ranges": [ - [ - 142, - 150 - ] - ], - "right_ranges": [ - [ - 138, - 160 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py", - "left_ranges": [ - [ - 1315, - 1323 - ] - ], - "right_ranges": [ - [ - 1311, - 1333 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py", - "left_ranges": [ - [ - 354, - 362 - ] - ], - "right_ranges": [ - [ - 350, - 372 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_vl/modular_qwen3_vl.py", - "left_ranges": [ - [ - 294, - 302 - ] - ], - "right_ranges": [ - [ - 32, - 38 - ], - [ - 290, - 312 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py", - "left_ranges": [ - [ - 865, - 873 - ] - ], - "right_ranges": [ - [ - 861, - 883 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2142,16 +2088,7 @@ ] } ], - "duplicate_issues": [ - { - "cluster_id": "cluster-45812-4", - "canonical_issue_number": 45812, - "duplicate_issue_numbers": [ - 45920 - ], - "reason": "Issues in cluster-45812-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." - } - ], + "duplicate_issues": [], "duplicate_prs": [ { "cluster_id": "cluster-41115-3", @@ -2180,6 +2117,16 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2189,15 +2136,6 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43824-3", - "canonical_pr_number": 43836, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." - }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, @@ -2250,31 +2188,13 @@ ], "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." - }, - { - "cluster_id": "cluster-45812-4", - "canonical_pr_number": 45813, - "duplicate_pr_numbers": [ - 45924 - ], - "target_issue_number": 45812, - "reason": "PRs in cluster-45812-4 are treated as duplicates because they converge on issue #45812 with closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-45861-2", - "canonical_pr_number": 45861, - "duplicate_pr_numbers": [ - 45903 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45861-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-45812-4", - "issue_number": 45812, - "reason": "Issue #45812 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 2 discussion comments plus 5 inbound references.", - "score": 149.0 + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 4901baa0f62d2709e12d4f8f6f286f64fb3e8d69..85ca535b4f8c6269b33261aa6bf802cfaa768718 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": "20260513T120045Z", - "generated_at": "2026-05-13T12:09:56Z", + "snapshot_id": "20260513T180036Z", + "generated_at": "2026-05-13T18:06:49Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -131,14 +131,14 @@ "issue:41093|issue:43638", "issue:43792|issue:45901" ], - "prepared_review_unit_hash": "9d83fdc4ed18c6adde84a1409f7ddba13ebc53c7da845d16d99f22db967e22dd", + "prepared_review_unit_hash": "24c997d316311c5bd1cf4780c95aa95609e8fe53a2279f94318216256338470c", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -153,345 +153,387 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous. The only clear duplicate pair is the ZeRO-3 Bert index-out-of-bounds reports (43596/43638), and the tokenizer regression cluster is best anchored by 45920. I corrected the previously imprecise 41762/43638 edge: it is not a duplicate of the Bert reports.", + "summary": "This set is mostly a collection of distinct bug reports, with only a few true duplicates: the tokenizer regression reports, the Qwen3.5 MoE rotary-embedding/offload reports, and the DeepSpeed ZeRO-3 BERT loading reports.", "confidence": 0.81, - "canonical_issue_reason": "issue:45920 is the broadest tracker for the AutoTokenizer v5 token-ID regression across multiple model families, and it subsumes the narrower Granite-only report in issue:45812.", + "canonical_issue_reason": "issue:45920 is the broadest representative of the tokenizer regression cluster: it describes wrong token IDs across multiple model families, not just Granite, and it is still open with additional references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best represents the underlying bug because it is the most general and actionable report of the tokenizer regression affecting several model families.", + "best_issue_reason": "issue:45920 is the best global issue candidate because it captures the widest version-5 tokenizer regression and is phrased as the most general, reusable tracking report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model families and different failure modes; not the same underlying bug." + "reason": "Different failures: a missing Qwen3.5 config field vs a chat/completions streaming inference error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware/runtime failures in different subsystems." + "reason": "Both involve GPT-OSS/MoE-ish model issues, but the failures are unrelated: AMD GPU runtime problems vs an MPS histogram op limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model-specific device/dtype problem versus AMD GPU failure." + "reason": "Mistral-3 dtype mismatch and GPT-OSS on AMD GPUs are different bugs and code paths." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Same broad runtime-error class, but different code paths and causes." + "reason": "Autocast dtype mismatch is a different failure from GPT-OSS GPU compatibility issues." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and distinct invalid-method vs GPU issues." + "reason": "Different model families and different runtime errors; not the same underlying bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Unrelated model/runtime failures." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to GPT-OSS AMD GPU support." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch versus ONNX export error; unrelated." + "reason": "DeepSpeed ZeRO-3 collective mismatch and ONNX export failure are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different features and failure causes; no shared bug." + "reason": "ModernBERT ONNX export and Qwen3-MoE FP8 failure are unrelated model-specific issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export problem is unrelated to auto device mapping." + "reason": "ONNX export vs auto device map cuda assert are different problems." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they fix different removed v5 references." + "reason": "Both are v5 docs cleanup items, but they target different removed references and are not clearly the same concrete fix." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export error versus import error; different code paths." + "reason": "ONNX export failure and GenerationMixin import regression are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different runtime errors in different models and flows." + "reason": "Mask-shape index error and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Similar symptom class, but different underlying tensor-shape bugs." + "reason": "Both are index/mask errors, but the error shapes and contexts differ; not enough to treat as one bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad error type, but not the same concrete failure." + "reason": "Different runtime errors in similar areas, but not the same underlying issue." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Unrelated shape-mismatch issue versus GPT-OSS tensor-parallel support issue." + "reason": "Mask-shape mismatch and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different trainer/model path and different failure mechanism." + "reason": "Different shape/runtime failures in different trainer/model paths." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor preset handling is unrelated to ONNX export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete bugs are different." + "reason": "Both touch training/loading infrastructure, but the concrete failures and model paths differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Both report the same ZeRO-3/Bert index-0-out-of-bounds failure." + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure when loading BertModel variants." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different features: Liger kernel cross-entropy versus GPT-OSS tensor parallelism." + "reason": "Liger cross-entropy behavior and GPT-OSS tensor-parallel failure are different bugs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Tokenizer detokenization bug is unrelated to LoRA merge/save mismatch." + "reason": "Incorrect detokenization and LoRA merge/save result mismatch are different problems." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different models and unrelated errors." + "reason": "Qwen NVFP4 runtime error and LoRA save/reload mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are shape-related, but not the same bug or code path." + "reason": "FSDP activation-checkpointing recomputation mismatch is a different issue from the mask-shape IndexError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed errors with different triggers and symptoms." + "reason": "Both involve DeepSpeed, but they are different concrete failures on different models and code paths." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same module family, but offload compatibility and uninitialized-memory issues are distinct bugs." + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding bug around device/offload materialization and missing initialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Unrelated ZeRO-3/Bert issue versus GPT-OSS tensor-parallel issue." + "reason": "ZeRO-3 BERT loading and GPT-OSS tensor-parallel issues are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing mismatch is unrelated to trainer signature change." + "reason": "Activation-checkpointing recomputation mismatch and compute_loss signature regression are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model/support problem, not a duplicate." + "reason": "BERT ZeRO-3 loading failure is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different multimodal/model-specific failures." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method call are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different models and unrelated attribute errors." + "reason": "Gemma3/vLLM sliding_window config error and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device mismatch on forward versus expensive reverse-embedding lookup are different bugs." + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different forward-path issues." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and model-specific FP4 error are unrelated." + "reason": "Torch compatibility and Qwen NVFP4 runtime failure are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Different runtime failures in different feature areas." + "reason": "Autocast dtype mismatch is not the same as GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto-device-map CUDA assert are different bugs." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL embedding-unpacking issue is unrelated to tensor-parallel support." + "reason": "Qwen3.5 input-embedding unpacking in TRL and GPT-OSS tensor-parallel failures are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram limitation are different issues." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen NVFP4 runtime error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid method error and MPS histogram not implemented are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error and TRL SFT embedding issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call issue and TRL SFT unpacking failure are different bugs." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Same broad ZeRO-3 symptom class, but Gemma3 loading and Bert training hit different model paths; not enough evidence of the same bug." + "reason": "Both are ZeRO-3 loading/index errors, but they involve different model families and are not clearly the same concrete failure." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they concern different removed commands/tasks." + "reason": "Both are stale docs after v5 removals, but they refer to different removed APIs and pages." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal/model-specific errors." + "reason": "Mistral-3 dtype mismatch and Qwen3-VL video StopIteration are unrelated." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different dtype/autocast and MPS histogram bugs." + "reason": "Autocast dtype mismatch and MPS histogram limitation are unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime issues." + "reason": "Qwen3-VL video processing and MPS histogram limitation are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger-kernel behavior issue is unrelated to autocast dtype mismatch." + "reason": "Liger kernel cross-entropy behavior and autocast dtype mismatch are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch versus custom-trainer signature change; unrelated." + "reason": "DeepSpeed collectives mismatch and compute_loss signature regression are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Different training and import failures." + "reason": "FSDP activation-checkpointing error and GenerationMixin import regression are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Kernel behavior issue is unrelated to mask/tensor shape mismatch." + "reason": "Liger kernel cross-entropy behavior and mask-shape IndexError are unrelated." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different documentation regressions." + "reason": "TextClassificationPipeline docs mismatch and run-command docs removal are different doc issues." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both involve ZeRO-3, but the concrete failures differ." + "reason": "Both are ZeRO-3 index-out-of-bounds reports, but they point to different models and likely different code paths." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model integration failures." + "reason": "Gemma3 vLLM config error and Qwen3 auto-device-map CUDA assert are unrelated." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU runtime issue and table-question-answering crash are unrelated." + "reason": "GPT-OSS AMD GPU issue and table-question-answering crash are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure and device-map forward mismatch are different bugs." + "reason": "Voxtral processor failure and Gemma4 device mismatch are different issues." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger-kernel issue is unrelated to Qwen3-vl video StopIteration." + "reason": "Liger kernel cross-entropy behavior and Qwen3-VL video StopIteration are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer v5 regression; 45920 is the broader instance covering Granite and other model families." + "reason": "Same AutoTokenizer regression producing wrong token IDs across Granite and other model families." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and model-load implementation error are not the same issue." + "reason": "Corrupted checkpoint and NemotronH loading failure are different problems." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading problems with different causes." + "reason": "GLM-4.7-Flash load failure and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same as ZeRO-3 index-out-of-bounds." + "reason": "The mask-shape IndexError and the ZeRO-3 BERT zero-size index error are different failures." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/runtime issue is unrelated to table-question-answering crash." + "reason": "Whisper model loading and table-question-answering crash are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is mostly conservative, but at least one soft-edge verdict is not grounded: `issue:41762` vs `issue:43638` is described as a \u201cGPT-OSS TP issue,\u201d which does not match either issue (43638 is another ZeRO-3/Bert out-of-bounds report). Because a verdict reason misidentifies the pair, I can\u2019t accept the summary as fully precise." + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are reasonably supported by the titles: 45812/45920, 45859/45902, and 43596/43638. The non-duplicate calls are generally conservative and do not overclaim beyond the evidence available in the issue titles." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -504,8 +546,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -601,9 +643,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, @@ -867,8 +909,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -962,9 +1004,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -1299,220 +1341,238 @@ "issue:45325|issue:45902", "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "c02bd7d994e463aea9c7e33ad611f7c9e72b429cc8a5bbeea25bf55176a91b06", + "prepared_review_unit_hash": "084d0e989fd8f588e767d45c0eda3bfaae6c388d1ea2af041cd092dbf761de3d", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38067, - "estimated_input_tokens": 9517, - "estimated_eval_tokens": 19290 + "serialized_chars": 38069, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is dominated by transformer model-loading and compatibility regressions, especially around newer versions, remote_code, DeepSpeed, and model-specific integration breakages. Only a few pairs look like true duplicates; most are related but distinct failures.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s main theme: newer transformers versions breaking model loading paths, especially for remote_code models. It is more canonical than the narrower model-specific reports.", + "summary": "This set is mostly heterogeneous, but there are a couple of clear duplicate subclusters: one around v5 docs still referencing removed pipeline tasks, and one around the unexpected `_is_hf_initialized` argument during model loading. Most other pairs are only broadly similar by subsystem and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44509 is the clearest representative of the strongest duplicate subcluster here: it explicitly covers the v5 docs regression about removed pipeline tasks, and it is broader/more complete than 43827.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 best captures the recurring upstream regression pattern across many of these reports and is the most useful single anchor for triage.", + "best_issue_reason": "44509 is the best single issue to anchor the docs-related subcluster because it states the regression most comprehensively and matches the paired docs report most directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different problems: MPS histogram/int handling in MoE vs Gemma4 PLE device placement during forward." + "reason": "Different bugs: MPS histogram failure on Int vs Gemma4 PLE device-mismatch during forward." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3-related behavior, but one is a LoRA compatibility break on version migration and the other is a tie_word_embeddings warning; not the same bug." + "reason": "Both involve Qwen/LoRA warnings or compatibility, but the concrete failures differ and do not describe the same bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to the bitsandbytes _is_hf_initialized constructor issue." + "reason": "ImportError for a missing class vs bitsandbytes Int8Params keyword-arg failure; not the same code-path." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code loading regressions vs a Gemma4 device mismatch in forward; different code paths." + "reason": "Broad remote_code regression report vs a specific Gemma4 device_map bug; too different to merge." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping registration failure is a different issue from remote_code model breakage." + "reason": "Tokenizer mapping addition failure is not the same bug as general remote_code breakage." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for a specific model is unrelated to flash-attn2 fallback gating." + "reason": "Tokenizer loading regression and flash-attn fallback logic are unrelated failure modes." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 PLE device mismatch." + "reason": "dtype mismatch under autocast is unrelated to Gemma4 device placement." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same docs regression: deprecated pipeline tasks still referenced after v5 removals." + "reason": "Same docs regression: both report v5 docs still referencing pipeline tasks that were removed." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash is unrelated to flash-attn2 fallback checks." + "reason": "Mistral tokenizer regex patch crash vs flash-attn fallback gating; different issues." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer/model-specific regressions; one is remote_code loading, the other is Kimi-K2.5 codec handling." + "reason": "General remote_code regression and Kimi-K2.5 tokenizer codec regression are distinct." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights in Mistral3 is unrelated to non-persistent buffer corruption in from_pretrained()." + "reason": "Weight tying warning in Mistral3 is unrelated to non-persistent buffer corruption in from_pretrained()." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error is a model-loading issue, but not the same as the flash-attn2 fallback blocker." + "reason": "Loading failure for one model is not the same as flash-attn fallback gating." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 load failure is different from the broader remote_code regression cluster." + "reason": "Gradient-checkpointing/LoRA behavior is unrelated to remote_code loading regressions." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." + "reason": "Qwen3 MoE weight conversion/loading with deepspeed is unrelated to a corrupted checkpoint." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert is a different failure mode from Gemma4 device mismatch." + "reason": "Zero3 index-out-of-bounds on a Bert model is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "The whisper model failing to run and the _torch_extract_fbank_features issue are related in broad audio scope, but not clearly the same concrete bug from the titles alone." + "accept": true, + "reason": "Both point to the same Whisper audio feature-extraction failure path around `_torch_extract_fbank_features()`." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both describe the same _is_hf_initialized constructor incompatibility surfaced through different loading paths." + "reason": "Same underlying `_is_hf_initialized` TypeError during model loading/init_empty_weights; 43872 is the bitsandbytes manifestation." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading problems, but they are model-variant-specific and not clearly the same defect." + "reason": "Both are DeepSpeed ZeRO-3 loading failures, but they affect different model families and report different missing-weight behavior." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE loading failure and bitsandbytes constructor incompatibility are distinct issues." + "reason": "Gradient checkpointing with LoRA is unrelated to the `_is_hf_initialized` loading error." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad tokenizer error messaging for Voxtral is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Bad AutoTokenizer error message for Voxtral vs tokenizer loading regression for EMBEDDIA/est-roberta are different reports." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load failures; no clear shared code path." + "reason": "Unit-test model loading failure for GLM-4.7-Flash and NemotronH checkpoint-loading failure are separate model-specific bugs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg vs mask/tensor shape mismatch are unrelated trainer/runtime errors." + "reason": "Unexpected `num_items_in_batch` kwarg in compute_loss is unrelated to a mask/tensor shape mismatch." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve training/DeepSpeed, but one is weight loading and the other is gradient averaging semantics; not the same bug." + "reason": "Both mention DeepSpeed/Qwen, but one is missing weight conversion and the other is gradient averaging under GAS; different defects." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a remote-code model." + "reason": "Gradient checkpointing ineffective under PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN explosion from position_ids/SDPA behavior is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "RLHF gradient explosion and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same mask-index shape-mismatch error phrased with ellipses; looks like the same underlying indexing bug." + "accept": false, + "reason": "These are both mask-shape IndexErrors, but the reported shapes and contexts are distinct; not enough to treat as the same bug." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes init incompatibility is unrelated to CLIPTokenizer's model_max_length setting." + "reason": "Loading/init_empty_weights TypeError is unrelated to CLIPTokenizer max-length behavior." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Two tokenizer loading complaints, but different models and different symptom types (bad error message vs outright load failure)." + "reason": "Different tokenizer-loading reports for different models and error surfaces." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both point to the same 5.3.0 video-input regression affecting Qwen3/VL-family models." + "accept": false, + "reason": "Video-input regression across several Qwen variants is not the same as a StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error is unrelated to void segmentation map processing." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "RoPE position_id scaling bug and uninitialized-memory after to_empty() are different implementation bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly loading/compatibility regressions with a few distinct docs/training/runtime cases, and the accepted soft pairs are conservative and well-supported by the titles. No obvious overstatement or unsafe duplicate callouts." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate subclusters are well supported by the issue titles: the v5 docs/pipeline-task regression and the `_is_hf_initialized` loading/init_empty_weights TypeError. The remaining pair verdicts are appropriately cautious and do not overclaim sameness from loose subsystem overlap." }, "evaluator_used": true, "retried": false, @@ -1528,8 +1588,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -1621,9 +1681,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -1887,8 +1947,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -1984,9 +2044,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -2244,8 +2304,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -2339,9 +2399,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -2551,8 +2611,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -2644,9 +2704,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -2871,8 +2931,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -2962,9 +3022,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, @@ -3278,221 +3338,224 @@ "issue:43701|issue:45325", "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "c1e5673ac63709a77129f40050ff48cacdd1df3b4c4cd91e3809cbc701fe31ad", + "prepared_review_unit_hash": "b29c25ef3c30815591f7c88a1fcf130494eb8a923d254cdd6be892028d4c175f", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36748, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "serialized_chars": 36750, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose topical cluster dominated by distinct Transformers v5 regressions and a few model-specific Qwen/VL loading/training bugs. I did not find strong evidence that any soft-edge pair is the same underlying issue, so I\u2019m not merging them.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43611 is the broadest and most representative of the cluster\u2019s recurring v5 model-loading regressions, while still being concrete enough to anchor a duplicate set.", + "summary": "The cluster is mostly heterogeneous. The only likely duplicate subcluster is the Qwen2.5-VL position-id handling regression around `get_rope_index` / `vision_position_ids` in v5.3.0; the rest look like separate model-specific or subsystem-specific bugs.", + "confidence": 0.47, + "canonical_issue_reason": "45325 is the clearest anchor because it names the specific Qwen2.5-VL `get_rope_index` / temporal position-id path in transformers 5.3.0, which is the most concrete shared mechanism visible in this packet.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best representative issue for this cluster because it captures the common v5 loading-breakage theme shared by several nearby reports without being overly model-specific.", + "best_issue_reason": "45325 is the best representative issue for this cluster because it is the most specific report of the likely Qwen2.5-VL position-id regression; 45381 looks like a related modality-specific symptom rather than a broader anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer regressions, but one is about ignoring repository tokenizer.json while the other is Granite token-ID corruption; same subsystem, not clearly the same bug." + "reason": "Same tokenizer area, but `tokenizer.json` loading and Granite token-ID regression are different failures." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is iterable-dataset finetuning with multiple images per prompt; different failure modes." + "reason": "Both mention Qwen/VL, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; not the same bug." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "One is a flash_attention_3 training degeneration issue and the other is a single-label classification zero-loss bug; unrelated code paths." + "reason": "Both are sequence-classification related, but the titles point to different failure modes and likely different code paths." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are different problems, even if both involve GPU memory." + "reason": "One is `device_map=auto` loading/offload failure; the other is memory usage during Qwen3 MoE training." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated tokenizer/model-loading issues." + "reason": "GGUF loading failure and `CLIPTokenizer` `model_max_length` behavior are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing behavior and a missing supports_gradient_checkpointing flag are distinct API/metadata issues." + "reason": "Gradient checkpointing in eval mode and missing `supports_gradient_checkpointing` are different issues." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is not the same as Qwen2.5-VL multi-image IterableDataset finetuning failure." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image finetuning." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate core-library regressions." + "reason": "ModelOutput key assignment and non-persistent buffer serialization are distinct regressions." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different configuration/loading bugs." + "reason": "Different loading errors: GGUF/transformers v5 vs missing `pad_token_id` on `Llama4Config`." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are unrelated load-time errors." + "reason": "`init_empty_weights` argument handling and Float8 storage lookup failures are separate problems." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder and Gemma3 mixed-length NaNs from sliding-window attention are different bugs." + "reason": "MIMI batching/padding-mask behavior is unrelated to Gemma3 sliding-window NaN embeddings." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete code path." + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share the same underlying bug." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image prompt finetuning failure and Qwen2.5-VL video vision_position_ids regression are separate VL issues." + "reason": "Both are Qwen2.5-VL issues, but one is multi-image finetuning and the other is position-id handling." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk initialization and ModelOutput key handling are unrelated Transformers v5 regressions." + "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key assignment." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and Mistral tokenizer regex patch crash are different subsystems." + "reason": "Qwen3 auto device mapping crash and Mistral tokenizer backend error are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are distinct regressions." + "reason": "Qwen3-MoE `sliding_window` behavior and `init_empty_weights` argument errors are different defects." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export failures via torch_compilable_check and bfloat16 dtype mismatches are unrelated issues." + "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL position-id complaints, but one is still-image temporal scaling and the other is video vision_position_ids; related, but not clearly the same bug." + "accept": true, + "reason": "Both point to Qwen2.5-VL position-id handling in v5.3.0; 45381 looks like a video-input manifestation of the same underlying regression." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatches are different v5 regressions." + "reason": "`_is_hf_initialized` breakage and bfloat16 dtype mismatch are different Transformers v5 regressions." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "AutoModel/pipeline nonsense outputs and Perceiver non-default-resolution failure are different model-specific bugs." + "reason": "SigLIP2 wrong outputs and Perceiver resize/interpolation failure are unrelated." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Base_model_prefix loading breakage and custom model initialization breakage are both v5 loading regressions, but they describe different concrete failures." + "reason": "Both are v5 loading-related, but base-model-prefix loading and custom initialization are not clearly the same bug." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Backend packaging for pip extras and PaddleOCR-VL loading in vLLM are unrelated." + "reason": "Packaging/backends missing TensorFlow and PaddleOCR-VL loading failure are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision weight tying and device-dependent lm_head serialization are tied-weights topics, but not the same observed failure." + "reason": "AyaVision `lm_head` tying and device-dependent serialization inconsistency are related thematically, but not the same concrete issue." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-OCR index errors are unrelated model bugs." + "reason": "Qwen2.5-VL position-id regression and Kosmos2.5 OCR index error are different model bugs." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and torch.device('meta') loading breakage are distinct load/execution issues." + "reason": "Whisper runtime failure and meta-device loading breakage are unrelated." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are different model/configuration problems." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are different bugs." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and torch 2.4.1 vs transformers 5.8.0 incompatibility are unrelated environment issues." + "reason": "PaddleOCR-VL loading and torch/transformers version incompatibility are unrelated." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Int4 quantization memory growth and SAM3Video OOM are both memory-related only at a high level, not the same bug." + "reason": "Int4 CUDA reserved-memory OOM and Sam3Video OOM are different memory issues with different causes." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id handling." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen-family video regression and Gemma4 device mismatch are different model-specific failures." + "reason": "Qwen video-input regression and Gemma4 device mismatch are different model-specific failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is broadly reasonable, but the representative/canonical issue rationale overstates what the packet supports. In particular, \"concrete, reproducible\" and \"the only item with a clearly plausible duplicate counterpart\" are not grounded here, since the packet only gives titles/body lengths and there are several other plausible soft-edge pairs. The 45325\u219445381 duplicate call may be plausible, but it should be phrased more tentatively rather than as the same code-path regression or broader bug without direct evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3590,220 +3653,220 @@ "issue:44008|issue:45823", "issue:43404|issue:45357" ], - "prepared_review_unit_hash": "fa27612e0de28680b774187950a4e2fb0b4c2231ab7d3a0c2f2cdb1164943543", + "prepared_review_unit_hash": "21bd7e95c4155aa8d88207d83b472a371771b6c18c765cec9339101d057e8fd0", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36703, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "serialized_chars": 36705, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct model-specific loading, tokenizer, offload, or generation bugs. I did not find any soft-edge pair that clearly looks like the same underlying bug/change.", - "confidence": 0.23, - "canonical_issue_reason": "issue:43873 is the broadest and most referenced report in the set, centered on offloading/quantization behavior, so it is the best single issue to represent the cluster\u2019s closest shared theme.", + "summary": "This cluster is a set of mostly distinct bug reports spanning loading/offloading, tokenizer regressions, multimodal model mismatches, and model-specific forward errors. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest representative of the shared offloading/quantization theme and is open with active discussion, making it the best anchor for this loose cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the highest engagement and the most general description among the loading/offload-related reports, making it the most useful representative issue here.", + "best_issue_reason": "issue:43873 is the most central issue for the overlapping loading/offloading regressions; it is broad enough to represent the cluster without being tied to one model.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different models and different failure descriptions; both are load failures, but not the same bug." + "reason": "Both are model-loading failures, but they concern different models and likely different failure modes." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." + "reason": "CPU offload device mismatch is not the same bug as torch.export failing on torch_compilable_check." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "One is an init_empty_weights argument error; the other is strict config blocking granite_speech loading." + "reason": "One is an init_empty_weights argument regression; the other is strict config handling for granite_speech." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both involve tokenization regressions, but they affect different models and concrete behaviors." + "reason": "Both are tokenizer regressions, but they affect different tokenization paths and different model families." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT adapter loading from local checkpoints." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity on gpt-oss and Whisper empty-transcription generation are unrelated bugs." + "reason": "High perplexity on a benchmark is not the same as whisper generation failing on empty transcription." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different code paths." + "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are separate code paths." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization regression is unrelated to tokenization changes." + "reason": "Offloading/quantization behavior is unrelated to version-dependent tokenization changes." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to torch.export and torch_compilable_check." + "reason": "Tokenizer crash on NER/padding is different from export-time torch_compilable_check failures." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug and Qwen3 device-map cudaErrorAssert are different failures." + "reason": "Both involve generation/runtime issues, but they are distinct failures in different models and execution setups." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU-offload mismatch is unrelated to DAC.from_latents vs forward mismatch." + "reason": "Device-mismatch on CPU offload is unrelated to DAC.from_latents missing STE behavior." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying and torch.compile SDPA are different bugs." + "reason": "Weight tying bugs and torch.compile SDPA failures are different concrete problems." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device placement, but the models and failure modes differ substantially." + "reason": "Both are device_map-related, but they affect different models and different runtime failures." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor output size mismatch." + "reason": "MIMI batch-padding behavior is unrelated to OmDet processor input-size mismatch." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading/quantization, but one is dequantized model loading and the other is a broader offloading regression; not clearly the same concrete bug." + "reason": "Both mention offload/quantization, but one is a dequantized-model load failure and the other is a broader offloading complaint; not clearly the same bug." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable dataset finetuning failure are unrelated." + "reason": "Documentation/example mistakes for SigLIP2 are unrelated to Qwen2.5-VL iterable-dataset finetuning failures." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrap text_config for composite Qwen multimodal configs." + "reason": "A missing pad_token_idx config field is not the same as AutoModelForCausalLM failing to unwrap text_config." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different image-processing bugs: batched padding vs non-default resolution handling." + "reason": "Different image/model-size behavior in unrelated vision models; not the same underlying issue." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Tied lm_head weights and bfloat16 dtype mismatches are not the same issue." + "reason": "lm_head weight tying and bfloat16 dtype mismatches in inference are different bugs." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE conversion/loading and missing supports_gradient_checkpointing are unrelated." + "reason": "MoE weight conversion during accelerate+deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT label reduction bug is unrelated to Molmo tied-weights attribute error." + "reason": "reduce_labels returning the wrong shape and a missing all_tied_weights_keys attribute are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity anomaly and ineffective gradient checkpointing are unrelated." + "reason": "Perplexity evaluation issues are unrelated to gradient checkpointing behavior with PEFT LoRA." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Serialization of lm_head.weight depends on device, while the other is incorrect visual encoder key saving." + "reason": "Both are serialization/regression reports, but they target different multimodal save/load paths and different symptoms." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are loading issues, but one is a model load failure and the other is tokenizer loading regression for a different model." + "reason": "A specific model loading failure is not the same as a tokenizer-loading regression for another repository." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different v5 regressions." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different bugs." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head tying in a multimodal model and BitNet packed-weight unpacking are different code paths." + "reason": "Weight tying for a multimodal model is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-map assertion and Llava Next segmentation fault are distinct loading failures." + "reason": "Auto device-mapping cudaErrorAssert and Llava Next segfaults are different failure modes in different models." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to strict granite_speech config loading." + "reason": "vLLM loading a PaddleOCR-VL model and strict config loading for granite_speech are not the same problem." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 device-map CUDA assert and Qwen3.5 flash-attention generation bug are different failures." + "reason": "Both involve Qwen3.5 runtime behavior, but one is device-mapping failure and the other is flash-attention generation quality/behavior." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma 3n variable collision in forward is unrelated to Gemma4 PLE device mismatch." + "reason": "Variable-name collision in Gemma3n forward is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying bug and Qwen3.5 visual encoder key serialization bug are unrelated." + "reason": "lm_head weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different bugs." } ] }, @@ -3822,8 +3885,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -3913,9 +3976,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, @@ -4224,217 +4287,217 @@ "issue:45704|issue:45923", "issue:44918|issue:44936" ], - "prepared_review_unit_hash": "cfa91bd3bad5381a3c917f9ed5afdba1641c38f260fb8ae79a856a302c68b67b", + "prepared_review_unit_hash": "f329b87f2c3c735c2e9260de9be880c7c4a66f4a2fefd9fc416e673d2c733325", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36084, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft-edge pair appears to be a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports. The rest are distinct bugs, docs issues, or model-specific failures that should not be merged.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44514 is the clearest primary report for the only exact duplicate pair; it is the earlier issue and describes the same batched-input / padding=False crash in Qwen2_5_VLProcessor.apply_chat_template.", + "summary": "This cluster is mostly heterogeneous. The strongest link is the high-similarity pair issue:44514 / issue:44545, which appears to be the same batched `apply_chat_template` crash with `padding=False`. Most other soft edges look same-family or subsystem-adjacent, but not the same concrete bug and should remain separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44514 is the best canonical representative because it is the earlier, more detailed report of the batched `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`; issue:44545 closely matches it and reads like a near-duplicate report of the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest issue candidate overall because it is a concrete, well-scoped bug report and the evident canonical target for the duplicate pair.", + "best_issue_reason": "issue:44514 is the best issue representative for this likely duplicate pair because it is the earliest and clearest description of the shared crash scenario, while the rest of the cluster does not support collapsing into one broader issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different subsystems and failure modes: metric gathering label truncation vs SAM3 text/box behavior." + "reason": "Different bugs: gather_for_metrics label truncation vs SAM3 text/bounding-box behavior." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different models and errors: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." + "reason": "Different code paths and failures: missing `_tokenizer` on Gemma4Processor vs Qwen3.5 streaming inference crash." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "One is a cache-strategy typo, the other is obsolete docs for removed pipeline tasks." + "reason": "Same documentation area, but these are distinct issues: a cache-strategy typo vs removed pipeline-task docs." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Different failure modes: Mac CLIP bus error vs progressive generation with `inputs_embeds` and `past_key_values`." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token/post-processor sync bug is not the same as a general tokenization version-change report." + "reason": "Same tokenization theme, but one is runtime special-token post-processing and the other is a broader version-change report." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT checkpoint loading." + "reason": "Different problems: Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload paths, but they are different code paths and concrete bugs." + "reason": "Both involve loading/offload, but the concrete bugs differ: CPU-offload device mismatch vs packed-weight unpacking during accelerate loading." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different processors and errors: void segmentation maps vs BarkProcessor voice_preset handling." + "reason": "Different processors and symptoms: void segmentation-map handling vs BarkProcessor `voice_preset`." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to tokenizer special-token registration." + "reason": "Different concrete issues: torch.compile/SDPA failure vs tokenizer mask-token registration." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are distinct issues." + "reason": "Different subsystems and root causes: quantization offloading vs T5/apex RMSNorm memory leak." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same exact crash report and same code path; duplicate batched-input/padding=False bug in Qwen2_5_VLProcessor.apply_chat_template." + "reason": "Same exact title and same concrete batched `apply_chat_template` crash with `padding=False`; this is the only strong duplicate pair here." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Related to classification heads, but one is config propagation and the other is a zero-loss training bug." + "reason": "Related to classification config, but the bugs are different: `num_labels` propagation in Qwen3.5 vs zero-loss behavior when `num_labels=1`." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device-mismatch offload bug is not the same as BigBirdTokenizer special-token registration." + "reason": "Different bugs: CPU-offload device mismatch vs tokenizer special-token decode output." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to unwrapping text_config in composite Qwen multimodal configs." + "reason": "Same model family, but different concrete failures: sliding-window behavior in Qwen3-MoE vs `from_config` text-config unwrapping." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warning and multimodal token counting video-branch bug are different problems." + "reason": "Different paths: trailing-slash local-path import warning vs undefined symbols in the video branch of multimodal token counting." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset issue does not match the Qwen3 auto device mapping CUDA assert." + "reason": "Different model failures: BarkProcessor `voice_preset` vs Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token-count tracking and progressive generation with cached embeddings are unrelated." + "reason": "TrainerState token counting is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Special-token post-processor updates and DiaConfig save/load token-ID loss are different tokenizer/config bugs." + "reason": "Both involve tokens, but one is runtime post-processor refresh and the other is save/load losing custom token IDs." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys being saved." + "reason": "Same model family, different bugs: tie-word-embeddings warning vs incorrect visual encoder keys saved in `save_pretrained`." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2_5_VL video vision_position_ids bug are separate model/version issues." + "reason": "Both Qwen-VL-related, but the failures differ: `weight_only=True` load error vs wrong video `vision_position_ids`." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver image-res interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different issues: Perceiver interpolation/resolution failure vs dtype mismatch in bfloat16 inference." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both concern loading models/tokenizers, but they are different repos and likely different root causes." + "reason": "Both are loading failures, but they concern different artifacts and root causes: model loading vs tokenizer loading." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + "reason": "Completely different topics: `patchtsmixer` post-init policy vs Qwen3.5 `num_labels` propagation." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to PIL backend torchvision dependency regressions." + "reason": "Different bugs: loading a specific model on transformers>=5.1 vs PIL backend processors requiring torchvision." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite-config unwrapping and CPU-offload compatibility in Qwen3_5MoeTextRotaryEmbedding are different bugs." + "reason": "Same broader Qwen3.5 family, but different concrete failures: composite config unwrapping vs CPU-offload rotary-embedding incompatibility." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window handling and missing Float8 storage type errors are unrelated." + "reason": "Unrelated failures: Qwen3-MoE sliding window behavior vs float8 storage lookup error." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword-argument conflict is unrelated to ScandiBERT loading failure." + "reason": "Different problems: `AddedToken` keyword conflict vs model loading failure." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "A T5 RMSNorm memory leak is not the same as a missing supports_gradient_checkpointing flag." + "reason": "Unrelated: T5/apex memory leak vs Nemotron trust_remote_code gradient-checkpointing flag." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT unpacking failure and trainer.evaluate() after train failure are distinct trainer issues." + "reason": "Both trainer-related, but they describe different failures: TRL unpacking of Qwen3.5 input embeddings vs `evaluate()` after `train()`." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet. The only accepted soft-edge pair, issue:44514 vs issue:44545, is an exact title match and clearly the same batched-input/padding=False crash. The remaining verdicts are conservative and do not overstate duplication." + "accept": false, + "feedback": "The duplicate judgment for issue:44514/44545 is plausible, but the writeup overstates the evidence by calling it the \"only confirmed duplicate pair\" and by implying the rest are simply unrelated. The packet only supports a high-similarity/likely-duplicate reading for 44514/44545; it does not confirm duplicates elsewhere, and several rejected pairs are at least same-family rather than clearly unrelated. Please soften the canonicality language and avoid confirmation claims not present in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4533,20 +4596,20 @@ "issue:43550|issue:43819", "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "af3e0a3b588cff6631d33c0265ae1011e25bafe7d52c3b2553d2fd8e4928c74b", + "prepared_review_unit_hash": "85860d8b06f66e42e79772c44f3c09c379d34b3fe713d07593f3d162ca9b1ab7", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37185, + "serialized_chars": 37187, "estimated_input_tokens": 9297, "estimated_eval_tokens": 18850 }, @@ -4555,202 +4618,199 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only strong duplicate is the offline tokenizer/Mistral-regex failure: both reports point to the same `HF_HUB_OFFLINE`/`_patch_mistral_regex` code path.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the offending `_patch_mistral_regex` call to `model_info()` and the offline-mode breakage directly.", + "summary": "This cluster is a set of mostly unrelated issue reports with only superficial lexical overlap. None of the candidate edges look like true duplicates or the same underlying fix, so all soft edges should be rejected. No single issue or PR stands out as a canonical duplicate target.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best representative because it states the concrete mechanism, making it more useful as the canonical tracker for the duplicate offline-tokenizer bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: SigLIP2 doc example errors vs OmDet-Turbo processor size mismatch." + "reason": "Both are vision/doc example mismatches, but one is SigLIP2 example errors/quantization and the other is OmDet-Turbo 640px vs 224px input size; different bugs and paths." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Different model families and different bugs: Gemma4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing flag." + "reason": "Gemma-4 FSDP2 KeyError in attention state rebuilding vs Nemotron trust_remote_code gradient-checkpointing flag missing; unrelated failures." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is BigBird special-token registration/decoding; not the same bug." + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is BigBirdTokenizer mask-token registration/decode behavior; not the same bug." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Unrelated code paths: flash-attention sink handling vs AutoModelForCausalLM config unwrapping." + "reason": "Different code paths: flash_attention s_aux=None crash vs AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same underlying offline tokenizer bug: both report failures under `HF_HUB_OFFLINE=1` tied to the Mistral regex/tokenizer loading path." + "accept": false, + "reason": "Both touch offline behavior, but one is cache loading under HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex; distinct issues." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth during training." + "reason": "Gradient checkpointing eval-mode validation vs ZeRO-3 gradient growth during training; different mechanisms and symptoms." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer failures: special-token/post-processor update vs NER/batched padding crashes." + "reason": "Runtime special-token/post-processor update bug vs LayoutLMv2Tokenizer crashes on NER/batched padding; not the same underlying defect." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model behaviors in different tasks; no shared concrete bug path." + "reason": "Different model families and outputs: SigLIP2 AutoModel/pipeline nonsense vs CamemBERT masked LM prediction regression." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4 config pad-token attribute issue is unrelated to Qwen3-MoE sliding-window handling." + "reason": "Llama4Config pad_token_id AttributeError and Qwen3-MoE sliding_window handling are unrelated configuration bugs." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "T5/apex RMSNorm memory leak is unrelated to Qwen3-MoE CPU-offload rotary embedding behavior." + "reason": "T5 apex FusedRMSNorm memory leak vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility; no shared fix path." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention `fix_mistral_regex`, but one is a backend_tokenizer crash and the other is a codec/warning regression; not clearly the same bug." + "reason": "Both are tokenizer-regex related, but one is an AttributeError in _patch_mistral_regex and the other is a Kimi-K2.5 codec/regression warning issue; not duplicates." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs hub API forwarding issue; completely different failures." + "reason": "Kimi tokenizer regression vs list_repo_files missing revision forwarding in CI; unrelated components." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation mistakes are unrelated to quantization/offloading behavior." + "reason": "SigLIP2 doc example errors/quantization failure vs quantization offloading behavior; too broad and different concrete bugs." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and quantization offloading are different problems." + "reason": "GraniteSpeech PEFT local-checkpoint loading vs quantization offloading; different subsystems and failure modes." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Qwen2.5-VL IterableDataset/multi-image failure is unrelated to GraniteSpeech local checkpoint loading." + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "BertModel + ZeRO-3 init index error is unrelated to `_torch_extract_fbank_features()`." + "reason": "DeepSpeed zero3/BertModel index error vs _torch_extract_fbank_features issue; different code paths entirely." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "Different multimodal issues: PEFT local checkpoint loading vs Qwen2.5-VL video `vision_position_ids`." + "reason": "GraniteSpeech PEFT loading bug vs Qwen2.5-VL video vision_position_ids bug; separate multimodal problems." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision." + "reason": "Qwen3OmniMoe video processing ValueError vs Gemma3n audio_mel_mask variable collision; unrelated multimodal bugs." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading with accelerate is unrelated to DAC forward/from_latents STE mismatch." + "reason": "BitNet packed-weight loading bug vs DAC.from_latents vs forward mismatch; different models and code paths." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug is unrelated to `add-new-model-like` and tokenizer mapping generation." + "reason": "Audio feature extraction issue vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES; unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error-message bug is unrelated to single-label classification zero-loss behavior." + "reason": "Input_ids/inputs_embeds validation logic bug vs zero-loss classification when num_labels=1; different behavior and fixes." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are different model-specific regressions." + "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 different outputs in v5; not the same bug." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing and GenerationMixin import errors are unrelated." + "reason": "Image processor void-segmentation-map failure and GenerationMixin import error are completely unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated." + "reason": "BigBird special-token decode bug vs BitNet packed-weights accelerate loading bug; no common underlying change." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different model-specific issues." + "reason": "SwitchTransformers sparse-layer creation bug vs Smollm3 RoPE-layer drop bug; different model architecture issues." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Gemma3n audio-mask name collision." + "reason": "Mistral-3 image preprocessor/model dtype mismatch vs Gemma3n audio tensor name collision; unrelated." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are not the same bug." + "reason": "Processor/tokenizer regression and Kosmos2.5 OCR long-input index error are different multimodal bugs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in other models." + "reason": "Bamba torch.compile+SDPA failure vs SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatch; distinct issues." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile/SDPA bug and DAC STE mismatch are unrelated." + "reason": "Bamba compile/SDPA problem and DAC.from_latents mismatch are unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault and MPS histogram integer limitation are different failures with no shared code path." + "reason": "Llava Next loading segfault vs MPS histogram_mps not implemented for Int; different failure classes and models." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The offline-tokenizer pair is the only clearly supported duplicate, and the other soft-edge rejections are appropriately cautious given the packet. No mergeability issue since this is an issue cluster, not a PR pair." - }, - "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 }, @@ -4762,8 +4822,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -4849,9 +4909,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, @@ -5052,8 +5112,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -5141,9 +5201,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -5350,8 +5410,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -5440,9 +5500,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -5741,14 +5801,14 @@ "issue:43643|issue:45375", "issue:43452|issue:44488" ], - "prepared_review_unit_hash": "2d118e233d0d0c4c54f677e0d24b943663f0320cb90a2937c65df2d09c38444f", + "prepared_review_unit_hash": "bdfd4358f8ffcc886a94ba198a347bea5a537bfe82fa965ab865720d1dda2565", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -5763,198 +5823,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set; only one clear duplicate pair stands out around SigLIP2 regression. The rest share broad topical overlap (tokenizers, video inputs, loading errors) but not enough evidence for same underlying bug.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43994 is the better canonical issue for the clear SigLIP2 duplicate pair because it describes the user-visible failure more broadly, while issue:43493 reads more like the discrepancy report leading to it.", + "summary": "This set is mostly heterogeneous and does not look like one duplicate cluster. I only accept the SigLIP2 pair as likely the same underlying wrong-results bug; the rest are distinct model, tokenizer, config, training, or backend issues.", + "confidence": 0.83, + "canonical_issue_reason": "If one issue must anchor the set, issue 43994 is the broadest user-facing report of the SigLIP2 wrong-results problem and best matches the only plausible duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the strongest issue to keep: it is the clearest, broadest statement of the actual broken behavior and can absorb the paired duplicate.", + "best_issue_reason": "Issue 43994 is the best representative issue because it describes the symptom end users see, while 43493 is the more diagnostic counterpart.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different bugs: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + "reason": "Different subsystems: Qwen3Moe FP8 config failure vs AutoImageProcessor URL loading." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Unrelated failures: Qwen3Moe FP8 config vs CLIPTokenizer max-length behavior." + "reason": "Unrelated bugs: Qwen3Moe FP8 config vs CLIPTokenizer max_length handling." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Different code paths: config save/load token IDs vs MXFP4 quantized model loading." + "reason": "Different code paths: DiaConfig save/load token IDs vs MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload load failure is unrelated to CLIPTokenizer length handling." + "reason": "Device-mapping/dequantized offload issue is unrelated to tokenizer max_length defaults." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend installation issue vs missing Qwen2.5-VL class import." + "reason": "Missing TensorFlow backend in torch install is unrelated to a missing Qwen2.5-VL class import." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both are video-related, but the titles do not show the same concrete bug or code path." + "reason": "Both involve video, but they target different Qwen model families and different failure modes/code paths." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Same broad area, but different model and failure mode; not enough to call it one bug." + "reason": "Different models and bugs: Qwen3OmniMoe video processing vs Qwen3-vl-embedding StopIteration." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and symptoms." + "reason": "Different dtype bugs in different architectures; not the same concrete fix." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer-loading failures, but the titles point to different root causes." + "reason": "Tokenizer construction error vs model-specific tokenizer loading regression are not the same underlying bug." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend packaging issue vs Python 3.14 import/load failure; not the same bug." + "reason": "Backend installation packaging issue is unrelated to Python 3.14 import/load failures." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and different inference failures; no shared concrete issue." + "reason": "Different vision models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default resolution failure." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend issue vs a model-specific loading failure." + "reason": "Packaging/backend omission vs a specific model loading regression; unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed runtime error vs PEFT version pinning; unrelated." + "reason": "DeepSpeed ZeRO3 runtime error is unrelated to a PEFT version pin bump." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Both mention Qwen2.5-VL/video, but the titles do not establish the same exact bug." + "reason": "Generic reproduction of another issue vs a Qwen2.5-VL video-position regression; not the same bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "ImportError for missing PyTorch vs a specific Llama 3.2 Vision loading regression." + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision load breakage are different failures." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to FSDP CPU RAM efficient loading." + "reason": "Different failure modes: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet positional encoding CPU bug vs flash_attention sink-less-model crash." + "reason": "XLNet CPU allocation issue is unrelated to flash-attention sinkless-model crash." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different loading errors with different triggers: missing key vs unexpected init argument." + "reason": "Both are load-time errors, but one is a key error for a specific model and the other is an init_empty_weights argument mismatch." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Label reduction bug in an image processor vs sequence-classification zero-loss issue." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to single-label classification zero-loss behavior." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "AppleSilicon TypeError vs Qwen3VL weight_only load error; unrelated." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only load error are different code paths." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Different multimodal model families and different failure symptoms." + "reason": "Different models and components: Qwen3OmniMoe video parsing vs Gemma4 device mismatch." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve RoPE/positioning, but the specific model paths and bugs are different." + "reason": "Both mention RoPE/positioning, but they concern different models and distinct implementation mistakes." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch ImportError vs LayoutLMv3 box-content error message." + "reason": "PyTorch missing ImportError is unrelated to LayoutLMv3 box-content validation messaging." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 regression: one reports the implementation discrepancy, the other the bad outputs in AutoModel/pipeline." + "reason": "Both point to the same SigLIP2 wrong-results / implementation-mismatch problem; one is the broader symptom report." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer state accounting bug vs custom loss signature incompatibility." + "reason": "TrainerState token counting and CustomTrainer compute_loss signature mismatch are different trainer issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer crashes, but the concrete failures are different." + "reason": "AddedToken special-arg duplication is unrelated to Mistral regex patching and backend_tokenizer access." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected init-weights argument vs AutoImageProcessor URL loading; unrelated." + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different regression classes: save_pretrained visual-key serialization vs wrong tokenizer IDs." + "reason": "Qwen3.5 save_pretrained key regression is unrelated to AutoTokenizer producing wrong token IDs across models." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Config field loss is broad, but the titles do not prove the same underlying bug." + "reason": "Both concern config fields, but one is trust_remote_code loading behavior and the other is a specific Qwen3_5MoeVisionConfig field omission." + }, + { + "left": "issue:43782", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3VL weight_only load error is unrelated to the v5.3.0 video-input regression across Qwen vision models." + }, + { + "left": "issue:44938", + "right": "issue:45920", + "accept": false, + "reason": "Python 3.14 compatibility/load failure is unrelated to tokenizer ID regression across multiple models." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "GGUF/from_pretrained breakage vs a specific tokenizer/model loading complaint; too broad to merge." + "reason": "GGUF loading breakage and a specific model/tokenizer load failure are not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded and conservative overall. The non-matches are justified by distinct model paths or failure modes, and the single accepted SigLIP2 pair is a plausible duplicate/canonicalization choice based on the packet titles. Minor caution: the SigLIP2 linkage is inferential from titles alone, but it is not overstated." + "feedback": "Grounded overall: the packet supports treating 43994 as the user-facing anchor and 43493 as the more diagnostic SigLIP2 counterpart. The rest of the soft-edge rejections are conservative and aligned with the issue titles; no pair is overstated as a duplicate cluster beyond the one accepted SigLIP2 match." }, "evaluator_used": true, "retried": false, @@ -5970,8 +6042,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -6058,9 +6130,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -6264,8 +6336,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -6358,9 +6430,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, @@ -6603,8 +6675,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -6696,9 +6768,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -6929,8 +7001,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -7019,9 +7091,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -7234,8 +7306,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -7324,9 +7396,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -7539,8 +7611,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -7635,9 +7707,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -7889,8 +7961,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -7979,9 +8051,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, @@ -8200,8 +8272,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -8290,9 +8362,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -8505,8 +8577,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -8593,9 +8665,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -8790,8 +8862,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -8879,9 +8951,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -9088,8 +9160,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -9178,9 +9250,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, @@ -9411,8 +9483,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -9501,9 +9573,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, @@ -9722,8 +9794,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -9813,9 +9885,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 47, @@ -10040,8 +10112,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -10130,9 +10202,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -10345,8 +10417,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -10436,9 +10508,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -10663,8 +10735,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -10754,9 +10826,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -10975,8 +11047,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -11069,9 +11141,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -11398,14 +11470,14 @@ "issue:43723|issue:44568", "issue:30333|issue:33290" ], - "prepared_review_unit_hash": "ac47414d480a2fd99e259e542ce2fc5dd188dbb7b0a03e77d6869594c4cffafe", + "prepared_review_unit_hash": "4dc3c803cdfd134d65f5acce3a9e97efe46c8baa9a54c6dd49d90938885af8d0", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -11420,198 +11492,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broad and mostly consists of unrelated Transformers bug reports. Several items are thematically adjacent (imports, tokenizer regressions, save/load issues), but none of the proposed soft pairs look like the same concrete bug/change.", - "confidence": 0.39, - "canonical_issue_reason": "issue:43824 is the strongest representative because it is a high-signal, widely referenced concrete regression report (import failure in a specific model class) among otherwise scattered bug topics.", + "summary": "The cluster is heterogeneous and does not contain any strong duplicate pairs. Most items are unrelated transformer regressions, but the broadest representative is the v5 tokenizer-loading regression. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43723 is the broadest and most generic of the set, covering a v5 tokenizer-loading regression that is adjacent to several other tokenizer-related reports. The rest of the cluster is too diverse for a single true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best overall issue to represent the cluster because it has strong discussion/inbound references and a clear, user-impacting failure mode; the rest of the items are too heterogeneous for a tighter canonical choice.", + "best_issue_reason": "43723 best represents the cluster only as a loose umbrella for v5 tokenizer regressions; however, it does not truly subsume the many unrelated import, multimodal, FP8, and save/load issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different failure modes: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + "reason": "Both involve bad behavior in model execution, but one is quantization/offloading and the other is pipeline-parallel output correctness; different code paths and symptoms." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different code paths; not the same bug." + "reason": "Both are import errors, but they are for different missing symbols (`AutoImageProcessor` vs `HybridCache`) and likely different export gaps." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output mismatch is unrelated to a model-specific infinite loop on one image." + "reason": "Pipeline-parallel incorrect output is not the same bug as a Qwen3_5 image-specific infinite loop; different failure modes and likely different fixes." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Accuracy degradation with FineGrainedFP8 is not the same as FP8 save_pretrained failing for MoE." + "reason": "One is an FP8 accuracy regression, the other is a save_pretrained failure for MoE FP8; related area but not the same underlying bug." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "One is a save_pretrained issue, the other is a from_pretrained load failure; related model family, but different concrete bugs." + "reason": "Both mention Qwen3.5/MoE and loading/saving, but one is FP8 save_pretrained and the other is a from_pretrained error in newer transformers; not the same concrete issue." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Generation cache issue during chunked prefill is unrelated to attention-kernel divergence under torch.compile." + "reason": "Generation cache missing in chunked prefill and attention-kernel divergence under torch.compile are separate generation/attention bugs." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import failures, but they concern different exported symbols and different regressions." + "reason": "Both are import failures, but they concern different APIs and likely unrelated compatibility regressions." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Quantized saving failure and extra_state handling are both serialization-related, but not the same underlying bug." + "reason": "Both involve serialization, but one is quantized model saving and the other is extra_state handling in save/from_pretrained; not the same bug." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging/backend dependency omission is unrelated to leftover dummy classes leaking into the namespace." + "reason": "One is packaging/backends missing TensorFlow under `.[torch]`, the other is leftover dummy class cleanup; different concerns." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose loading breakage and Gemma4 token type defaults are distinct model-specific issues." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs sync bug and Janus image-generation test failure do not describe the same code path." + "reason": "Both touch generation, but one is a sync_gpus bookkeeping issue and the other is a Janus image-generation test failure; not the same code-path problem." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen MoE models, but they appear to be different version/model-loading regressions." + "reason": "Both mention Qwen3.5-VL/MoE, but one is a general transformers 5.0 bug report and the other is a specific from_pretrained regression in 5.4.0+." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Padding-mask batching mismatch is unrelated to router-logit load-balancing loss behavior." + "reason": "MIMI padding-mask mismatch and load-balancing loss omission are different model logic bugs." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "ImageProcessor label reduction bug is unrelated to an xdist file-race in testing utils." + "reason": "Beit label reduction bug and xdist file-race in testing utils are unrelated." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy-field model loading failure and a captured_info.txt race are unrelated." + "reason": "Pretrained preset loading with a legacy field is unrelated to a pytest-xdist captured-info race." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config/type recognition failure is unrelated to the xdist worker race." + "reason": "Unrecognized model/config loading and a testing-utils file race are unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque error are separate problems." + "reason": "Phi-4 multimodal model loading and ZeRO3 deque underflow are different runtime failures." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend dependency packaging and non-existent import export issues are different kinds of failures." + "reason": "TensorFlow backend packaging and missing image_utils import are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one concerns cleanup behavior and the other special-token insertion; not the same bug." + "reason": "Tokenization-space cleanup behavior and BOS/EOS special-token insertion are both tokenizer-related, but they are distinct behaviors and fixes." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "SentenceTransformer loading hang is unrelated to post_init reinitializing resized embeddings." + "reason": "Sentence-transformers loading hang and embedding resize/tie-word-embedding reinit are unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaults and Whisper timestamp decoding crash are unrelated." + "reason": "Multimodal config defaults and Whisper timestamp decoding crash are separate subsystems." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and a missing image_utils import are unrelated." + "reason": "Python version compatibility and missing image_utils import are unrelated." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Default multimodal config initialization and ModelOutput key assignment are different code paths." + "reason": "Config default initialization and ModelOutput key assignment are different core library behaviors." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel branching under compile is unrelated to a docstring issue." + "reason": "Attention-kernel branching under compile and a wrong docstring for position_ids are not the same issue." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both involve import-time failures with latest transformers, but they are different symbols and likely different breakages." + "reason": "Both are import errors, but one is a sentence-transformers `nn` NameError and the other is a missing Qwen2.5-VL export; different fixes." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "Processor save_pretrained missing files and Qwen3.5 from_pretrained error are unrelated loading/saving problems." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different behaviors and model families." + "reason": "Both concern tokenizer behavior in v5, but one is cleanup-space handling and the other is Granite token IDs; different concrete regressions." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to a ZeRO3 deque underflow." + "reason": "Embedding dtype mismatch during evaluate and a ZeRO3 deque error are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Server KV-cache indexing crash is unrelated to auto_docstring crashing on future annotations." + "reason": "Serving KV-cache indexing crash and auto-docstring annotation handling are separate code paths." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure and BOS/EOS add_special_tokens regression are distinct issues." + "reason": "Both are tokenizer regressions, but one is tokenizer loading and the other is add_special_tokens BOS/EOS behavior; not the same underlying bug." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting of failed jobs is unrelated to an OOM in DeepSpeed Adafactor training." + "reason": "MLFlow reporting on failed training jobs and DeepSpeed/Adafactor OOM are unrelated." } ] }, @@ -11630,8 +11702,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -11726,9 +11798,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -12052,14 +12124,14 @@ "issue:43408|issue:43475", "issue:44261|issue:44373" ], - "prepared_review_unit_hash": "77c16de7b30d791b8285985c18aae3f40029a9e291eafeb26cd385cabd13beda", + "prepared_review_unit_hash": "88a630e3b48200daffba5487d6b886504916e76f7a592a30189af05e795dde3f", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -12074,198 +12146,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad false-positive mix of unrelated tokenizer, import, config, and model-specific bugs. No pull requests are present. If forced to choose an anchor, the broadest issue is the generic import-regression report, but it is not a true duplicate umbrella for the rest.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45278 is the broadest umbrella among the import/load regressions, but the cluster is too heterogeneous to support a strong duplicate canonical beyond that.", + "summary": "This cluster is mostly a grab-bag of unrelated tokenizer/import/config/model bugs. The soft pairs are mostly only broadly similar by subsystem, not the same concrete defect, so I would not merge any of them.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43723 is the best umbrella issue here: it describes a broad tokenizer-loading regression in v5 and is the most representative of the repeated from_pretrained/tokenizer resolution failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best represents the largest shared theme in the cluster (import failures after upgrading), so it is the most useful triage anchor even though most items are not duplicates.", + "best_issue_reason": "issue:43723 is the strongest single representative of the cluster because it is concrete, widely applicable, and closest to the recurring tokenizer import/load reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Both are loading/runtime complaints, but one is Sentence Transformers hanging and the other is a SigLIP2 zero-probability bug; different failures." + "reason": "Different problems: Sentence Transformers loading hang vs. SigLIP2 zero probabilities." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Both involve tokenizer loading, but one is a generic AutoTokenizer/v5 regression and the other is a specific FastSpeech2ConformerTokenizer failure." + "reason": "Both are tokenizer-loading failures, but the likely causes are too specific and not clearly the same bug without stronger evidence." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different model areas; not the same underlying bug." + "reason": "Both are import errors, but for different symbols/classes and likely different export issues." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "One is default config initialization for multimodal vision/audio fields; the other is rotary_pct not persisting on reload. Different config bugs." + "reason": "Both are config default/reload issues, but they affect different model configs and code paths." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Both touch model behavior, but one is a FineGrainedFP8 accuracy issue and the other is a Qwen3.5 MoE from_pretrained error." + "reason": "Different model-specific failures: FP8 accuracy vs. Qwen3.5-MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A tensor-splitting bug and a docstring error are not the same code-path problem." + "reason": "Unrelated: torch.split/indexer behavior vs. a docstring fix." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenization-related, but one is wrong offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta-v3-base." + "reason": "Both are tokenizer behavior bugs, but on different models and different behaviors (offset mapping vs special-token insertion)." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Same broad model family area, but the reported defects are different: FP8 accuracy versus a Qwen3-VL-Moe bug." + "reason": "No common underlying defect; one is FP8 accuracy, the other is Qwen3-VL-MoE loading/compatibility." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both mention import problems, but one is a specific huggingface_hub symbol import and the other is a broader upgrade-wide import regression; not the same concrete bug." + "reason": "Both mention import failures, but one is a specific huggingface_hub symbol and the other is a broad post-upgrade regression report." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated behaviors." + "reason": "Tokenizer offline-cache loading vs quantized model saving are unrelated." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation-state handling and D-FINE auxiliary-loss behavior are unrelated code paths." + "reason": "Generation sync/cache bug vs D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE-layer dropping and a tied-weights warning in Qwen3-Next are different defects." + "reason": "Different model-family implementation issues; not the same code-path problem." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken CLI env command and a NameError while importing sentence-transformers are different components and bugs." + "reason": "Broken env CLI vs an import NameError in sentence-transformers integration are unrelated." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy and an infinite-loop image-specific Qwen3_5 issue are not the same bug." + "reason": "Different bugs in different model families; no shared fix path." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-related, but one is offline cache loading and the other is a wrong tokenizer decoder type in v5." + "reason": "Offline tokenizer-cache loading and tokenizer decoder type regression are different defects." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Version-dependent tokenization differences and zero assistant masks for multimodal chat templates are distinct failures." + "reason": "Different tokenizer/chat-template behaviors and different model surfaces." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 behavior warnings and torch.split return-value issues are unrelated." + "reason": "TF32 settings warning vs. torch.split/indexer behavior are unrelated." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx and an extra space after an added token are unrelated tokenizer/package problems." + "reason": "Import error for transformers.onnx vs tokenizer spacing after added token are unrelated." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different loader bugs." + "reason": "Both touch from_pretrained plumbing, but one is tokenizer mapping resolution and the other is processor kwargs forwarding." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence Transformers hanging and a MacOS bus error on a CLIP model are different runtime issues." + "reason": "Sentence Transformers loading hang vs. MacOS bus error with CLIP model are different failures." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/state, but one is sync_gpus bookkeeping and the other is recurrent-state reset in modular_qwen3_5." + "reason": "Both involve generation/state handling, but they are model-specific and not the same concrete bug." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "A buffer access problem with position_ids and a tokenizer_class mismatch on save_pretrained are not the same issue." + "reason": "Buffer access error vs tokenizer save metadata mismatch are unrelated." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwarg forwarding and apply_chat_template crashing on tool-call assistant messages are different failures." + "reason": "Processor kwargs forwarding vs chat-template crash with tool calls are different code paths." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized-model saving and pipeline-parallelism output correctness are unrelated." + "reason": "Quantized model save failure vs incorrect output under pipeline parallelism are unrelated." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenization differences across versions and a batched apply_chat_template padding crash are different problems." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related, but the former is a specific AutoImageProcessor symbol issue while the latter is a broad upgrade regression; not the same concrete bug." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python-version support and pipeline-parallelism output correctness are unrelated." + "reason": "General tokenization differences vs a multimodal apply_chat_template batching crash are not the same bug." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "An import NameError in sentence-transformers and broken auto_mappings references for removed Sam3LiteText configs are different bugs." + "reason": "Import NameError in downstream integration vs broken auto_mappings references are unrelated." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping and failing to load a tokenizer from cache are distinct tokenizer issues." + "reason": "Tokenizer offset mapping bug vs model loading failure are only loosely related." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "A model-type mismatch warning and a missing attribute on Sam3VisionEncoderOutput are related to SAM3 but are different concrete defects." + "reason": "Same model family, but the warning about model type mismatch and the missing attribute error are different defects." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Missing rms_norm_eps causing precision error and a wrong docstring for position_ids are not the same problem." + "reason": "Precision/config problem vs documentation typo are unrelated." } ] }, @@ -12372,14 +12432,14 @@ "issue:43116|issue:43493", "issue:42222|issue:43441" ], - "prepared_review_unit_hash": "d93a6202d497ba5fdccb0f25bbde194907967c57fa7e874d8d692df8aa6eac32", + "prepared_review_unit_hash": "59529ab59610457af270b4719a2ec3be1bca8c78d189339256774c99f5c40224", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -12394,204 +12454,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are distinct model-, tokenizer-, import-, or training-specific bugs rather than duplicates. I would not merge any soft pair, and there is no strong single canonical issue/PR for the set.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The set is mostly a grab bag of distinct Transformers bugs/regressions, with only a few loose thematic similarities around v5 import/tokenizer issues. I would not merge any of the soft pairs as duplicates based on the available evidence.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest and most representative issue in the set: it captures the general post-upgrade import-regression theme that overlaps with several other reports, even though the other issues are more specific.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the best single issue for triage because it is an umbrella report, recent, and open; it can serve as the main pointer for related import-breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Different bugs: dequantized model save/load vs invalid GenerationConfig validation." + "reason": "Different failures in different model paths: dequantized save/export for Ministral/Devstral vs invalid GenerationConfig for GLM-5." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer discussion is unrelated to GLM-5 RoPE implementation." + "reason": "Unrelated problems: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to flash-attention training degeneration." + "reason": "Different bugs in Qwen3.5 config propagation vs flash-attention-3 training degeneration." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping and multimodal assistant_masks are different failure modes." + "reason": "Tokenizer offset_mapping bug for Qwen3 is not the same as multimodal assistant_masks being all zero in apply_chat_template." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Run_classification multi-label output issue is unrelated to Gemma 4 multimodal token IDs." + "reason": "Separate issues: empty multi-label outputs in an example script vs Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error message clarity and Sentence-Transformers loading hang are unrelated." + "reason": "Different subsystems and symptoms: LayoutLMv3 error messaging vs Sentence Transformers loading stall." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained config mismatch are distinct." + "reason": "Qwen3-VL-Moe loading bug is not the same as tokenizer.save_pretrained writing a mismatched tokenizer_class." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to Phi-4 multimodal loading." + "reason": "Different model-specific loading/saving failures; no shared code-path is evident." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Tokenization regression in v5 is too broad; Deepseek-specific incorrect results are a separate bug." + "reason": "Both are tokenizer regressions, but they affect different models and likely different code paths; not enough to treat as the same bug." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug is unrelated to position_ids buffer registration behavior." + "reason": "One is a Qwen3-VL-Moe bug, the other is a position_ids buffer/read issue; unrelated symptoms." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to classification example output." + "reason": "Tensor-parallel training bug and example-script multi-label output bug are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failure and gguf_file from_pretrained breakage are different code paths." + "reason": "Saving dequantized Ministral/Devstral weights is unrelated to gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2.5-VL export and missing HybridCache import are separate import regressions." + "reason": "Both are import errors, but for different missing symbols from different modules; not the same underlying bug." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3-VL-Moe, but one is model loading and the other FP8 save_pretrained." + "reason": "Both mention moe/models, but one is a load/import problem and the other is FP8 save_pretrained behavior; too different to merge." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 checkpoint save regression is distinct from Qwen3.5-Moe from_pretrained load error." + "reason": "Both involve Qwen3.5 and version regressions, but one is a bad saved checkpoint and the other is a from_pretrained loading error; not clearly the same defect." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Missing is_offline_mode and missing HybridCache are different missing-symbol import errors." + "reason": "Distinct import failures for unrelated symbols: is_offline_mode vs HybridCache." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to Qwen3_5 image infinite loop." + "reason": "Different models and behaviors: SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift in evaluate and pipeline-parallel incorrect output are separate problems." + "reason": "Embedding dtype drift in train/eval is unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Dequantized save failure and FP8 save_pretrained moe are different save-path bugs." + "reason": "Both concern model artifacts, but dequantized save failure and FP8 save_pretrained moe are different problems." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Generic v5 tokenization differences are not the same as Qwen3.5 flash-attention generation failure." + "reason": "Tokenizer behavior change in v5 for generic same-tokenizer use is not clearly the same bug as Qwen3.5 flash-attention generation failure." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder missing weights and AutoProcessor kwargs forwarding are unrelated loader issues." + "reason": "Missing embed_tokens.weight in UMT5Encoder loading is unrelated to AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import NameError and flex_attention version check are unrelated." + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder type regression is not the same as Deepseek-specific tokenization corruption." + "reason": "Wrong tokenizer decoder type and Deepseek tokenization regressions are both tokenizer-related, but not the same concrete bug." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing layer_type_validation import and broad many-import-errors report are not the same concrete bug." + "reason": "45278 is an umbrella for many import errors, but 38617 is a specific missing-symbol report; the evidence is too broad to call them duplicates." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatch in CI inference." + "reason": "VRAM leak in Qwen3ForCausalLM multithreaded loading is unrelated to dtype mismatch in bfloat16 inference." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are different issues." + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are separate issues." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "onnx module import failure and LayoutLMv3 error-message clarity are unrelated." + "reason": "Different import/package problem vs LayoutLMv3 error-message clarity issue." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior settings and GLM46V image-patches AttributeError are unrelated." + "reason": "TF32 API warning/control issue is unrelated to missing get_number_of_image_patches in GLM46VImageProcessorFast." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2 optimizer state bug and missing GenerationMixin cache are different training/generation bugs." + "reason": "FSDP2/PEFT optimizer-state bug and GenerationMixin cache missing during chunked_prefill affect different code paths." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support regression and flex_attention version check are unrelated." + "reason": "Python version compatibility break and flex_attention version-check bug are not the same underlying issue." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label example script behavior and SigLIP2 implementation discrepancy are unrelated." + "reason": "Example-script multi-label classification bug is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Broken VitPose imports and Ministral-3 FlashAttention failure are different model-specific issues." + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are different model-specific regressions." } ] }, @@ -12610,8 +12670,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -12701,9 +12761,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -12922,8 +12982,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -13018,9 +13078,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -13360,14 +13420,14 @@ "issue:38617|issue:43502", "issue:44483|issue:45290" ], - "prepared_review_unit_hash": "2d03f4dea3c6faa46d6cfae24ef6eefbaa2a6660ec889271bc6d6647b6bf5f11", + "prepared_review_unit_hash": "de63ba080555bee251fe620993fcc6759d99f7294c56c6831c4239c834c770ae", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -13382,222 +13442,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes many unrelated issues across imports, model configs, tokenizers, processors, training, quantization, and warnings. No single canonical artifact emerges from the titles alone.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the cluster: the items describe distinct bugs in different subsystems and model families, with no common concrete failure mode.", + "summary": "Loose v5-era Transformers regression cluster with mixed import errors, model-specific bugs, and API regressions; none of the soft pairs look like true duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43097 is the broadest and most cluster-central v5 breaking-change report, with multiple soft-similarity links and some inbound attention, making it the closest hub even though the set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is heterogeneous, so using any one issue as the representative would be misleading.", + "best_issue_reason": "issue:43097 is the best overall representative of the cluster's shared v5 regression theme, but it is still not a good duplicate anchor because nearby issues target different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing-symbol import errors from different modules (`layer_type_validation` vs `HybridCache`)." + "reason": "Different missing symbols and different import paths; both are import errors but not the same underlying bug." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen model config bugs: missing projections vs a missing `deepstack_visual_indexes` field." + "reason": "Both are model/config bugs, but they concern different Qwen variants and different missing fields/projections." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction error vs tokenizer-mapping `None` assumption; not the same failure path." + "reason": "Tokenizer construction error vs mapping returning None; related area, but distinct failure modes and code paths." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Unrelated issues: removed embedding-tie API vs flash-attention crash on `s_aux=None`." + "reason": "Config API removal vs flash-attention crash; unrelated bugs." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both involve Qwen-family models, but the concrete bugs are different and not mergeable as one fix." + "reason": "Both mention Qwen models, but one is a version/model support issue and the other is missing projections in a different architecture." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwarg forwarding vs a docstring helper crash under future annotations; different code paths." + "reason": "AutoProcessor kwargs forwarding bug vs docstring annotation crash; different subsystems." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline/local-file access bug vs missing checkpoint weight in UMT5Encoder." + "reason": "Local-files-only network leak vs missing embed_tokens.weight on load; separate loading bugs." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Missing torchvision for video models vs tokenizer mapping assumptions; unrelated subsystems." + "reason": "Missing torchvision path handling vs tokenizer mapping assumptions; different components." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Embedding-tie deprecation/removal is unrelated to quantization offloading behavior." + "reason": "Config deprecation/removal issue vs quantization offloading behavior; not the same code-path problem." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Different import/load failures: missing Qwen2.5-VL class vs video-model processor crash without torchvision." + "reason": "Different import/load failures involving different model families and dependencies." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong decoder-type regression and an isolated reproduction of another issue are not shown to be the same bug." + "reason": "No concrete evidence they are the same tokenizer bug; one is a decoder-type regression, the other is just an isolated reproduction of another issue." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "API removal warning issue vs documentation mismatch for `return_all_scores`; different problems." + "reason": "API removal regression vs documentation mismatch for a pipeline argument; different issues." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task-message regression vs saving Pipeline objects; distinct behaviors and code paths." + "reason": "Chat/task support error message vs Pipeline save_pretrained failure; unrelated behaviors." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Checkpoint weight loading issue vs shard-size default question; not duplicates." + "reason": "Missing checkpoint weight vs shard-size question; not the same failure." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure; different models and failures." + "reason": "xLSTM training blockers vs torch.compile SDPA failure in Bamba; different models and bugs." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch warning on bfloat16 compilation is unrelated to the Bamba compile crash." + "reason": "PyTorch warning about bfloat16 precision vs compile/runtime failure; not the same underlying problem." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention/backend complaints: unsupported Flash Attention 2 vs GPT-2 scaling ignored under SDPA/FA." + "reason": "FlashAttention support gap for one model vs attention scaling ignored in backends for GPT2; separate issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "General precision warning vs a model config warning about `tie_word_embeddings`; not the same bug." + "reason": "Compiler precision warning vs tie_word_embeddings warning; unrelated." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading failure vs gradient-checkpointing eval-mode restriction; unrelated." + "reason": "Offline cache loading regression vs eval-mode gradient checkpointing restriction; different code paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models vs an infinite-loop inference bug on a specific image; different code paths." + "reason": "Dequantized save_pretrained failure vs image-specific infinite loop; unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Model save failure vs pipeline save_pretrained failure; same broad theme, but not the same concrete bug." + "reason": "Saving dequantized weights vs saving Pipeline objects; both are save-related but not the same bug." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling/backend bug vs zero-loss classification bug; unrelated model behaviors." + "reason": "Attention backend scaling bug vs sequence-classification zero-loss bug; different model behaviors." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash-Attention support issue vs Python-version compatibility issue; different root causes." + "reason": "Model-specific FlashAttention support vs Python version compatibility; unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption vs GPT-2 attention scaling; not the same failure." + "reason": "Distributed optimizer-state corruption vs attention scaling; different subsystems." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers vs BeitImageProcessorFast `reduce_labels` returning the wrong shape; unrelated." + "reason": "xLSTM training issues vs Beit image processor label reduction bug; unrelated." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "OpenAI chat-completions compatibility regression vs Qwen2.5-VL batched chat-template crash; different endpoints and logic." + "reason": "OpenAPI/chat request rejection vs processor chat-template crash; similar domain, but different concrete failures." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma config attribute error vs Apple Silicon allocator TypeError; unrelated bugs." + "reason": "Gemma3 config attribute error vs Apple Silicon allocator TypeError; unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 `save_pretrained` bug vs Qwen3.5 MoE `from_pretrained` error; same model family is not enough to merge them." + "reason": "FP8 save_pretrained bug vs Qwen3.5 MoE from_pretrained error; both model-specific, but not the same code path." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path slash warning vs bfloat16 compilation warning; unrelated symptoms." + "reason": "Trailing-slash local path warning vs bfloat16 warning; not the same issue." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one is missing attentions and the other missing hidden states; not clearly one bug." + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; close family, different outputs and likely different fixes." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Precision warning vs compiled flex-attention failure on newer torch; different code paths." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Hub import failure vs missing Qwen2.5-VL class import; distinct missing-name issues." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "CLIP output-field regression vs GPT-2 attention-scaling issue; unrelated." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "ImportError for a removed symbol vs local-files-only network requests; unrelated." + "reason": "ImportError for a removed symbol vs unwanted network access under local_files_only; unrelated." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "API request handling vs chat-template tokenization with tool calls; different bug surfaces." + "reason": "Chat/completions request handling vs assistant tool-call chat-template crash; different failure points." } ] }, @@ -13705,14 +13747,14 @@ "issue:44938|issue:45071", "issue:43867|issue:45357" ], - "prepared_review_unit_hash": "5c58d9aaee65b7f51b199b5e4e0b331f8dc4ec9ea415ceba3a4c6ff9a779c3c5", + "prepared_review_unit_hash": "ac4630ae6b89a57168a21ce3a2420489bb5b734e0e5be67b3dc12eeec71af7ab", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -13727,208 +13769,217 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab bag of unrelated Transformers bug reports; only one soft-duplicate pair stands out as the same import-time performance regression. The rest differ by model, API surface, or symptom and should stay separate.", - "confidence": 0.81, - "canonical_issue_reason": "issue:41669 is the most concrete, fix-oriented report in the cluster: it identifies the import-time slowdown from `import *` usage in models. It also cleanly matches the one plausible duplicate pair here.", + "summary": "These items are mostly distinct regressions and feature bugs that only look similar at a high level (import/load/save/model version issues). I do not see any soft pair that is clearly the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set: it covers widespread import breakage after upgrading from 4.57.0 to 5.5.0, which is the closest thing here to a cluster-level issue. It is still not a duplicate of the other items, just the best representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best standalone representative because it states a specific root cause and an actionable fix, rather than a broad symptom.", + "best_issue_reason": "issue:45278 is the best global issue candidate because it is open, broad, and framed as a cross-cutting regression rather than a narrow model-specific bug. It can serve as the cluster anchor better than the many single-model or single-feature reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Different problems: Qwen3-VL-Moe loading regression vs fp8 inference support request." + "reason": "Both mention Qwen3-VL-Moe, but one is a general loading bug and the other is fp8 inference support; different concrete problems." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Unrelated: chat/completions request rejection vs Qwen2.5-VL video position-id bug." + "reason": "API request handling for /v1/chat/completions is unrelated to Qwen2.5-VL video vision position IDs." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but for different models and different failure modes." + "reason": "Different failure modes: Qwen3-VL-Moe loading breakage vs state_dict-sorted model load error." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they are different model implementations and not the same concrete bug." + "reason": "Different model families and bugs: Smollm3 RoPE layer dropping vs GLM-5 RoPE implementation discussion." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Different symptoms and models: Qwen3-VL-Moe load breakage vs Qwen3.5 infinite loop on a specific image." + "reason": "Qwen3-VL-Moe loading failure and Qwen3.5 infinite-loop behavior on a specific image are not the same bug." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch vs pipeline save_pretrained failure; unrelated." + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained serialization." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing attributes on different configs/outputs; not the same bug." + "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are separate attribute regressions." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Model saving failure vs pipeline object serialization; too broad to merge." + "reason": "Quantized model saving failure is not the same as inability to save Pipeline objects." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different model-specific issues: Flash Attention support gap vs invalid GenerationConfig." + "reason": "FlashAttention 2 support gap for NemotronH is unrelated to GLM-5 GenerationConfig validation." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Different checkpoint/pathology: sorted state_dict load error vs incorrect checkpoint save output." + "reason": "Both involve loading/saving, but one is a generic load error and the other is a Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "Different subsystems and failure modes; not the same underlying bug." + "reason": "PatchTSMixer post_init gating and GPT2 attention scaling under SDPA/FlashAttention are different code paths and bugs." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages." + "reason": "Both are import errors, but for different symbols and packages: transformers.generation vs huggingface_hub." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Tokenizer decoder-type regression is unrelated to Qwen2.5-VL video position ids." + "reason": "Tokenizer decoder type mismatch and Qwen2.5-VL video position IDs are unrelated regressions." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing config attrs vs patchtsmixer post_init policy; unrelated." + "reason": "Gemma3Config attribute absence is unrelated to PatchTSMixer's post_init restriction." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading via `base_model_prefix` vs pipeline serialization; different bugs." + "reason": "base_model_prefix loading compatibility and pipeline save_pretrained are separate serialization problems." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both involve Python compatibility, but they are different version-specific failures." + "reason": "Both involve Python version compatibility, but they are different breakages in different versions and should not be merged." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different configs and missing fields; not the same issue." + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are different missing-field bugs." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention support vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "FlashAttention 2 support for NemotronH is unrelated to D-FINE auxiliary loss behavior." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different MoE/indexing divergence reports with different models and code paths." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the same as DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "CLIPOutput attentions regression and Qwen3.5 save_pretrained checkpoint corruption are unrelated." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Missing config attribute vs MoE load-balancing loss omission; different bugs." + "reason": "Gemma3Config missing vocab_size is unrelated to MoE load-balancing loss omission when output_router_logits=False." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Both touch attention, but one is a torch.compile kernel divergence and the other is backend scaling config being ignored." + "reason": "Both mention attention, but one is a torch.compile branch divergence and the other is backend-specific attention scaling being ignored." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Training optimizer-state bug vs typo in cache strategies; unrelated." + "reason": "Distributed optimizer-state corruption and a typo in cache strategies are completely different." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Different Qwen/GLM loading issues and different symptoms." + "reason": "NemotronH FlashAttention2 support and Qwen3-VL-30B-A3B-Instruct weight shape mismatch are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache no_grad decorator request vs broad import errors after upgrade; not the same underlying change." + "reason": "no_grad decoration for cache updates is unrelated to broad import failures after upgrade." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are `from_pretrained` errors, but they involve different models and failure details." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different model loading issues." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Sorted state_dict loading failure vs missing config field silently dropped by strict parsing." + "reason": "A sorted-state_dict load error is not the same as a missing Qwen3.5 vision config field being dropped by strict serialization." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Same underlying performance regression: importing Transformers is slow because model imports are too heavy; 41669 provides the concrete root cause/fix." + "accept": false, + "reason": "Import * performance cleanup and intermittent import slowness are too broad and not clearly the same underlying bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Running compiled Python files and a Python 3.13 IndentationError from torch.jit.script parsing are different failures." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config attribute error and FSDP2/PEFT optimizer-state corruption are unrelated." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness from missing seeds vs xdist race on captured_info.txt; different test infrastructure problems." + "reason": "Missing set_seed in tests and xdist races on captured_info.txt are separate test-infra issues." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Different compatibility regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are distinct version-specific problems." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 checkpoint issues: load error vs incorrect visual encoder keys on save." + "reason": "Generic load error when state_dict is sorted is not the same as incorrect visual encoder keys saved for Qwen3.5." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the only accepted soft pair, issue:41669 and issue:44246, is a plausible shared import-time performance regression, and the rest of the verdicts stay conservative by pointing to differing models, APIs, or failure modes. No soft-edge claim overstates the evidence provided by the titles and descriptions." - }, - "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 }, @@ -13940,8 +13991,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -14034,9 +14085,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -14338,14 +14389,14 @@ "issue:44704|issue:44908", "issue:42890|issue:44908" ], - "prepared_review_unit_hash": "701b5f020e3575b6279a800bf71db7307ee93cabae4adb166d89c0ead8462e33", + "prepared_review_unit_hash": "fd84916c165334b50e05d8f014f91b08a8202235ab14206372fbc14f1e199895", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -14360,246 +14411,246 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of Transformers v5 regression reports, import/load failures, and a few unrelated issues. The only clearly representative issue is a generic checkpoint reload regression; the soft pairs are mostly thematically similar but not the same concrete bug.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44556 is the best anchor because it clearly describes a broad, user-facing v5 regression around checkpoint reload compatibility, which matches the dominant failure theme in the cluster better than the more model-specific or overly vague reports.", + "summary": "This cluster is a loose mix of unrelated bug reports, regressions, import errors, docs issues, and model-specific failures. The soft links are mostly surface-level similarity around loading/importing/Transformers v5 behavior, but they do not appear to describe the same underlying defect.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43502 is the clearest, most actionable bug report in the set: a specific loading behavior regression with a concrete symptom and narrow scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the most suitable global representative: it is specific enough to be actionable, yet broad enough to capture the common v5 upgrade/loading regression pattern seen across the cluster.", + "best_issue_reason": "Issue 43502 is the best representative issue because it is precise, reproducible, and describes a concrete code-path bug rather than a broad regression claim or documentation complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Completely unrelated symptoms: local_files_only API requests vs. an unrelated placeholder issue." + "reason": "'API requests are made despite setting local_files_only=True' is a concrete loader bug; 'racoon' is not a comparable bug report and does not match the same defect." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Different bugs: compiled Python file loading errors vs. PretrainedConfig type-checking breakage." + "reason": "Both mention failures after changes, but one is about compiled Python file loading and the other about PretrainedConfig type checking; these are different code paths." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training are unrelated code paths." + "reason": "Training job/MLflow reporting and tensor-parallel training are unrelated problems." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file runtime errors are not the same as save_pretrained pipeline serialization issues." + "reason": "Compiled-file errors and save_pretrained pipeline serialization failures are different bugs with no shared failing behavior." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing removed pipeline() APIs is unrelated to the placeholder issue." + "reason": "Docs still referencing pipeline() is a documentation issue; 'racoon' is not a matching technical defect." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is model loading for a specific vision model; too different to merge." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is Llama 3.2 vision model loading; too broad to be the same bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Save_pretrained FP8 bug and FP8 inference support are different code paths and fixes." + "reason": "Both are fp8/Qwen3-related, but one is save_pretrained for moe models and the other is inference support; different change requests." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import and a broken transformers env command are unrelated." + "reason": "ImportError from huggingface_hub and broken transformers env command are unrelated failures." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression vs. tensor-parallel training bug; different subsystems and failure modes." + "reason": "Tokenizer loading regression and tensor parallel training bug are separate problems." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage and missing exported model symbol are both v5-related, but not the same concrete bug." + "reason": "Broken env command and missing Qwen2_5_VL symbol are different import/CLI issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "A broken CLI command is not the same issue as PretrainedConfig type-checking incompatibility." + "reason": "CLI breakage in v5 and PretrainedConfig type-checking regression do not target the same code path." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an ImportError in configuration_utils are unrelated." + "reason": "Documentation confusion about forward args is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful overlap: placeholder issue vs. Gemma4Audio positional encoding bug." + "reason": "'racoon' has no discernible technical content to match the Gemma audio positional encoding bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors from transformers, but they concern different missing exports and likely different fixes." + "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are different symbol-export regressions." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for layer_type_validation and a broken env CLI command are not the same bug." + "reason": "Missing configuration_utils symbol and broken env CLI are unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "env command breakage and Python 3.14 load failure are different regressions." + "reason": "The env command issue and Python 3.14 load failure are distinct environment/runtime problems." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache during chunked prefill is not the same as a typo in cache strategies." + "reason": "Generation cache missing during chunked prefill and a cache-strategy typo are not the same defect." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + "reason": "Scheduler kwargs handling and 'racoon' are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion and the placeholder issue are unrelated." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the non-technical 'racoon' issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are not the same change or failure." + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are different areas and failure modes." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Importing AutoImageProcessor and running compiled Python files are unrelated failures." + "reason": "AutoImageProcessor import failure and compiled Python file loading errors are different bugs." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are different bugs." + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5 chat crash vs. a vague general complaint about v5 breaking many models; too broad to treat as one bug." + "reason": "Qwen3.5 chat crash and generic 'Since 5.0 version it breaks too many models' are too vague to establish the same underlying bug." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Layernorm epsilon precision issue and DSA indexer activation discussion are unrelated." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and a DSA indexer ReLU complaint are not the same code-path problem." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files and a generic bug report are not the same issue." + "reason": "Missing processor.save_pretrained files and a generic bug report are not clearly the same issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading malfunction and TensorBoard/TensorFlow backend detection are different code paths." + "reason": "Lazy loading failure and undefined tf backend error are unrelated initialization issues." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading problems and unsafe sys.modules access are related at a high level, but not clearly the same concrete bug." + "reason": "Lazy loading and unsafe sys.modules access are not the same defect." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3-VL failures: bbox output hallucination vs. infinite loop on a specific image." + "reason": "2D bounding-box hallucination/error and infinite loop on a specific image are both Qwen3-VL, but they are different symptoms and likely different bugs." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL output bug and PretrainedConfig type-checking regression are unrelated." + "reason": "Model-specific Qwen3-VL output bug and PretrainedConfig type checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload regression are both v5 issues, but not the same user-facing bug." + "reason": "Broken env command and checkpoint reload incompatibility after upgrade are different problems." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3 Moe, but one is a generic v5 bug report and the other is a missing tensor-parallel plan; not the same concrete fix." + "reason": "Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are separate model/infrastructure issues." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the broad v5 breakage complaint." + "reason": "Llama4Config pad_token_id attribute error and a generic 'many models break' complaint are not the same concrete bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Removing import * usage and a missing generation cache are unrelated changes." + "reason": "Removing import * from models and GenerationMixin cache behavior are unrelated changes." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are version-upgrade loading regressions, but one is general checkpoint reload breakage and the other is a specific remote-code/meta-init incompatibility." + "reason": "Checkpoint reload incompatibility after v5 upgrade and InternVL2 remote-code meta initialization incompatibility are both version-regression reports but different concrete failures." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache strategy typo and broad v5 breakage complaint are unrelated." + "reason": "Cache strategy typo and generic v5 breakage are not the same bug." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the general v5 complaint." + "reason": "StableLmConfig pad_token_idx regression and generic v5 breakage are too broad to merge." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration guidance and a cache-strategy typo are unrelated." + "reason": "TF32 behavior settings and cache strategy typo are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different APIs and different bugs." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling affect different APIs and code paths." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A flaky test lacking set_seed and a scheduler kwargs regression are unrelated." + "reason": "SamHQ test seeding flakiness and scheduler kwarg handling are unrelated." } ] }, @@ -14618,8 +14669,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -14724,9 +14775,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 48, @@ -15035,8 +15086,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -15076,9 +15127,9 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1500, - "serialized_chars": 773308, - "estimated_input_tokens": 193327, - "estimated_eval_tokens": 386910 + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 }, "budget": { "node_count": 16, @@ -15189,8 +15240,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -15260,8 +15311,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -15323,8 +15374,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -15423,8 +15474,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-15", "nodes": [ @@ -15737,8 +15788,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -15853,8 +15904,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -15916,8 +15967,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -15979,8 +16030,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16042,8 +16093,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -16142,8 +16193,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -16264,8 +16315,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -16384,8 +16435,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -16447,8 +16498,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -16510,8 +16561,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -16573,8 +16624,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -16694,7 +16745,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-16", + "cluster_id": "cluster-39895-17", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -16711,7 +16762,8 @@ "pull_request:45795", "pull_request:45899", "pull_request:45919", - "pull_request:45922" + "pull_request:45922", + "pull_request:45946" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -16727,222 +16779,241 @@ "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:45922", "pull_request:43823|pull_request:43995", - "pull_request:43995|pull_request:44827", "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", "pull_request:43995|pull_request:45899", + "pull_request:44827|pull_request:45946", "pull_request:44827|pull_request:45899", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:45795", - "pull_request:44827|pull_request:45655", "pull_request:45170|pull_request:45899", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", "pull_request:45213|pull_request:45899", + "pull_request:44827|pull_request:45655", "pull_request:45795|pull_request:45899", "pull_request:43823|pull_request:45795", - "pull_request:43823|pull_request:45899", + "pull_request:45899|pull_request:45946", "pull_request:44827|pull_request:45922", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "af2f0904a64ce2dc26a9c2c21b0005f744f9ca68188b0f15c767a557627b2eb6", + "prepared_review_unit_hash": "4f6f578a969fcd97bb2572e6ae954b0932385f7c4f9112b43707087e84aaefbb", "component_budget": { - "node_count": 16, - "item_count": 16, - "soft_pair_count": 29, - "serialized_chars": 46708, - "estimated_input_tokens": 11677, - "estimated_eval_tokens": 23610 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 30, + "serialized_chars": 49253, + "estimated_input_tokens": 12314, + "estimated_eval_tokens": 24884 }, "budget": { - "node_count": 16, - "item_count": 16, - "soft_pair_count": 29, - "serialized_chars": 46708, - "estimated_input_tokens": 11677, - "estimated_eval_tokens": 23610 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 30, + "serialized_chars": 49253, + "estimated_input_tokens": 12314, + "estimated_eval_tokens": 24884 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft duplicate pair looks real: the two `fixed_cross_entropy` PRs both patch the same loss-utils code path to forward `cross_entropy` kwargs. The rest are topical overlaps only and should stay separate; even the auto-marked Mistral4/continuous-batching pair is not a duplicate change.", - "confidence": 0.97, + "summary": "This cluster is dominated by unrelated Transformers maintenance, docs, and model-addition PRs. The only genuine duplicate-like pair is the two `fixed_cross_entropy` fixes (43251 and 43254), which address the same bug in the same code path; 43251 is a reasonable representative, not uniquely canonical.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate pair because it is the clearer, issue-linked implementation of the `fixed_cross_entropy` kwargs fix and directly subsumes the alternate wording/shape in 43254.", + "canonical_pr_reason": "PR 43251 is a reasonable representative of the shared `fixed_cross_entropy` bugfix because it explicitly targets issue 43240 and forwards kwargs into `nn.functional.cross_entropy`; PR 43254 makes the same underlying change in an equivalent form, so 43251 is not uniquely canonical.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest global PR candidate among the only true duplicate pair: it targets the exact same `loss_utils.fixed_cross_entropy` bug, has the explicit tracking issue link, and is the more complete version of the fix.", + "best_pr_reason": "PR 43251 is a solid representative for the cluster\u2019s only true duplicate pair since it fixes the concrete `fixed_cross_entropy` kwargs bug tied to issue 43240. That said, 43254 is essentially the same fix, so this is a representative choice rather than a uniquely best one.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features: VideoPrism model add vs Executorch dynamic-shape export test; no shared bug or mergeable code-path fix." + "reason": "VideoPrism model/docs addition vs ExecuTorch dynamic-shape export test; unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated areas: Mistral tokenizer method gap vs adding MobileLLM; not the same underlying change." + "reason": "Mistral tokenizer API fix vs new MobileLLM model implementation; different code paths." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix and Executorch export testing are unrelated." + "reason": "Tokenizer method addition vs export test; no shared underlying bug or change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes vs a new model add; same broad subsystem only, not a duplicate." + "reason": "Processor robustness refactor vs new MobileLLM model; unrelated work." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss function kwargs forwarding vs MobileLLM model addition; unrelated changes." + "reason": "Loss-function bug fix vs new model addition; not the same change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Same repo area is too broad; one is a loss utility fix, the other is Mistral4 test/model cleanup." + "reason": "`fixed_cross_entropy` kwargs fix vs Mistral4 test/model work; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:45919", "accept": false, - "reason": "Executorch dynamic export testing and Sapiens2 model integration are unrelated." + "reason": "ExecuTorch export test vs Sapiens2 model addition; different artifacts and code paths." }, { "left": "pull_request:43424", "right": "pull_request:45899", "accept": false, - "reason": "Model export tests vs continuous-batching docs; not the same code-path bug or change." + "reason": "Dynamic-shape export test vs continuous-batching docs update; not the same bug or change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test vs Mistral4 test/model changes; unrelated." + "reason": "Export test vs Falcon/Mistral4 refactoring and tests; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export test and MobileLLM model add are unrelated." + "reason": "Export test vs new MobileLLM model implementation; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs config-resolution fix; different problems." + "reason": "MobileLLM model addition vs config-resolution-order fix; different issues." }, { "left": "pull_request:43823", "right": "pull_request:45922", "accept": false, - "reason": "MobileLLM addition vs vision-model LRU leak fix; unrelated." + "reason": "New model addition vs vision-model memory leak fix; unrelated subsystems." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition vs Falcon output-interface refactor; not duplicates." + "reason": "MobileLLM addition vs Falcon output-interface refactor; not the same code-path problem." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and Mistral4 test fixes are separate model-specific changes." + "reason": "Falcon refactor vs model-creation skill/docs PR; unrelated." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs model-creation skill/content changes; unrelated." + "reason": "Falcon output-collection refactor vs Mistral4 test/model fixes; different changes." }, { "left": "pull_request:43995", "right": "pull_request:45899", "accept": false, - "reason": "Falcon model refactor vs docs for continuous batching; no common bug." + "reason": "Falcon model refactor vs continuous-batching docs; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45946", + "accept": false, + "reason": "Mistral4 test/model fix vs RF-DETR release-org/docs update; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45899", "accept": false, - "reason": "Reject despite similarity score: Mistral4 test/moe-related fix and a docs-only continuous-batching update are not the same underlying change." + "reason": "Mistral4 test/model work vs continuous-batching docs; no shared concrete bug." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs CLIP-like `layrnorm` typo rename; different fixes." + "reason": "Mistral4 test/model work vs CLIP-like layernorm rename cleanup; different fixes." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test work and docs for audio/video processors are unrelated." + "reason": "Mistral4 fixes vs audio/video processor docs additions; unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:45899", + "accept": false, + "reason": "CLIP-like layernorm rename fix vs continuous-batching docs; unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes vs config-resolution ordering fix; unrelated." + "reason": "Mistral4 fixes vs model-creation skill PR; unrelated." }, { - "left": "pull_request:45170", - "right": "pull_request:45899", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "Typos in CLIP-like model weights/names vs continuous-batching documentation; not duplicates." + "reason": "MobileLLM model PR vs model-creation skill PR; not the same artifact." }, { "left": "pull_request:45213", "right": "pull_request:45899", "accept": false, - "reason": "Model-creation skill scaffolding and decode-fast-path docs are unrelated documentation changes." + "reason": "Skill/documentation PR vs continuous-batching docs update; unrelated topics." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes vs config-resolution-order change in `modeling_utils`; different bugs." }, { "left": "pull_request:45795", "right": "pull_request:45899", "accept": false, - "reason": "Docs for audio/video processors vs docs for decode fast path; different documentation topics." + "reason": "Docs for audio/video processors vs docs for decode fast path; separate topics." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model addition vs docs for audio/video processors; unrelated." + "reason": "MobileLLM model addition vs processor docs additions; unrelated." }, { - "left": "pull_request:43823", - "right": "pull_request:45899", + "left": "pull_request:45899", + "right": "pull_request:45946", "accept": false, - "reason": "Model addition vs continuous-batching docs; not the same bug/change." + "reason": "Continuous-batching docs update vs RF-DETR release-org/docs update; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45922", "accept": false, - "reason": "Mistral4-related test/model changes and vision-model memory leak fixes are unrelated." + "reason": "Mistral4 test/model fixes vs vision-model LRU leak fixes; different code paths." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` code path in `loss_utils.py` by forwarding supported `cross_entropy` kwargs; they are mergeable variants of one change." + "reason": "Both PRs fix the same `fixed_cross_entropy` kwargs bug and both explicitly target issue 43240; they are direct variants of the same change." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 43251/43254, is supported by the shared file, shared issue target, and nearly identical `fixed_cross_entropy` kwargs-forwarding change. The rejected soft pairs are all reasonably treated as topical overlaps rather than mergeable same-bug fixes." + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but the PR ranking language is a bit too strong for the evidence. PRs 43251 and 43254 both explicitly target issue 43240 and both patch `fixed_cross_entropy`, so calling 43251 the \"most direct, minimal\" or \"clearest canonical duplicate\" overstates the distinction between them. A more conservative phrasing would treat 43251 as one reasonable representative of the same bugfix, not uniquely canonical." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16966,7 +17037,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "db75abc2b1ebd79d547896a66618db5e0da36a6a03de41b3196d75233dcaf8d1", + "prepared_review_unit_hash": "1fe460e518491a99854c211f8167d3193b1650b26771d2977068317dba890978", "component_budget": { "node_count": 2, "item_count": 2, @@ -16988,18 +17059,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two overlapping VibeVoice PRs, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 is a separate realtime extension with additional acoustic-tokenizer work and generation changes.", - "confidence": 0.91, + "summary": "Both PRs work in the same VibeVoice area, but they target different changes: #40546 is the initial VibeVoice implementation, while #42781 adds VibeVoice Realtime plus an acoustic tokenizer and generation updates. They share files because the second builds on the first, not because they fix the same concrete problem.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the better canonical PR because it is the earlier, broader base implementation of VibeVoice and is not marked draft, whereas #42781 is a later draft focused on realtime support.", + "canonical_pr_reason": "#40546 is the more canonical PR because it appears to introduce the base VibeVoice model support and documentation, which the later realtime work extends.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative of the cluster since it covers the core VibeVoice integration end-to-end and is the most complete single change set.", + "best_pr_reason": "#40546 is the best representative PR for the cluster since it is the foundational implementation rather than a follow-on variant with additional realtime/tokenizer changes.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice subsystem and several files, but #42781 is a distinct realtime follow-up with acoustic tokenizer and generation additions, not the same concrete bug or change as the base implementation in #40546." + "reason": "Do not merge: the overlap is mostly shared VibeVoice infrastructure, but #40546 adds the core model integration while #42781 adds a realtime extension and acoustic tokenizer changes. They are related, but not the same underlying fix/change and would not plausibly be merged as one PR." } ] }, @@ -17029,7 +17100,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "710d6384e8cb7d2a84e608a91af6f718517e507a399e14f68570a2057e2c9e56", + "prepared_review_unit_hash": "38bdc9e591b1e5e42418209f7e85e34d281cb381043beb880f88b0694867cbf4", "component_budget": { "node_count": 2, "item_count": 2, @@ -17051,18 +17122,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same underlying bug or change, so the soft duplicate edge should be rejected.", - "confidence": 0.99, + "summary": "The two pull requests address unrelated features in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear canonical PR: the PRs solve different problems in different code paths and are not mergeable into one duplicate representative.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because they are unrelated; if forced, 41224 is the more self-contained model-support addition, but it does not subsume 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different user-facing features; they are not plausibly mergeable into one PR or fixing the same problem." + "reason": "Different models and different functionality: TimesFM covariate regression/forecasting vs DINOv3 image classification. No shared concrete bug or change." } ] }, @@ -17157,7 +17228,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "e0a9be29b52dae121b769f75e3ba5fe63a50da1372ae399b34118856b56cc3d9", + "prepared_review_unit_hash": "b0e5f961307823a970acd695077a2f82f99ef40bc163e199da19f7da5a8cd9ce", "component_budget": { "node_count": 3, "item_count": 3, @@ -17179,24 +17250,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate pull requests adding different new models (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers registration/documentation boilerplate, but the underlying model codepaths and changes are distinct, so they should not be deduplicated.", - "confidence": 0.98, + "summary": "All three PRs are separate model-addition changes for different models, with overlapping boilerplate but no shared concrete bug or feature implementation.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the three PRs are for different model additions, not the same fix or feature.", + "canonical_pr_reason": "No canonical PR: PRs 41797, 45186, and 45630 add different models (DeepSeekOCR, Isaac, and Kimi2-6), so they are not duplicates of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the strongest representative of the cluster\u2019s general theme because it has the broadest model integration surface and highest discussion activity, but it is still not a duplicate of the others.", + "best_pr_reason": "If a representative PR is needed, 45630 is the strongest candidate because it has the broadest integration surface and highest review activity, but it is still a distinct model-addition PR rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and implementations (DeepSeek OCR vs Isaac); shared auto-registration/docs scaffolding is not enough to treat them as the same PR." + "reason": "Different model additions for different architectures; shared doc/auto-registration files are boilerplate and do not indicate the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Both are new-model additions, but they target different model families and codepaths, so they are not mergeable as one change." + "reason": "These add different models (Isaac vs Kimi2-6) with different codepaths and support files; overlap is only generic model-registration scaffolding." } ] }, @@ -17226,12 +17297,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4dd71bfb7fbc92e4201649551ef71c35acc0acedbe235991bf29fdac95630cf0", + "prepared_review_unit_hash": "edf568e347e3a48c28d585d94851e49a1a4094c2dfdf333182d4e00652007efd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17239,7 +17310,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17248,18 +17319,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two GitHub Actions maintenance PRs with overlapping workflow files, but they target different action families and upgrade goals rather than the same concrete change.", - "confidence": 0.91, + "summary": "Two open PRs both update GitHub Actions references, but they target different changes: one is a broad Node 24 compatibility sweep for workflow actions, the other upgrades docker/build-push-action in Docker image workflows. They overlap in area, not in the same concrete change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more clearly scoped compatibility update: it systematically bumps core GitHub Actions used across many workflows specifically for Node 24 compatibility.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative PR in this cluster because it has the clearer end goal and wider workflow coverage; PR 42976 is a narrower Docker action version bump with a different motivation.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow dependency bumps, but 42975 updates general GitHub Actions for Node 24 compatibility while 42976 upgrades docker/build-push-action to v6. They touch some same files, yet they are not the same underlying bug or change and would not naturally be one merged PR." + "reason": "Both touch GitHub Actions workflows, but they fix different things with different action families and scopes. They are not the same underlying bug/change and would not plausibly be merged as one PR." } ] }, @@ -17302,88 +17373,88 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "ba5126ed52a2293f9992d03ccb2c928563db694a5282b19e9c7e6a2c14717904", + "prepared_review_unit_hash": "2827de19146996a595db26198bc46cc0eef5a96204b309ad0b1f41e526295317", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23536, - "estimated_input_tokens": 5884, - "estimated_eval_tokens": 12024 + "serialized_chars": 23543, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23536, - "estimated_input_tokens": 5884, - "estimated_eval_tokens": 12024 + "serialized_chars": 23543, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a bundle of unrelated model-addition PRs plus one distributed-loading feature. None of the soft pairs look like the same underlying bug or change, so no duplicate merge is warranted.", - "confidence": 0.95, + "summary": "This cluster is heterogeneous: most items are unrelated model-addition PRs, and one is a distributed pipeline-parallel loading change. The soft-similarity links are driven by shared scaffolding files (docs/auto registries) rather than the same bug or feature.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR exists: the set spans distinct model families and one core-loading/distributed feature, so the PRs are not duplicates of one another.", + "canonical_pr_reason": "No single canonical PR: these PRs cover different models and one unrelated distributed-loading feature, so they are not duplicate variants of the same change.", "best_issue_reason": null, - "best_pr_reason": "45838 is the most substantial standalone PR in the set, but it still only covers PP-OCRv6 text recognition and is not a suitable duplicate target for the others.", + "best_pr_reason": "PR 45838 is the strongest standalone PR in the set, with the broadest implementation and highest discussion activity, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo: different model families and implementation paths, not the same change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs files are generic scaffolding, not the same fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA vs Molmo2: unrelated model additions despite both being model-support PRs." + "reason": "Different model additions: ViT NEPA vs Molmo2. They do not target the same code-path problem." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM: separate model integrations with different code paths." + "reason": "Different model additions: ViT NEPA vs CTSM. Similar framework plumbing does not make them duplicates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo vs Molmo2 are related by name, but they are different model families with different files and support code." + "reason": "Molmo and Molmo2 are related by name but are distinct model families with different files and APIs, so they are separate PRs." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM: different models and different integration work." + "reason": "Molmo and CTSM are unrelated model additions; shared registry/docs edits are not enough to merge them." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM: distinct model additions, not one concrete bug fix or merged feature." + "reason": "Molmo2 and CTSM are different model integrations with different implementations and tests." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 audio vs PP-OCRv6 text recognition: different modalities and unrelated code paths." + "reason": "Lfm2 audio model integration is unrelated to PP-OCRv6 text recognition; different feature areas and code paths." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel loading support is a core distributed feature, not the same change as PP-OCRv6 model support." + "reason": "Pipeline-parallel loading support is a distributed-runtime change, not a model integration like PP-OCRv6." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM vs PP-OCRv6 text recognition: separate model support PRs with no shared underlying defect." + "reason": "CTSM and PP-OCRv6 are distinct model additions with separate architectures, files, and tests." } ] }, @@ -17416,7 +17487,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "3ba77b1c7ab430500790280381aef8a238d1f48c224ea62ba4798ccdc8513333", + "prepared_review_unit_hash": "b70453f453129ab6e68b826ebb873264caaa11049f0a6c8dd33f5313bb127b2d", "component_budget": { "node_count": 3, "item_count": 3, @@ -17438,30 +17509,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three pull requests address different areas: Whisper tokenization/test cleanup, dummy failing test edits in CLIP/ViT, and an FP8 dequant/loading fix. None look like the same underlying bug or change.", + "summary": "These PRs are only superficially similar via broad \u2018fix\u2019/test language. 43291 is a Whisper decode/tokenization bugfix, 43665 is test-only noise with failing asserts, and 44815 is an FP8/dequantization change in a different subsystem. None should be clustered as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantive and coherent change set, centered on a specific FP8 dequant/loading fix with related implementation updates and tests.", + "canonical_pr_reason": "pull_request:43291 is the best canonical PR because it contains a coherent code fix in Whisper tokenization/decode behavior with matching test updates; the other PRs are either unrelated subsystem changes or not a real product fix.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative of the cluster because it fixes a concrete code-path problem rather than only touching tests or containing unrelated placeholder assertions.", + "best_pr_reason": "pull_request:43291 is the strongest representative of an actual fix. 43665 is not a substantive bugfix, and 44815 targets a different loading/FP8 path.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper decode/tokenization changes are unrelated to the CLIP/ViT test edits, which are just artificial failing assertions and do not indicate the same bug or fix." + "reason": "Different underlying changes: Whisper decode/tokenization bugfix vs. unrelated test-file edits with intentional failing asserts. They do not fix the same concrete issue and would not merge into one PR." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "One PR changes Whisper decoding behavior, the other changes FP8 model loading/dequantization; they target different subsystems and different concrete problems." + "reason": "Different code paths and subsystems: Whisper tokenizer decoding vs. core model loading / FP8 dequantization. The overlap is only the generic idea of \u2018fixing tests\u2019." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The CLIP/ViT PR is test-only with dummy assertions, while the FP8 PR is a real implementation fix in loading and quantization; they are not the same underlying change." + "reason": "No shared bug or change: one is test-only placeholder edits, the other is a substantial FP8/dequantization fix. Not the same underlying problem." } ] }, @@ -17491,7 +17562,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "4fab615df8dd06ef94b91f03115aa4ec43f0c2ba5000f1f9dbc88a9eef2a598a", + "prepared_review_unit_hash": "0d71b2f08021595da24543f78fce041e5b85b4a89674e339d03fc10e698897be", "component_budget": { "node_count": 2, "item_count": 2, @@ -17513,18 +17584,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated open PRs were loosely matched by a shared Vit test file, but they target different changes: one is a repo-bot/setup test artifact, the other rewrites CI/workflow and notification/testing utilities.", - "confidence": 0.96, + "summary": "Two synthetic \"don't merge\" pull requests are present, but they target different changes: one is a repo-bot/version-format check, the other rewires CI/workflow/testing utilities. The shared Vit test file looks incidental, not a sign of the same underlying fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43532 is the more substantive and representative PR in the cluster; it makes coordinated CI/workflow and testing-utility changes, while pull_request:43488 is an isolated bot-format/check PR.", + "canonical_pr_reason": "PR 43532 is the more representative cluster member because it contains the broader, substantive code/workflow change set; PR 43488 is a narrow repo-bot/version-format check.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43532 is the best anchor for this cluster because it has clearer functional scope and broader context; pull_request:43488 looks like a synthetic or repo-bot validation change.", + "best_pr_reason": "PR 43532 is the best representative PR for the cluster since it is the more complete and meaningful change, while 43488 is mostly a targeted formatting/check exercise.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: they do not fix the same concrete bug or implement the same change. 43488 is a setup/versioning and test-file bot-check PR; 43532 changes CI workflows, testing utils, and notification tooling. The shared Vit test file is incidental." + "reason": "Reject: these are different PRs with different goals and code paths. Shared Vit test filenames are incidental; one changes setup/version/deps, the other changes CI workflows and testing utilities." } ] }, @@ -17554,12 +17625,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "4646d7e840390abc41f537720c35e838081cf71b78aa1f49444c9c92f5d5fada", + "prepared_review_unit_hash": "56ea3bb1ebc8d2213504cb35ef9f1bc70d2e61d4ba108da549a7e95f27aeb627", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17567,7 +17638,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17576,18 +17647,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate feature PRs add different pipelines: promptable concept segmentation vs promptable visual segmentation. They share documentation and registry plumbing, but target different tasks/models and are not the same change.", - "confidence": 0.95, + "summary": "These are two separate feature PRs for different segmentation pipelines: promptable concept segmentation vs promptable visual segmentation. They share docs and pipeline scaffolding, but they do not fix the same concrete code-path problem and should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear canonical representative because these are distinct features rather than duplicates; both are viable independent additions with different scopes.", + "best_pr_reason": "PR 43613 is the more substantial standalone pipeline addition, with broader model/test coverage, but it is still a distinct feature from 43612 rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They add different pipelines with different task definitions and model integrations. Shared docs/registry edits are generic scaffolding, not evidence of the same underlying bug or mergeable duplicate PR." + "reason": "Different tasks and underlying functionality: concept segmentation vs visual segmentation. Shared infrastructure and similar filenames are not enough to treat them as the same change." } ] }, @@ -17617,7 +17688,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "42eb9a4ea899acd00ef2715b882f056f09abe33657837f184bce3fa932da1537", + "prepared_review_unit_hash": "b7c118e220f53486a20cb3ff8a439ec8a08e48587d81d83fb3dbb7393f0406bd", "component_budget": { "node_count": 2, "item_count": 2, @@ -17639,18 +17710,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two independent trainer.py PRs: one adds a hook for gradient-accumulation loss scaling, the other refactors signature-column discovery for column filtering/PEFT. They share a file but target different code paths and are not duplicates.", + "summary": "Two unrelated open Trainer PRs share only the same file: one changes gradient-accumulation loss scaling in training_step, the other refactors signature-column filtering for custom/PEFT trainers. They target different code paths and are not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete user-facing bug fix and the cleaner representative of this cluster, but it does not subsume the other PR.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43651 is the strongest standalone change in the set because it fixes loss-scaling behavior directly in training_step; however, it is still unrelated to #43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both edit Trainer internals, but one changes loss normalization in training_step while the other adds signature-column extraction for input filtering. Different behavior, different bug/change, not mergeable as one PR." + "reason": "Different functionality: #43651 changes gradient accumulation loss normalization, while #43663 adds an overridable helper for signature-column filtering. Same file only, not the same underlying fix." } ] }, @@ -17682,55 +17753,55 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "6d8593e608f3a6c3d530d12016fd06b1d4d74972eaefec745b1ceac4e1eb22ae", + "prepared_review_unit_hash": "161891150cdcd38989012f7a4669a3512ec5d85021040714e9e0e27ccab8d093", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PR 43836 and PR 43842 are tightly related alternative fixes for the same `serve.py` TypeAdapter/annotation NameError. PR 43656 is in the same area, but the evidence is weaker and does not support treating it as mergeable with 43842 as a single bugfix PR.", - "confidence": 0.72, + "summary": "All three PRs target the same serve.py import-time TypeAdapter/annotation NameError in the transformers CLI, with 43842 being the most focused fix. 43836 appears to bundle the same workaround into a broader serve.py cleanup/refactor, while 43656 is an earlier related annotation/future-import fix.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the best representative because it is the most direct and focused fix for the `serve.py` TypeAdapter NameError, with a small diff and a clear issue target.", + "canonical_pr_reason": "pull_request:43842 is the clearest, most targeted fix for the reported TypeAdapter NameError when pydantic is absent, with minimal scope and explicit issue linkage.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the strongest standalone representative of the cluster: it directly addresses the runtime annotation bug with the least extra scope.", + "best_pr_reason": "pull_request:43842 is the best representative of the cluster because it directly addresses the concrete failure mode with the smallest, most precise change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Same file and similar theme, but only soft filename/similarity evidence and a different issue target; not enough to conclude the two PRs fix the same concrete bug in a mergeable way." + "accept": true, + "reason": "Both are fixing the same import-time TypeAdapter/annotation NameError in src/transformers/cli/serve.py; 43842 is a narrower variant of the same underlying bug fix." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs target the same concrete `serve.py` TypeAdapter NameError and appear to be alternative implementations of the same underlying fix." + "reason": "Both target the same serve.py TypeAdapter NameError workaround and explicit shared issue; despite 43836 being broader, the core code-path problem appears the same." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the evidence. PR 43842 and 43836 clearly cluster around the same serve.py TypeAdapter issue, but PR 43656 only has soft filename/similarity evidence and a different issue target, so calling all three \"closely related fixes\" overstates the linkage. The 43656\u219443842 soft-edge accept is not conservative enough to support mergeability into a single bugfix PR." + "accept": true, + "feedback": "The cluster read is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and the titles/diffs support a shared import-time annotation/TypeAdapter NameError theme. The soft-edge accepts are also reasonably conservative because the changes are compatible and look like variants of the same fix rather than unrelated edits." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17853,8 +17924,8 @@ "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:44066|pull_request:44068", "pull_request:44019|pull_request:44722", "pull_request:44086|pull_request:44722", "pull_request:44019|pull_request:44085", @@ -17862,12 +17933,12 @@ "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", - "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", "pull_request:44018|pull_request:44086", "pull_request:44018|pull_request:44085", - "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", "pull_request:44098|pull_request:44101", @@ -17882,10 +17953,10 @@ "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44059|pull_request:44068", - "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", @@ -17901,8 +17972,8 @@ "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", - "pull_request:44071|pull_request:44129", "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", "pull_request:44010|pull_request:44018", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", @@ -17916,355 +17987,367 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "8b6fc44facde31f6140e8c5c7a6a6eef9d2538b445c0c30b50c4311b224e78d8", + "prepared_review_unit_hash": "e3a7e5a9bd5d78afc00931cf474a8df6ca3952a6a7e5ffbd6f8e847b6158adf8", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84892, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84885, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75089, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75080, + "estimated_input_tokens": 18770, + "estimated_eval_tokens": 37796 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a family of model-specific refactors for standardized output tracing tied to the same umbrella issue, but most items are not duplicates of each other because they touch different model code paths. The only clear duplicate group is the GPT-J/CodeGen lineage, plus a separate GPT-Neo pair.", - "confidence": 0.84, - "canonical_issue_reason": "The shared umbrella is tracking issue #43979, but no actual issue node is included in the supplied items.", - "canonical_pr_reason": "PR #44722 is the strongest representative of the duplicate GPT-J/CodeGen refactor line: it explicitly targets #43979 and overlaps the same GPT-J output-tracing change as the other GPT-J PRs.", - "best_issue_reason": "No issue artifact is present in the input, so there is no best issue to select from the cluster.", - "best_pr_reason": "PR #44722 is the best single PR to represent the cluster\u2019s duplicate core because it is the clearest GPT-J/CodeGen standardized-output-tracing implementation and overlaps the accepted duplicate pairings.", + "summary": "This cluster is mostly a collection of model-specific output-tracing refactors. The only clear duplicate subgroups are GPTJ/CodeGen (44066, 44085, 44722) and GPT-Neo (44018, 44068); the rest share the same refactor theme but target different model code paths.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative for the GPTJ/CodeGen subgroup because it is a later overlapping revision of the same standardized output-tracing change and touches the same GPTJ/CodeGen files as the earlier variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single representative of the GPTJ/CodeGen duplicate subgroup because it is a later overlapping revision of the same fix, rather than a broader or clearly subsuming rewrite.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue is not enough to call them duplicates." + "reason": "Different model families and code paths; only the output-tracing pattern is shared." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures and code paths; these are sibling refactors, not the same change." + "reason": "Different model families and implementations; same refactor theme, not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file and appear to implement the same underlying change." + "reason": "Same GPTJ output-tracing change on the same file; 44066 just bundles an extra CodeGen edit, so they look like overlapping versions of one fix." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet/RT-DETR vs EfficientNet; same issue target only indicates a shared refactor theme." + "reason": "Both are standardized output-tracing refactors, but for different model backends and code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated concrete code paths; not the same bug/change." + "reason": "Different model families and concrete changes; sharing the tracking theme is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; different model implementations." + "reason": "Different model families and code paths; not the same concrete fix." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTaV2 are different code paths; only the same tracking issue is shared." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations of the tracing refactor." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; different model code and different change scope." + "reason": "Different models and code paths; only a broad refactor pattern is shared." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; same refactor pattern, but not the same concrete implementation." + "reason": "GPTJ/CodeGen versus MPT; not the same underlying bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both PRs refactor GPT-Neo output tracing in the same file and appear to address the same change." + "reason": "Both are GPT-Neo output-tracing refactors on the same file and look like overlapping versions of the same change." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + "reason": "GPT-Neo versus GPTJ/CodeGen; same architectural idea, but different concrete code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "Different models (GPT-Neo vs GPT-J/CodeGen); similar refactor theme only." + "reason": "GPTJ/CodeGen versus GPT-Neo; same refactor theme, different model-specific fix." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J output tracing are unrelated concrete code paths." + "reason": "ResNet output tracing and GPTJ/CodeGen output tracing are unrelated concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are unrelated model changes." + "reason": "MGP-STR versus GPTJ/CodeGen; different models and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; not the same underlying bug or change." + "reason": "Different model families; the similarity is only at the refactor pattern level." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model families with different implementations." + "reason": "GPT-Neo and ResNet are separate model implementations with different behavior changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; same refactor pattern, but not the same code-path problem." + "reason": "ResNet versus MPT; not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated concrete changes." + "reason": "GPT-Neo versus Flaubert/XLM; similar tracing refactor, but different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo versus Flaubert; no shared concrete bug/change." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT and GPT-J are different implementations." + "reason": "GPT-Neo versus GPTJ/CodeGen; not the same model-specific fix." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model changes." + "reason": "GPT2 versus MGP-STR; only the output-tracing pattern is shared." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J versus MGP-STR; same issue family is not enough." + "reason": "GPTJ versus MGP-STR; not the same concrete bug/change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; unrelated model code paths." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 output tracing and GPT-J output tracing are separate code paths." + "reason": "GPT2 and GPTJ/CodeGen are separate model families; not the same fix." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo versus MPT; similar decorator migration, but not the same PR-worthy change." + "reason": "GPT-Neo and MPT are different concrete implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different model implementations." + "reason": "SegFormer and LongT5 are unrelated model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J are unrelated concrete changes." + "reason": "Same refactor theme, but different models and underlying changes." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are different code paths." + "reason": "SegFormer and VisualBert are different model families with separate fixes." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo versus MPT; not the same underlying bug or change." + "reason": "RegNet versus VisualBert; not the same change." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and MGP-STR are different model-specific refactors." + "reason": "VisualBert versus Flaubert/XLM; different model-specific fixes." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBert are different implementations; only the output-tracing theme matches." + "reason": "MPNet and LongT5 are different code paths; similarity is only in the refactor pattern." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are unrelated concrete code paths." + "reason": "RegNet and SegFormer are separate model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different model families." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are unrelated model changes." + "reason": "RegNet and MPNet are unrelated concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different code paths." + "reason": "MPT and ImageGPT are different model families with different output-tracing code." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are separate model implementations." + "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." }, { - "left": "pull_request:44056", + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 versus GPT-Neo; same broad idea, but not the same bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; no shared concrete fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44018", + "accept": false, + "reason": "GPT2 and GPT-Neo are separate implementations." + }, + { + "left": "pull_request:44071", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different concrete changes." + "reason": "MPT and LongT5 are unrelated model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are not the same underlying bug/change." + "reason": "RegNet and LongT5 are separate changes." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different model paths." + "reason": "TextNet and LongT5 are unrelated concrete fixes." }, { "left": "pull_request:44018", - "right": "pull_request:44161", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and LongT5 are separate changes." + "reason": "GPT-Neo and SpeechT5 are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet versus MPT; similar refactor style only." + "reason": "SqueezeBert and VisualBert are different implementations, not one duplicate fix." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model implementations." + "reason": "RegNet and TextNet are unrelated model-specific changes." }, { - "left": "pull_request:44018", + "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "GPT-Neo and DeBERTaV2 are different code paths." + "reason": "SqueezeBert and DeBERTaV2 are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and TextNet are unrelated concrete changes." + "reason": "DeBERTaV2 and TextNet are distinct code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "These overlap on the same GPT-J/CodeGen output-tracing refactor and could be merged into one PR." + "reason": "Same GPTJ/CodeGen output-tracing change; 44722 is a later overlapping revision of that fix." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors for the same file and same code path." + "reason": "Both are GPTJ output-tracing refactors on the same code path and look like overlapping versions of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "GPTJ and SpeechT5 are unrelated models and code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR; shared tracking issue only." + "reason": "Different models and different concrete output-tracing implementations." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are different code paths." + "reason": "FNet/CVT versus SpeechT5; same theme, different fixes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are unrelated concrete changes." + "reason": "DeBERTaV2 and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and VITS are different model-specific refactors." + "reason": "DeBERTaV2 and VITS are different model code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about overlap. The issue-node absence is correctly noted, the representative PR choice is supported by the shared #43979 target and filename overlap, and the accepted soft-edge pairs are the ones that look plausibly mergeable into single bugfix PRs. No overstatement stands out." + "accept": false, + "feedback": "The overall cluster summary is mostly grounded, but the representative-selection reasons overstate the evidence. In particular, calling PR 44722 the \"latest, broadest revision\" and saying it \"subsumes\" earlier GPTJ-only variants is stronger than what the packet shows; 44066 already also touches GPTJ/CodeGen, so broadness/subsumption is not clearly established. Please weaken those claims to something like \"later overlapping revision\". The soft-edge accepts/rejects are otherwise conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18299,70 +18382,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "e5a053f6e0363bbf917bc8864c90047790af63305022737405b52a19410cc8ba", + "prepared_review_unit_hash": "02950f84b44dcb72788745ae241cc57238681725bb8f6e6eaeddd9b7fed5c5eb", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84892, - "estimated_input_tokens": 21223, - "estimated_eval_tokens": 42702 + "serialized_chars": 84885, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific PRs applying the same output-tracing refactor pattern, but they touch different architectures and code paths, so they are related rather than duplicates. No issue artifacts are present.", - "confidence": 0.93, + "summary": "This cluster is a set of unrelated model-specific PRs that all apply the same framework-level output-tracing refactor pattern, but each targets a different model implementation. There is no issue artifact here, and none of the PRs are close enough to be duplicates of one another under a strict mergeability standard.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a clean, representative example of the shared refactor pattern: it explicitly updates VisualBert to use capture_outputs and can_return_tuple, with a concrete _can_record_outputs mapping and a clear title.", + "canonical_pr_reason": "PR 44129 is the best canonical representative: it is clearly scoped, has an explicit issue target, and the diff shows a concrete output-tracing refactor in SpeechT5 rather than a vague title. It is the most fully specified example in the set.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best representative PR because its intent is explicit, the diff is straightforward, and it shows the standardized output-capture pattern without being muddied by a broader or less focused change.", + "best_pr_reason": "PR 44129 is the strongest exemplar for the cluster because it has the clearest linkage to a tracked issue and a substantive, model-specific implementation of the standardized output-capture refactor. It is more explicit than the other PRs while still fitting the shared theme.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they target different model implementations (FocalNet vs ImageGPT) and different internal code paths; they are not the same bug/change and would not plausibly be merged as one PR." + "reason": "Both are output-tracing refactors, but they touch different models and different concrete code paths (FocalNet vs ImageGPT). They are similar in theme, not the same underlying change, so they should not be merged as duplicates." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model families with distinct forward/output logic; this is the same refactor theme, not a duplicate change to one underlying code path." + "reason": "VisualBert and TextNet are separate implementations with distinct forward/output logic. The common refactor pattern is too broad to treat as one duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert changes are model-local output-capture migrations in different files and layers; they share a pattern but not the same concrete fix." + "reason": "MPNet and VisualBert are different model code paths; this is a shared refactoring approach, not the same bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model implementations; the diffs reflect separate refactors for different output flows, so they are not duplicates." + "reason": "These PRs both modernize outputs, but in different models with different internal hooks and forward signatures. They are not mergeable as one concrete fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different architectures with different forward signatures and output handling; this is a common migration pattern, not one mergeable PR." + "reason": "RegNet and SqueezeBert are unrelated model implementations. The overlap is only the standardized output-capture migration theme, which is too broad for duplicate triage." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 modify distinct model code paths; despite similar standardized-output wording, they are separate model-specific changes and should not be merged as duplicates." + "reason": "SqueezeBert and SpeechT5 modify different model paths and have different output-capture details. Same general refactor family, but not the same underlying PR change." } ] }, @@ -18442,274 +18525,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "96c555c75dcce874e6ef223138a310546f06a74b0299118b13fe8935cd5bedea", + "prepared_review_unit_hash": "24ad967d8b82c6e201ed9c6fc6a9a47012286064178fff46812984f9e4d30c1e", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all model-specific output-tracing refactors across different architectures. They share a theme and wording, but they are not the same underlying change or bug fix.", - "confidence": 0.96, + "summary": "All items are separate model-specific refactors to output tracing/can_return_tuple, not duplicates of one another. They share a pattern but target different architectures and code paths, so the cluster is only loosely related.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative because it is a substantive multi-file output-tracing refactor in closely related model implementations, not just a tiny wrapper tweak.", + "canonical_pr_reason": "PR 44003 is the most representative exemplar in the set: it is the largest change, touches two closely related Mamba-family files, and shows the common output-tracing refactor pattern more fully than the single-model PRs.", "best_issue_reason": null, - "best_pr_reason": "If one PR has to stand in for the cluster, 44003 is the most representative and substantive example of the shared refactor pattern.", + "best_pr_reason": "PR 44003 is the best single representative for this cluster because it has the broadest scope and strongest evidence of the shared refactor style, while still being concrete and self-contained.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and code paths; same broad refactor theme only." + "reason": "Both are output-tracing refactors, but for different models (timm_backbone vs upernet) and different forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and forward paths; not the same concrete change." + "reason": "Different model families and code paths; only the refactor pattern is shared." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; similar output-tracing cleanup only." + "reason": "timm_backbone and univnet are unrelated model implementations, so this is not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; only the refactor style matches." + "reason": "These touch different architectures; 44003 is Mamba/FalconMamba, not the timm_backbone tracing path." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models and internal mechanisms; not one mergeable duplicate fix." + "reason": "Unrelated models and code paths; same refactor theme is not enough to merge." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models; both touch output handling, but not the same underlying change." + "reason": "MobileNetV1 and UnivNet are distinct model families with separate tracing changes." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and forward logic; too broad to treat as duplicates." + "reason": "Different model code paths; both are tracing refactors but not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families/files; same refactor pattern, not the same bug/change." + "reason": "MobileNetV1 vs DepthAnything are unrelated; the similar decorator/import changes are superficial." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different code paths and wrappers; only the general output-tracing theme overlaps." + "reason": "MobileNetV1 and VisionEncoderDecoder solve different forward-signature refactors in different subsystems." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different seq2seq wrapper/model; not the same concrete fix." + "reason": "Different model families and output handling changes; not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different modalities and model internals; similar cleanup theme only." + "reason": "Vision-text dual encoder and UnivNet are unrelated model paths despite similar refactor mechanics." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; both are refactors, not the same change." + "reason": "Different architectures and forward implementations; no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and implementations; no shared concrete bug." + "reason": "CLIP-like dual encoder vs Mamba-family stateful models are unrelated changes." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; same high-level refactor idea only." + "reason": "Different model families; same output-tracing cleanup is not enough to treat as duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models and output paths; not mergeable as one duplicate fix." + "reason": "UnivNet and UperNet are unrelated model paths with separate changes to forwarding/output typing." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and code paths; only the refactor theme is shared." + "reason": "Different concrete code paths in different architectures; not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; output-tracing cleanup alone is not enough." + "reason": "UnivNet vs DepthAnything are unrelated refactors." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations and mechanisms; not the same underlying change." + "reason": "UperNet and RWKV are different subsystems; similar tracing pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures/code paths; too broad to be duplicates." + "reason": "UperNet segmentation code and Mamba sequence-model code paths are unrelated." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families and refactor targets; only a thematic overlap." + "reason": "Mamba/FalconMamba stateful tracing changes and SuperPoint feature extraction are different code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different code paths and model types; not the same concrete fix." + "reason": "Mamba-family refactor is unrelated to CodeGen attention/cache signature cleanup." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and implementations; same refactor naming only." + "reason": "TimmBackbone and CodeGen are unrelated models; the overlap is only in output-tracing refactor style." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model internals; not the same change despite similar cleanup." + "reason": "UnivNet and CodeGen change different forward signatures and return handling in unrelated models." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different code paths and model types; same broad theme only." + "reason": "UperNet and CodeGen are unrelated architectures; not the same concrete bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are separate code paths; do not merge just because both refactor outputs." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and files; similar output-tracing refactor only." + "reason": "DepthAnything and VisionEncoderDecoder are unrelated model families with different tracing changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrappers; not the same concrete fix." + "reason": "DepthAnything and SpeechEncoderDecoder are different code paths; similarity is only in pattern." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and implementations; too broad to merge as duplicates." + "reason": "DepthAnything and SuperPoint are unrelated models, so this is not one shared fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and tracing mechanisms; same theme only." + "reason": "DepthAnything and RWKV address different forward/output handling in different architectures." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models/files; not one underlying bug or change." + "reason": "DepthAnything and DPR are unrelated model implementations with separate refactors." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths; not a duplicate fix." + "reason": "VisionEncoderDecoder and RWKV are unrelated model families and code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder variants; same refactor style only." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different encoder-decoder wrappers, but not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations and targets; not the same change." + "reason": "Different models and forward logic; same tracing refactor pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and model types; only broadly related." + "reason": "VisionEncoderDecoder and DPR are unrelated subsystems with distinct output handling." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models and forward logic; not the same concrete bug/change." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and tracing implementations; same theme only." + "reason": "SpeechEncoderDecoder and RWKV are different model families and cannot be merged as one fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families/files; not mergeable as a single fix." + "reason": "SpeechEncoderDecoder and DPR are unrelated refactors." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model types and output paths; only the high-level theme matches." + "reason": "SuperPoint and RWKV are unrelated models; no shared concrete bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and architectures; not the same underlying change." + "reason": "SuperPoint and DPR are separate implementations with different output-tracing changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models and implementations; similar cleanup theme only." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model architectures and forward code; not the same concrete refactor." + "reason": "RWKV and DPR are unrelated code paths; the commonality is only the refactor style." } ] }, @@ -18742,52 +18825,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "690291aa65ab54b5148265a7729a0be619ea4db265b44d5d831249e6f00af755", + "prepared_review_unit_hash": "955779ca1b2881d208a9f03ebb43af7ac4e5d6a8899ec849a2d2eebf8535a607", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate auto-registration/docs changes, but not the same underlying change or code path.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share expected Transformers boilerplate, but they do not describe the same bug or change, so none should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45075 is the most representative PR in this cluster because it is a full model addition with substantial implementation/tests and the clearest standalone scope, plus it has the strongest review activity and explicit model-specific content.", + "canonical_pr_reason": "No canonical PR as a duplicate target: the PRs implement different models and distinct code paths, with only framework-level files in common.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45075 is the best PR candidate overall as a concrete, well-scoped model implementation; it is more mature than the draft Voxtral PR and more substantial than the other add-model PR in this set.", + "best_pr_reason": "PR 45075 (DeepSeek-OCR-2) is the strongest standalone candidate: it is non-draft, has the highest activity, includes a converter plus model/image/processor code and tests, and appears the most complete of the three.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. The overlap is only generic Transformers registration/docs plumbing, not the same bug or change." + "reason": "Different model integrations (PenguinVL vs Voxtral TTS). Shared auto-registration and docs scaffolding are generic boilerplate, not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model additions with distinct implementations and tests. Shared files are boilerplate auto-mapping/docs updates, which is not enough to treat them as duplicates." + "reason": "Different models and different implementations; overlap is only in Transformers registry/docs files and does not indicate one duplicate bug or mergeable PR." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations. They may both add model registry entries, but they do not fix or implement the same concrete code path." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions with distinct converters, model classes, and test suites, so they are not duplicate fixes or changes." } ] }, @@ -18817,7 +18900,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "09654674b28b64ab18e7f99be4f9e2e19c63e70d68922ac80540f76d01078111", + "prepared_review_unit_hash": "954038e39e1ace3a8515ad4186ac8db6363ec5e73711abea715f9a187750a0b5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18839,18 +18922,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one introduces a general Module Fusion API, the other wires up n-to-1 kernel fusion through KernelConfig and model-loading/integration code. They share a broad fusion theme but not the same concrete change.", - "confidence": 0.86, + "summary": "These are related kernel/module fusion efforts, but they target different layers and are not the same concrete change. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing change: it threads KernelConfig through loading/integration paths and includes a working example. PR #44979 is more of a foundational API scaffold for module fusion.", + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature: it wires n-to-1 kernel fusion through `KernelConfig`, model loading, and integrations. PR #44979 is a lower-level API foundation, but it is broader and less directly representative of the cluster\u2019s user-facing functionality.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest representative of the cluster because it implements an actual fusion workflow in existing code paths, whereas PR #44979 is a separate API addition with different scope.", + "best_pr_reason": "PR #45363 is the best representative because it shows the full applied fusion workflow and touches the actual loading/integration path, whereas PR #44979 is mainly the underlying `Module Fusion API` scaffold.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They are both about fusion, but not the same underlying change. #44979 adds a standalone Module Fusion API and new module_fusion.py infrastructure; #45363 implements n-to-1 kernel fusion via KernelConfig and integration/model-loading changes. Different scope and not plausibly one merged PR." + "reason": "They are related but not the same bug/change: #44979 introduces a generic module fusion API, while #45363 implements n-to-1 kernel fusion via `KernelConfig` and integration plumbing. They could coexist, not be merged as duplicates." } ] }, @@ -18880,7 +18963,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "b523f4a5d92be7c76d362547034c154cda830af26372b30f096ca8c65c89f31e", + "prepared_review_unit_hash": "34359c38deba4ec3ba7c8f25380031908dce086b7132f72e9328f1a4b0b93e89", "component_budget": { "node_count": 2, "item_count": 2, @@ -18902,18 +18985,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch in the same file and fix the same AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 appears to be the more complete version because it adds tests.", - "confidence": 0.98, + "summary": "Both pull requests address the same Mistral regex AttributeError fix in the same code path, with 45317 appearing to be the more complete follow-up because it adds tests. They are close enough to be treated as duplicate/linked implementations of the same change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical representative because it covers the same fix as 45086 but also includes test coverage and more complete discussion/context.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it targets the same bug fix as 45086 but is more complete: same code change plus test coverage and clearer problem statement.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall PR choice because it is the more mature and complete implementation of the same underlying fix.", + "best_pr_reason": "PR 45317 is the best overall representative because it fixes the concrete AttributeError in _patch_mistral_regex and includes validation coverage, making it the most merge-ready version of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same code path, same file, same explicit issue target, and the diff shows the same AttributeError fix; the second PR is essentially a fuller version of the first with tests." + "reason": "Same underlying bug and same fix in the same file, both explicitly target issue 45081; 45317 is a fuller version of 45086 rather than a different change." } ] }, @@ -18943,7 +19026,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "118603767b7a1dc45ad449ee0fc98e9b4887ab50041ae1006db79778bccbc562", + "prepared_review_unit_hash": "1b4d616a0b5d0fe1dd815be5471d9041f71708416233eb234b900d0ca874469a", "component_budget": { "node_count": 2, "item_count": 2, @@ -18965,18 +19048,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to NemotronH but they are not duplicates: one refactors conversion/inheritance for NemotronH weights, while the other splits NemotronH into dense/sparse variants and updates docs, auto-mapping, and tests.", + "summary": "Two open PRs touch NemotronH internals, but they address different changes: one is a conversion/refactor to inherit GraniteMoeHybrid-compatible naming and auto/model wiring, while the other splits NemotronH into dense/sparse variants with docs and tests. They are related but not duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader end-state change: it introduces the dense/sparse model split plus docs and auto-mapping updates, while #45115 is a narrower conversion/inheritance refactor that appears preparatory rather than the same change.", + "canonical_pr_reason": "PR 45569 is the broader, more complete model-family change: it introduces the dense/sparse NemotronH variants, updates docs/auto mappings, and includes the model/test wiring needed for the split.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it makes the main user-visible architecture/modeling change and touches the core model/package wiring; #45115 is a smaller supporting conversion-mapping refactor.", + "best_pr_reason": "PR 45569 is the best representative of the cluster because it captures the main user-visible architectural change, whereas PR 45115 is a narrower conversion/mapping refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but different concrete changes: #45115 focuses on conversion mapping and inheritance refactoring, while #45569 splits the model into dense/sparse variants with docs/tests and auto-model updates. They would not plausibly be merged as one duplicate PR." + "reason": "Not the same concrete fix. 45115 is about checkpoint conversion and refactoring NemotronH to GraniteMoeHybrid-style key/model inheritance; 45569 is about splitting NemotronH into dense/sparse model variants and updating docs/tests. Shared files reflect the same subsystem, but the code-path changes are different and would not naturally be merged as one PR." } ] }, @@ -19006,7 +19089,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "08a554b90bcc02289d2545b115d955d0509f69946005f23be305e8023dd97d56", + "prepared_review_unit_hash": "695b58262f5594c6fdcdb4f224fb398bb46d47b1c152853919cd567f2deb05f1", "component_budget": { "node_count": 2, "item_count": 2, @@ -19028,18 +19111,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related, but they are not the same change: #45332 adds broader heterogeneous model support in modeling/cache code, while #45333 focuses on heterogeneous configuration plumbing. They share some files and likely build on the same new heterogeneity framework, but they do not look mergeable as a single duplicate fix.", - "confidence": 0.86, + "summary": "These are related but not duplicates: one PR adds per-layer heterogeneous config support, while the other adds broader heterogeneous modeling support that builds on it. They share infrastructure, but they do not fix the same concrete change and would not be merged as one PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the broader umbrella PR and better represents the shared heterogeneity initiative; it touches both config and modeling/cache code, while #45333 is narrower and primarily config-focused.", + "canonical_pr_reason": "PR #45332 is the broader, more representative umbrella change: it introduces heterogeneous model behavior and also touches the config/cache/modeling plumbing needed to use per-layer settings end to end.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the best representative PR for the cluster because it covers the larger end-to-end heterogeneous model support change and is the more complete change set.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the larger concrete code-path change and includes the downstream modeling work, whereas #45333 is a narrower config-only subset.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work in the same subsystem, but not the same concrete bug/change. #45332 adds heterogeneous modeling/cache behavior, while #45333 adds heterogeneous config support; they are complementary rather than duplicates and would not be merged as one PR." + "reason": "Related infrastructure, but not the same underlying bug/change: #45333 adds per-layer config support, while #45332 adds heterogeneous model behavior and cache/model integration. They are complementary rather than duplicate PRs." } ] }, @@ -19069,7 +19152,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c9e4b877a6ab36321c3decc76d8a758447ecc92dcbb48ed8534dfab7d3e0646d", + "prepared_review_unit_hash": "543745804729e37a6409cf51e5839987e53cedfc638964315689529b372104b4", "component_budget": { "node_count": 2, "item_count": 2, @@ -19091,18 +19174,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other adds specific typing helpers and adjustments for modeling/utils integrations. They do not look like the same underlying change, so this is not a duplicate pair.", - "confidence": 0.88, + "summary": "Both items are typing-related PRs, but they address different changes: one is a broad type-checking sweep across many transformer modules, while the other adds typing helpers/protocols centered on `_typing.py`, `modeling_utils`, and related integrations. They are related in theme, but not the same underlying change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change, with a narrower code surface and clearer concrete purpose than the broad type-checking sweep in 45415.", + "canonical_pr_reason": "PR 45415 is the broader, more representative typing cleanup across many files and the repo-wide type-checking config; it best captures the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative of this cluster because it targets a specific typing integration change rather than a wide, mixed-scope type-checking pass.", + "best_pr_reason": "PR 45415 is the strongest cluster representative because it touches many transformer modules and establishes the broader type-checking pass, whereas PR 45425 is a narrower typing-infrastructure follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-oriented, but 45415 is a broad type-checking sweep across many files while 45425 adds specific typing aliases/helpers for modeling and PEFT-related integrations. Different underlying changes, not one mergeable duplicate PR." + "reason": "Both are about typing, but they are not the same concrete fix. 45415 is a broad type-checking sweep across many files; 45425 adds typing aliases/protocols and related adjustments in `_typing.py`/`modeling_utils`. They could not realistically be merged as one duplicate PR." } ] }, @@ -19141,70 +19224,70 @@ "pull_request:45858|pull_request:45926", "pull_request:45890|pull_request:45926" ], - "prepared_review_unit_hash": "8fac0426666991214e61c78c67a1a4f72c31b05bf283a3c0a18dcd913191d8dd", + "prepared_review_unit_hash": "d604d280d3d8335750c08249e8c192092a63549c6f2574fbce0aaf20b64894fb", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14707, - "estimated_input_tokens": 3677, - "estimated_eval_tokens": 7610 + "serialized_chars": 14704, + "estimated_input_tokens": 3676, + "estimated_eval_tokens": 7608 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14707, - "estimated_input_tokens": 3677, - "estimated_eval_tokens": 7610 + "serialized_chars": 14704, + "estimated_input_tokens": 3676, + "estimated_eval_tokens": 7608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is only loosely related by theme (model-parallel/XPU-related work) but the PRs target different models and different concrete changes, so they are not duplicates.", - "confidence": 0.92, + "summary": "These PRs fall into two loose themes: model-parallel/device-placement fixes in model code, and XPU expectation updates in tests. Despite superficial similarity, they target different models and different code paths, so they should not be deduplicated together.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the strongest representative because it contains an actual code-path fix for model-parallel device placement and spans multiple related model implementations, making it the broadest substantive change in the set.", + "canonical_pr_reason": "PR 45817 is the strongest representative of the cluster because it makes concrete runtime fixes in model code for Gemma4 model-parallel behavior, including no-split-module registration and device-aware masking logic.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the best standalone PR in this cluster: it fixes a real parallelism bug in model code rather than only updating tests, and it has the clearest general utility across affected models.", + "best_pr_reason": "PR 45817 is the best single PR to anchor the cluster because it addresses an actual model-parallel bug in implementation code, rather than only updating test expectations, and the fix is clearly tied to a concrete execution path.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel fixes, but they affect different models and different mechanisms: AltCLIP/ChineseCLIP device placement vs. DeiMV2 wrapper _no_split_modules propagation. Not the same underlying bug or mergeable as one PR." + "reason": "Both are model-parallel themed, but they fix different models (AltCLIP/ChineseCLIP vs Deimv2) with different placement logic; not the same underlying bug." }, { "left": "pull_request:45487", "right": "pull_request:45926", "accept": false, - "reason": "These are XPU expectation/test updates for a different model family, not the same code-path bug as AltCLIP/ChineseCLIP model-parallel handling." + "reason": "45487 is a runtime model-parallel fix, while 45926 only adds XPU test expectations for HyperCLOVAX; different artifact types and different models." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Gemma4 and DeiMV2 fix different model-parallel failure modes in different architectures; they share a theme but not a single underlying defect." + "reason": "Both touch model-parallel handling, but Gemma4 vs Deimv2 have distinct code paths and fixes; too broad to treat as one bug." }, { "left": "pull_request:45858", "right": "pull_request:45890", "accept": false, - "reason": "Both only add XPU expectations, but for different models and tests. They are similar maintenance, not the same bug or change." + "reason": "Both are XPU expectation updates, but for different model test suites (HY-V3 vs Exaone4_5); they are not the same concrete change." }, { "left": "pull_request:45858", "right": "pull_request:45926", "accept": false, - "reason": "Different model test expectation updates for XPU; no shared concrete defect or code path." + "reason": "These are both test-only XPU expectation additions, but they target different models and different expected outputs, so they are not duplicates." }, { "left": "pull_request:45890", "right": "pull_request:45926", "accept": false, - "reason": "Different model-specific XPU expectation updates. Similar category, but not the same underlying issue or change." + "reason": "Same broad XPU-test theme, but different model families and different test files; no shared underlying bug or mergeable single PR." } ] }, @@ -19234,7 +19317,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "2549a3a3bd44ae843d1ea92294f522ad490288030a93e785b7f3c7db0754c64b", + "prepared_review_unit_hash": "c1f3df7b084c022ca74d3b7cc8a6a2de7d35ce15074cd1327030b4afaf14f9f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -19256,18 +19339,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading, but they fix different bugs on different code paths: 45548 preserves distributed_config/has_ep for ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during FSDP2 loading. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "Both PRs are about expert parallelism, but they fix different failure modes: #45548 addresses EP + DeepSpeed ZeRO-3 loading/serialization, while #45662 addresses EP + FSDP2 experts being overwritten by rank-0 broadcast. They share subsystem context, not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: #45548 is a loading/config-serialization fix, while #45662 is a separate distributed sharding/broadcast fix. If forced to pick one representative, #45548 is the more self-contained loading-path change.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the more concrete fix for a single loading bug, but it is still not a duplicate of 45548; the two PRs address different failure modes and should remain separate.", + "best_pr_reason": "#45548 is the better representative for the cluster because it is a narrower, concrete fix in the model-loading path; #45662 targets a different distributed execution bug and should not be merged with it.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs: 45548 adds distributed_config serialization and a has_ep helper for EP/ZeRO-3 loading, while 45662 wraps sharded parameters to stop rank-0 broadcast from overwriting experts under FSDP2. Same subsystem, not the same fixable code-path problem." + "reason": "They are EP-related but not the same bug: one fixes accelerate/ZeRO-3 loading and config handling, the other fixes FSDP2 post-shard behavior and rank-0 broadcast overwriting experts. Different code paths and different failure modes." } ] }, @@ -19297,12 +19380,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "77ccd069436285010762120f5dcdadb0c9efd26d23c40e1edd38b56a0053b148", + "prepared_review_unit_hash": "2f72fb1efb0dd3cfbfd511f50ed41ebb8cebbca7855973d04681a5a1454c7c68", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19310,7 +19393,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19319,18 +19402,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist collision problem around captured_info debug artifacts. PR #45639 fixes the write path in `testing_utils.py`; PR #45645 includes that change and also updates CI/workflow handling to read multiple per-worker files, making it the more complete representative of the cluster.", - "confidence": 0.89, + "summary": "These two PRs address the same xdist/captured_info collision problem. PR 45645 is the broader, more complete fix and subsumes the narrower testing_utils-only change in 45639.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it subsumes the core xdist-safe logging fix and adds the workflow-side handling needed to preserve and aggregate the resulting artifacts.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe logging fix plus the CI workflow update needed to read multiple captured_info files, making it the more complete end-to-end solution.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 best represents the cluster since it addresses the same underlying bug with a broader, more end-to-end fix across code and CI.", + "best_pr_reason": "PR 45645 is the best PR for the cluster because it covers the shared bug fix in src/transformers/testing_utils.py and also updates the CI artifact collection path that depends on that change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete captured_info xdist collision; #45645 is a superset of #45639 with the same core path change plus CI artifact collection." + "reason": "Same underlying captured_info xdist collision fix; 45645 appears to subsume 45639 and adds the complementary workflow handling for split artifact files." } ] }, @@ -19481,48 +19564,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45861-2", + "cluster_id": "cluster-45851-2", "nodes": [ - "pull_request:45861", - "pull_request:45903" + "pull_request:45851", + "pull_request:45947" ], "soft_pairs": [ - "pull_request:45861|pull_request:45903" + "pull_request:45851|pull_request:45947" ], - "prepared_review_unit_hash": "447ff4e1340e7a8be134e87629da48806b81c67a5186c46881caa01119fc6acf", + "prepared_review_unit_hash": "019addd570fb95136768eab699dc505066bdeff479feaf177a310d3d4eb6bf0e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5410, - "estimated_input_tokens": 1353, - "estimated_eval_tokens": 2962 + "serialized_chars": 4105, + "estimated_input_tokens": 1027, + "estimated_eval_tokens": 2310 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5410, - "estimated_input_tokens": 1353, - "estimated_eval_tokens": 2962 + "serialized_chars": 4105, + "estimated_input_tokens": 1027, + "estimated_eval_tokens": 2310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Qwen3-VL-family M-RoPE `inv_freq` device/offload failure path; PR 45903 is a broader superset that also handles `meta`/`to_empty` re-init, while 45861 is the narrower device-mismatch fix.", + "summary": "Both items are documentation PRs about chat templating, but they address different topics: one documents template storage/loading, the other adds prefill guidance for reasoning fields. They are related in subsystem only, not duplicates.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45903 is the better canonical PR because it addresses the same `inv_freq` device bug plus the related `meta`/`to_empty` re-init path, and includes test coverage.", + "canonical_pr_reason": "PR 45851 is the stronger canonical representative because it is a more substantial chat-templating docs update and explicitly targets issue 45205.", "best_issue_reason": null, - "best_pr_reason": "PR 45903 is the strongest representative: same code path, broader fix, and more complete coverage than 45861.", + "best_pr_reason": "PR 45851 is the best single PR to keep as representative of the cluster because it has the explicit issue link and broader documentation scope.", "soft_edge_verdicts": [ { - "left": "pull_request:45861", - "right": "pull_request:45903", - "accept": true, - "reason": "Same underlying M-RoPE `inv_freq` offload/device mismatch in the Qwen3-VL family; 45903 is a superset rather than a different change." + "left": "pull_request:45851", + "right": "pull_request:45947", + "accept": false, + "reason": "They touch different docs and different user problems: template file storage/loading versus reasoning-field prefill behavior. Same area, but not the same underlying change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index e49afeaca7a85266643ec3480b11935b0e5e385e..1c2214ff88368b5d5ea72d129d6cd89a0627a4ad 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260513t120045z", + "analysis_id": "hybrid-model-20260513t180036z", "archived_artifacts": { - "hybrid": "snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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a/snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..85ca535b4f8c6269b33261aa6bf802cfaa768718 --- /dev/null +++ b/snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19620 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260513T180036Z", + "generated_at": "2026-05-13T18:06:49Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "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:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901" + ], + "prepared_review_unit_hash": "24c997d316311c5bd1cf4780c95aa95609e8fe53a2279f94318216256338470c", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, 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report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: a missing Qwen3.5 config field vs a chat/completions streaming inference error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both involve GPT-OSS/MoE-ish model issues, but the failures are unrelated: AMD GPU runtime problems vs an MPS histogram op limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GPT-OSS on AMD GPUs are different bugs and code paths." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is a different failure from GPT-OSS GPU compatibility issues." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different runtime errors; not the same underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to GPT-OSS AMD GPU support." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch and ONNX export failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3-MoE FP8 failure are unrelated model-specific issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export vs auto device map cuda assert are different problems." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup items, but they target different removed references and are not clearly the same concrete fix." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure and GenerationMixin import regression are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape index error and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/mask errors, but the error shapes and contexts differ; not enough to treat as one bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors in similar areas, but not the same underlying issue." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape mismatch and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different shape/runtime failures in different trainer/model paths." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both touch training/loading infrastructure, but the concrete failures and model paths differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds failure when loading BertModel variants." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy behavior and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save result mismatch are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing recomputation mismatch is a different issue from the mask-shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but they are different concrete failures on different models and code paths." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3.5 MoE rotary-embedding bug around device/offload materialization and missing initialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading and GPT-OSS tensor-parallel issues are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing recomputation mismatch and compute_loss signature regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 loading failure is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method call are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM sliding_window config error and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different forward-path issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility and Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto-device-map CUDA assert are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking in TRL and GPT-OSS tensor-parallel failures are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram limitation are different issues." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen NVFP4 runtime error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid method error and MPS histogram not implemented are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error and TRL SFT embedding issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call issue and TRL SFT unpacking failure are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 loading/index errors, but they involve different model families and are not clearly the same concrete failure." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale docs after v5 removals, but they refer to different removed APIs and pages." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram limitation are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video processing and MPS histogram limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy behavior and autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collectives mismatch and compute_loss signature regression are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing error and GenerationMixin import regression are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy behavior and mask-shape IndexError are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch and run-command docs removal are different doc issues." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index-out-of-bounds reports, but they point to different models and likely different code paths." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM config error and Qwen3 auto-device-map CUDA assert are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU issue and table-question-answering crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy behavior and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer regression producing wrong token IDs across Granite and other model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and NemotronH loading failure are different problems." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load failure and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "The mask-shape IndexError and the ZeRO-3 BERT zero-size index error are different failures." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading and table-question-answering crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are reasonably supported by the titles: 45812/45920, 45859/45902, and 43596/43638. The non-duplicate calls are generally conservative and do not overclaim beyond the evidence available in the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:44292|issue:45901", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005" + ], + "prepared_review_unit_hash": "3c0361675d0f6916b1ef2bf14c2b39f938db6f166e29a2bfbbda854a4950613e", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37923, + "estimated_input_tokens": 9481, + "estimated_eval_tokens": 19218 + }, + "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 issues; only one soft edge looks like a plausible duplicate around custom-module loading/cache resolution. The rest are different models, different failure modes, or different code paths.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s recurring theme of recent-version regressions breaking model loading/usage, especially around custom/remote code. It is still not a true duplicate of most items, but it is the best single issue to summarize the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the strongest overall representative because it is broad, recent, and captures the widest shared regression pattern in the set. Most other issues are narrower model-specific breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they affect different model families and describe different concrete failures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is a Torch version compatibility problem; the other is a v5 pydantic/config field regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "These are different incompatibility classes: a Zero-3/Bert index error versus a specific torch/transformers version mismatch." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different symptom and subsystem: detokenization bug versus table-question-answering runtime crash." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat APIs, but the failures are on different model sizes and different execution paths." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and a PretrainedConfig/pydantic regression are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "One is a model-load TypeError with init_empty_weights; the other is a task-specific crash in table QA." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different bugs: weight tying in Mistral3 versus a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific runtime issues, but they are distinct bugs in different architectures and code paths." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and an MPS histogram/int issue in MoE are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped-mm tracing failure and an MPS integer-op failure are different concrete problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related in MoE models, but they occur in different settings and are not the same failure mode." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation TypeError are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 sliding_window attribute error are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are shape/index errors, but one is a mask mismatch and the other is a Zero-3/Gemma3 loading failure." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A torch/transformers version incompatibility is not the same as a Gemma4 device-map mismatch." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Both concern model loading, but one is PaddleOCR-VL in vLLM and the other is GGUF support for gpt-oss." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in one config class is not the same bug as a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation-model issues are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral tracing failure and GPT-OSS tensor-parallel failure are different model/runtime issues." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat/completions streaming failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig pydantic breakage are different loader/config issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both mention recent versions, but one is remote_code breakage and the other is a torch/transformers dependency incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window model behavior and a config-field regression are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and Zero-3/Bert index-out-of-bounds are different runtime failures." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing and missing Float8 storage are unrelated errors." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and likely different root causes." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and a meta-to-empty memory initialization bug are different code paths." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same underlying bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and TRL embedding unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor dtype mismatch and Qwen3.5 SFT unpacking failure are different bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same custom-module loading / trust_remote_code cache-resolution problem, where the wrong module can be resolved from a colliding path." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they are on different model families and likely different fixes." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model issues are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most titles do look like distinct model-/runtime-specific regressions, and the lone accepted soft edge (45632/45698) is a plausible custom-module loading duplicate. The other soft-edge rejections are conservative and do not overstate duplication evidence. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43866|issue:44403", + "issue:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:41762|issue:42915" + ], + "prepared_review_unit_hash": "1853eb6d2d1b103e7b5fbc4f0bbb8f7638043c8625357e8fc90231dcecd18c93", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37476, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated issues, but the non-persistent-buffer regression is a small duplicate family rather than a single pair: issue:43644, issue:43950, and issue:44534 all describe the same Transformers v5 buffer-loading corruption bug. I would anchor the cluster on issue:43950 as the clearest representative.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the clearest and most specific report of the shared Transformers v5 regression, and it sits at the center of the duplicate family with issue:43644 and issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue because it precisely names the regression (`from_pretrained()` corrupting non-persistent buffers) and matches the duplicate family in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different topics: a discussion about DSA indexing vs docs mentioning a removed CLI command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Both involve model/runtime compatibility, but they describe different failure modes and code paths." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights handling are unrelated bugs." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied-weights regressions are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same issue as obsolete docs for the v5 run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization bug and NVFP4 runtime error do not look like the same underlying defect." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same Transformers v5 regression: non-persistent buffers are filled/corrupted with junk during load." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific runtime errors with no shared code-path evident." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors and SigLIP2 embedding-quality concerns are related by model family only, not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "`trust_remote_code` missing fields and non-persistent buffer corruption are distinct issues." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention Qwen3.5/training, but one is a dtype mismatch under autocast and the other is an embedding-unpacking trainer failure." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer `compute_loss` signature mismatch is unrelated to Gemma3 ZeRO-3 loading failure." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint loading and noisy load logs are not the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import failure and torch/transformers version incompatibility are different compatibility problems." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffer/state materialization, but one is a v5 load corruption regression while the other is a Qwen3_5Moe rotary embedding initialization bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes parameter-constructor incompatibility is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both concern SigLIP2, but one is a quality regression and the other is a tokenizer-version behavior change." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings are similar only at a high level, not the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5 attention/rotary issues, but one is flash-attn illegal memory access and the other is CPU offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 attention key error and Qwen3_5Moe rotary buffer initialization are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different failures: tokenizer loading error vs model loading failure for a different checkpoint." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness and int4 CUDA reserved-memory OOM are separate training/memory issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a quality regression and the other is a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from `AutoConfig` with remote code and broader remote-code breakage are related only thematically." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU support issue are different subsystems and failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise and a specific model load failure are not duplicates." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are training/memory-related, but one is checkpointing effectiveness and the other is MoE memory usage." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading and GLM5 are different model-specific issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Two separate model-loading errors for different models and different root causes." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FP8 config failures are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the duplicate evidence around the non-persistent-buffer regression. In the packet, issue:43644 is also essentially the same bug as issue:43950 and issue:44534, so it is not accurate to call 43950/44534 the \"only strong duplicate pair.\" I\u2019d want the cluster description to reflect a small duplicate family rather than a single pair. Most soft-edge verdicts look conservative, but I can\u2019t accept the overstatement in the core summary." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "084d0e989fd8f588e767d45c0eda3bfaae6c388d1ea2af041cd092dbf761de3d", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38069, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, but there are a couple of clear duplicate subclusters: one around v5 docs still referencing removed pipeline tasks, and one around the unexpected `_is_hf_initialized` argument during model loading. Most other pairs are only broadly similar by subsystem and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44509 is the clearest representative of the strongest duplicate subcluster here: it explicitly covers the v5 docs regression about removed pipeline tasks, and it is broader/more complete than 43827.", + "canonical_pr_reason": null, + "best_issue_reason": "44509 is the best single issue to anchor the docs-related subcluster because it states the regression most comprehensively and matches the paired docs report most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS histogram failure on Int vs Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA warnings or compatibility, but the concrete failures differ and do not describe the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing class vs bitsandbytes Int8Params keyword-arg failure; not the same code-path." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regression report vs a specific Gemma4 device_map bug; too different to merge." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping addition failure is not the same bug as general remote_code breakage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback logic are unrelated failure modes." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "dtype mismatch under autocast is unrelated to Gemma4 device placement." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both report v5 docs still referencing pipeline tasks that were removed." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs flash-attn fallback gating; different issues." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code regression and Kimi-K2.5 tokenizer codec regression are distinct." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying warning in Mistral3 is unrelated to non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Loading failure for one model is not the same as flash-attn fallback gating." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Gradient-checkpointing/LoRA behavior is unrelated to remote_code loading regressions." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading with deepspeed is unrelated to a corrupted checkpoint." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero3 index-out-of-bounds on a Bert model is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same Whisper audio feature-extraction failure path around `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` TypeError during model loading/init_empty_weights; 43872 is the bitsandbytes manifestation." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 loading failures, but they affect different model families and report different missing-weight behavior." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Gradient checkpointing with LoRA is unrelated to the `_is_hf_initialized` loading error." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs tokenizer loading regression for EMBEDDIA/est-roberta are different reports." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unit-test model loading failure for GLM-4.7-Flash and NemotronH checkpoint-loading failure are separate model-specific bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` kwarg in compute_loss is unrelated to a mask/tensor shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed/Qwen, but one is missing weight conversion and the other is gradient averaging under GAS; different defects." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective under PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "These are both mask-shape IndexErrors, but the reported shapes and contexts are distinct; not enough to treat as the same bug." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Loading/init_empty_weights TypeError is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading reports for different models and error surfaces." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Video-input regression across several Qwen variants is not the same as a StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error is unrelated to void segmentation map processing." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "RoPE position_id scaling bug and uninitialized-memory after to_empty() are different implementation bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate subclusters are well supported by the issue titles: the v5 docs/pipeline-task regression and the `_is_hf_initialized` loading/init_empty_weights TypeError. The remaining pair verdicts are appropriately cautious and do not overclaim sameness from loose subsystem overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45488", + "issue:45584", + "issue:45663", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:42915|issue:44756", + "issue:45488|issue:45812" + ], + "prepared_review_unit_hash": "52ad9aaf453cf97dec573a2163e1bab11295d03396238614daa879c8a652c36c", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37261, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "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 issues, with a few true duplicate pairs around v5 regressions, SigLIP2 output corruption, and BERT/model-loading failures.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the clearest representative of the v5 non-persistent-buffer corruption regression and has a strong duplicate in 44534; it is the cleanest anchor among the accepted issue pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best single issue to represent the cluster\u2019s most concrete, high-signal regression theme without over-generalizing across unrelated model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 problems, but one is an FSDP2 KeyError and the other is a device-mismatch forward failure; different bugs/code paths." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: AudioFlamingo3 track leakage vs Whisper empty-transcription behavior." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support request vs Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/code paths: Bamba torch.compile+SDPA failure vs Qwen3.5 flash-attention crash from 3D position_ids handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing Qwen2.5-VL symbol is unrelated to meta-device loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers v5 breaking custom model initialization, with the notebook report just a narrower variant." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared bug; gpt-oss support is unrelated to the Float8 storage-object error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device model loading are distinct issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different symptoms and contexts: Qwen3-vl video StopIteration vs TRL embedding-unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping lookup bug and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same symptom class: SigLIP2 producing incorrect/degenerate outputs in inference." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 regression about non-persistent buffers being filled with junk." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA compatibility with qwen3_moe on hf4.x is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 model thread and Qwen3.5 flash-attention crash are not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading for language_model and save_pretrained visual-encoder key corruption are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both reports describe the same inability to load specific BERT models in the current version." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "qwen3_moe LoRA/HF version issue is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and SGD argument handling are unrelated." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer override for DeepSeek family and Granite token-ID regression are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is an inference-output bug and the other is a documentation example with model/processor mismatch and quantization issues." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3/Bert initialization failure is unrelated to add-new-model-like tokenizer mapping behavior." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Non-pretrained Bert ZeRO-3 index error is unrelated to the tokenizer-mapping bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration and a generic mask-shape IndexError are different failure modes." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config rejecting granite_speech and glm4v validation changes are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized-model offload failure on device_map=auto is unrelated to the Strix Halo mmap OOM report." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same v5 regression: non-persistent buffers are being corrupted/junk-filled on load." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same root bug: custom model initialization breaks in Transformers v5, with one report focused on notebooks." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and mechanisms; not the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "No concrete overlap beyond being recent model-specific reports." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Save/load regressions in different subsystems are not mergeable into one bug fix." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both are duplicate load failures for similar BERT models under the current version." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer-pretokenizer override regression and Granite token-ID corruption are not the same defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays reasonably conservative: most pair rejections are supported by distinct model/symptom titles, and the accepted pairs are plausible duplicates or near-duplicates (especially the v5 non-persistent-buffer regressions and the SigLIP2/BERT loading issues). The only slightly weaker accept is 44451/44488, but it is still defensible from the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:42491|issue:43931", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:43335|issue:45663", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:44743|issue:44960", + "issue:43957|issue:44756", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42947|issue:43381" + ], + "prepared_review_unit_hash": "8edf06a84d9893475c180b2db81c05a3258cbcb91bcd4880f4300c5f9bd9998d", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38613, + "estimated_input_tokens": 9654, + "estimated_eval_tokens": 19564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated, model-specific bug reports rather than duplicates. The only convincing soft duplicate is the resize_token_embeddings/output_embeddings regression pair around Gemma4/general embedding propagation.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the best canonical representative for the resize_token_embeddings/output_embeddings bug because it is the broader, model-agnostic report; issue:45276 reads like a Gemma4-specific instance of the same missing update path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest issue candidate overall: clear, generic title, same underlying bug as its close variant, and broad enough to subsume the duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but for different models and failure modes (GLM-4.7-Flash test load vs Qwen3-VL shape mismatch). Not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2/vision models, but one is a docs/example error report and the other is an AutoModel/pipeline inference correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different tokenizer-loading failures; too broad to be the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading problems, but one is an hf4.x/hf5.x LoRA compatibility issue and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as offloading behavior with quantization." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0.0 regressions, but one is junk non-persistent buffers and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and different crashes: Qwen3.5 chat failure vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is int4 quantization reserved-memory/OOM behavior." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve attention code, but the bugs are different: Qwen3.5 Flash Attention position_ids handling vs sink-less-models flash_attention.py s_aux=None crash." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are different issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both concern resize_token_embeddings, but they hit different architectures and different internal embeddings; not clearly one fixable code-path." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but in different model classes and likely different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument compatibility are separate serialization/init regressions." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device map CUDA assert is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model is not the same as the other model\u2019s loading failure." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example errors and a generic GLM5 issue are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is separate from meta-device loading regressions." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 multimodal text_config unwrapping are different model/code-path bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantized offloading behavior and int4 reserved-memory/OOM are related only at a high level, not the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 attention state handling." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 rotary embedding CPU-offload incompatibility are distinct issues." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Qwen3.5 save_pretrained regression are separate model/version issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats, different models, and different load failures." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Reserved-memory/OOM under quantization is not the same as disabling mmap on Strix Halo." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug and GLM5 are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Save_pretrained permission propagation and wrong custom-module reload are both custom-model save/load topics, but not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings propagation regression; 45276 is a Gemma4-specific manifestation and 45292 is the broader version." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 position_ids causing SDPA fallback and NaNs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Serialization extra_state handling is unrelated to mmap-driven OOM behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT LoRA gradient checkpointing ineffectiveness and eval-mode checkpointing restriction are different gradient-checkpointing bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft duplicate, issue:45276 -> issue:45292, is supported by the titles and the high similarity signal. The other pair verdicts are appropriately negative and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:39404|issue:44671", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081" + ], + "prepared_review_unit_hash": "f55f477ec51b0b0fe978b50169e92ad114689b461371d8cca72340eefc0850a9", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38055, + "estimated_input_tokens": 9514, + "estimated_eval_tokens": 19284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers 5.x regressions, especially model/tokenizer loading issues, but the soft pairs are generally different bugs affecting different code paths or model families. Only the two `resize_token_embeddings` reports look close enough to be treated as the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main theme: a Transformers 5.0 loading regression. It is generic, model-agnostic, and best matches the cluster\u2019s repeated loading-breakage pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the most suitable global representative because it is the most general and central loading regression among many heterogeneous model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5-era breakages, but they affect different models and different mechanisms: Qwen video input regression vs granite_speech strict config loading." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to incorrect `resume_from_checkpoint` max_steps calculation." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different failures in different subsystems: flash-attention handling of `s_aux=None` vs Gemma4 FSDP2 `shared_kv_states` rebuild behavior." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "These both describe the same underlying `resize_token_embeddings` propagation bug, with 45335 being a model-specific instance of the broader output-embedding mismatch." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization problems are not the same as `save/from_pretrained` extra_state handling." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one repo is a different issue from a general inability to load another tokenizer in the latest version." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; no evidence they share the same root cause." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "An autocast dtype mismatch is not the same bug as meta-device loading breakage." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad and unrelated to the specific Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map mismatch are different code paths and symptoms." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline regression is unrelated to tokenization changes." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failure are separate model-specific problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Gemma4 PLE device mismatch under `device_map=\"auto\"`." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Generic model-loading regression and notebook custom-model initialization failure are different breakages." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation error are distinct failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "These are both documentation-related, but they concern different deprecated pipeline APIs and are not the same change." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` failures with `torch_compilable_check` and Perceiver resize/interpolation failure are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression and a generic mask-shape IndexError are not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong SigLIP2 outputs are unrelated to `ModelOutput` key assignment when a field was previously `None`." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a broader loading regression and the other is a specific weight-shape mismatch; not enough evidence they are the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction issues are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast type error and Whisper pipeline `return_language` regression have no shared code path." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/memory issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading regression for est-roberta and Mistral regex patch crashing on missing `backend_tokenizer` are different tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: 43611 is a defensible broad representative, and the overall characterization as mostly Transformers 5.x regression/loading issues matches the listed issue titles. The soft-edge verdicts are conservative, with the one accepted pair (45292/45335) plausibly describing the same resize_token_embeddings bug, while the rest are reasonably treated as distinct failure modes or model families." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43994", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859" + ], + "soft_pairs": [ + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43883|issue:44488", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:36032|issue:42915", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534" + ], + "prepared_review_unit_hash": "5c335803df76a9527f5824145b65269649e424db6c3e610803322a6191511a91", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37331, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issue reports, many in the same broad Transformers v5 regression era but not the same concrete bug. I would not merge the soft pairs under duplicate triage based on titles alone.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43646 is the most umbrella-like representative here: it describes a broad custom-model initialization regression in v5, which is closer to a cluster headline than the narrower model- or feature-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to represent the overall mixed set because its title is broad and generic enough to cover a family of adjacent v5 initialization problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but they affect different model code paths and different failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization/save-load extra_state handling is unrelated to the video-input regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup and _is_hf_initialized are different regressions." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; no shared concrete bug is evident." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping bug and flex_attention compilation bug are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on a specific model is not the same as runtime post-processor update behavior." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is buffer initialization junk." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading failures, but they target different models and likely different code paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "These both point at audio feature extraction, but the titles are too vague to confirm the same underlying defect." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and model-loading failure for a specific checkpoint are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss is unrelated to PagedAttentionCache group-type handling." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counter update and multi-image IterableDataset finetuning are different problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper and special tokens, but one is batch_decode behavior and the other is empty-transcription generation." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict and FP8 config failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer serialization and the other is custom model initialization." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures with no shared bug identity." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic gguf_file path issue and the other is a specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing and template-node compilation errors are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and linear_attention group-type crash are different model/backend issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "One is output_hidden_states behavior, the other is rope index scaling for Qwen2.5-VL." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and GGUF loading failure are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to notebook custom-model initialization." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer load failures; not enough to treat as one defect." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head.weight, but one is untied weights in a specific model and the other is device-dependent serialization behavior." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation and GraniteMoEHybrid invalid-method calls are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and MIMI padding-mask behavior are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model mismatches, but the models and failure modes differ." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer junk are adjacent v5 regressions, but not the same concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load-time segfault and Qwen3OmniMoe video-processing ValueError 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": 17, + "review_unit_index": 9, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43819", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44079|issue:45663", + "issue:41553|issue:43582", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:43792|issue:44589", + "issue:44683|issue:45020", + "issue:44403|issue:44991" + ], + "prepared_review_unit_hash": "53f4f80e14a7c75ccc9bf50313cf987110f456b823cf96ab691270b954db2c29", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36438, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "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. The only likely true duplicate pair is the Qwen3.5 save_pretrained regression (45216/45357); everything else looks like separate issues affecting different models, code paths, or subsystems.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45216 is the broader Qwen3.5 save_pretrained regression report and best matches the likely duplicate follow-up in 45357.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest open issue in the set and serves as the strongest general representative of the recent-model breakage theme, even though most items are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different problems: generic loading noise vs a Mistral tokenizer regex-patching crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to DAC.from_latents/STE mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compilation error are separate code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Torch.export with torch_compilable_check is unrelated to OmDet-Turbo's processor/model input-size mismatch." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a more specific follow-up about incorrect visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT tokenizer loading failure is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and Mistral tokenizer patching are different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature-extraction fbank issue is unrelated to compiled flex_attention compatibility on newer torch." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is a Mistral3 load-time bug and the other is LoRA merge with extended vocabulary." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model initialization, but one is FineGrainedFP8Config and the other is an unexpected init_empty_weights argument." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video input regression across Qwen VL variants is not the same as still-image RoPE scaling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different tokenizer/model-loading failures." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset training failure is distinct from Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure is not the same as the missing Float8 storage TypeError." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to junk-filled non-persistent buffers." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and granite_speech strict config loading are separate bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute conflict is unrelated to the Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as generic transformer loading noise." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator_warmup TypeError do not match." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are different issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized breakage is separate from non-persistent buffer junk values." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and tensorboard-only undefined tf backend error are related but not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor refresh behavior is different from add_special_tokens not adding BOS/EOS for mdeberta-v3-base." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight-sharing/temporal-attention bug is unrelated to Qwen3.5 save_pretrained key issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and missing Float8 storage are different problems." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is not the same as remote_code loading breakage." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is distinct from the EMBEDDIA/est-roberta tokenizer load failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, 45216/45357, is presented as a likely duplicate/follow-up rather than a hard certainty, and the rest are reasonably rejected as distinct bugs. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44829", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:44462|issue:45812", + "issue:33666|issue:40444", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "b29c25ef3c30815591f7c88a1fcf130494eb8a923d254cdd6be892028d4c175f", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36750, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only likely duplicate subcluster is the Qwen2.5-VL position-id handling regression around `get_rope_index` / `vision_position_ids` in v5.3.0; the rest look like separate model-specific or subsystem-specific bugs.", + "confidence": 0.47, + "canonical_issue_reason": "45325 is the clearest anchor because it names the specific Qwen2.5-VL `get_rope_index` / temporal position-id path in transformers 5.3.0, which is the most concrete shared mechanism visible in this packet.", + "canonical_pr_reason": null, + "best_issue_reason": "45325 is the best representative issue for this cluster because it is the most specific report of the likely Qwen2.5-VL position-id regression; 45381 looks like a related modality-specific symptom rather than a broader anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Same tokenizer area, but `tokenizer.json` loading and Granite token-ID regression are different failures." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen/VL, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are sequence-classification related, but the titles point to different failure modes and likely different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is `device_map=auto` loading/offload failure; the other is memory usage during Qwen3 MoE training." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and `CLIPTokenizer` `model_max_length` behavior are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing `supports_gradient_checkpointing` are different issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image finetuning." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer serialization are distinct regressions." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading errors: GGUF/transformers v5 vs missing `pad_token_id` on `Llama4Config`." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` argument handling and Float8 storage lookup failures are separate problems." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI batching/padding-mask behavior is unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share the same underlying bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is multi-image finetuning and the other is position-id handling." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping crash and Mistral tokenizer backend error are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE `sliding_window` behavior and `init_empty_weights` argument errors are different defects." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` failure is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to Qwen2.5-VL position-id handling in v5.3.0; 45381 looks like a video-input manifestation of the same underlying regression." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` breakage and bfloat16 dtype mismatch are different Transformers v5 regressions." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 wrong outputs and Perceiver resize/interpolation failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading-related, but base-model-prefix loading and custom initialization are not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backends missing TensorFlow and PaddleOCR-VL loading failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision `lm_head` tying and device-dependent serialization inconsistency are related thematically, but not the same concrete issue." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id regression and Kosmos2.5 OCR index error are different model bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are different bugs." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading and torch/transformers version incompatibility are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 CUDA reserved-memory OOM and Sam3Video OOM are different memory issues with different causes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id handling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device mismatch are different model-specific failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is broadly reasonable, but the representative/canonical issue rationale overstates what the packet supports. In particular, \"concrete, reproducible\" and \"the only item with a clearly plausible duplicate counterpart\" are not grounded here, since the packet only gives titles/body lengths and there are several other plausible soft-edge pairs. The 45325\u219445381 duplicate call may be plausible, but it should be phrased more tentatively rather than as the same code-path regression or broader bug without direct evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44568|issue:45920", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43526|issue:43883", + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357" + ], + "prepared_review_unit_hash": "21bd7e95c4155aa8d88207d83b472a371771b6c18c765cec9339101d057e8fd0", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36705, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of mostly distinct bug reports spanning loading/offloading, tokenizer regressions, multimodal model mismatches, and model-specific forward errors. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest representative of the shared offloading/quantization theme and is open with active discussion, making it the best anchor for this loose cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central issue for the overlapping loading/offloading regressions; it is broad enough to represent the cluster without being tied to one model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they concern different models and likely different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as torch.export failing on torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "One is an init_empty_weights argument regression; the other is strict config handling for granite_speech." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenization paths and different model families." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT adapter loading from local checkpoints." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a benchmark is not the same as whisper generation failing on empty transcription." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are separate code paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is different from export-time torch_compilable_check failures." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Both involve generation/runtime issues, but they are distinct failures in different models and execution setups." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device-mismatch on CPU offload is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying bugs and torch.compile SDPA failures are different concrete problems." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device_map-related, but they affect different models and different runtime failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batch-padding behavior is unrelated to OmDet processor input-size mismatch." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but one is a dequantized-model load failure and the other is a broader offloading complaint; not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example mistakes for SigLIP2 are unrelated to Qwen2.5-VL iterable-dataset finetuning failures." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx config field is not the same as AutoModelForCausalLM failing to unwrap text_config." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different image/model-size behavior in unrelated vision models; not the same underlying issue." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying and bfloat16 dtype mismatches in inference are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion during accelerate+deepspeed loading is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "reduce_labels returning the wrong shape and a missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity evaluation issues are unrelated to gradient checkpointing behavior with PEFT LoRA." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization/regression reports, but they target different multimodal save/load paths and different symptoms." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A specific model loading failure is not the same as a tokenizer-loading regression for another repository." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying for a multimodal model is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert and Llava Next segfaults are different failure modes in different models." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "vLLM loading a PaddleOCR-VL model and strict config loading for granite_speech are not the same problem." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5 runtime behavior, but one is device-mapping failure and the other is flash-attention generation quality/behavior." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained 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": 17, + "review_unit_index": 12, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:42617|issue:42915", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:44423|issue:45406", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:44877|issue:44991", + "issue:36331|issue:42617", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322" + ], + "prepared_review_unit_hash": "93591e487e18940438009a48340dfe8f71dff15331af637117d6e88be61690aa", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36458, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues. The only loose commonality is that several items involve tokenizer/processor regressions, but none of the soft pairs look like true duplicates or the same concrete fix.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45701 is the broadest representative item: it is an open, high-interest tokenizer regression with multiple inbound references and best matches the small tokenizer-related subset of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best global issue candidate because it is broad, active, and could plausibly stand in for the tokenizer-regression theme better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: cache-path collision for trust_remote_code vs permission propagation during save_pretrained. Same general custom-model area, but not the same code path." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated failures: a script launch problem vs a Qwen3Moe FP8 loading/config issue." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity/evaluation anomaly is not the same as a tokenizer-version regression, even if tokenization could be a contributing factor." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serving multimodal models, but they are different crashes with different model/processor failures and no clear shared code-path bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different subsystems: Blip2 dtype loading vs Trainer resume/max_steps logic." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization/OOM and the other is an apex RMSNorm leak in T5; not the same fix." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/OOM, but the failures are about different mechanisms and platforms; too broad to treat as duplicates." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but one is strict config handling and the other is tokenizer loading for a specific model." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Compute-loss API breakage is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both involve model execution/loading problems, but torch.compile+SDPA and accelerate unpacking of packed weights are distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer callback signature breakage is unrelated to the Qwen3Moe FP8 issue." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video input shape handling and tokenization-version changes are different problems." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution issues, but they affect different processors/models and do not look like the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash vs processor output-size mismatch; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in multimodal models is unrelated to SFT trainer embedding unpacking." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different offload/device-mismatch failures in different models; too broad to merge." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to 3d_parallel.py launch failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API inconsistencies, but they concern different config classes and different behavior." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading/offload, but one is Qwen3Moe FP8 and the other is dequantized model loading with gpu+cpu offload; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is a processor API issue, not the same as a tokenization-output regression across versions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v loading failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Masked-LM prediction bug in CamemBERT and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer bugs, but one is a Mistral regex patch crash and the other is Granite token ID corruption; different code paths and fixes." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different Qwen/GPT-OSS parallelism failures; not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig pad_token_idx." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing error and weight_only loading error are different multimodal/model-loading failures." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import regression is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processor updates and Granite wrong token IDs are both tokenizer-related, but not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different failure modes; too generic to merge." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are distinct model-loading 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": 17, + "review_unit_index": 13, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923" + ], + "soft_pairs": [ + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:44492|issue:44509", + "issue:33357|issue:35707", + "issue:43421|issue:45701", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44062|issue:44451", + "issue:45704|issue:45923", + "issue:44918|issue:44936" + ], + "prepared_review_unit_hash": "f329b87f2c3c735c2e9260de9be880c7c4a66f4a2fefd9fc416e673d2c733325", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The strongest link is the high-similarity pair issue:44514 / issue:44545, which appears to be the same batched `apply_chat_template` crash with `padding=False`. Most other soft edges look same-family or subsystem-adjacent, but not the same concrete bug and should remain separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44514 is the best canonical representative because it is the earlier, more detailed report of the batched `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`; issue:44545 closely matches it and reads like a near-duplicate report of the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue representative for this likely duplicate pair because it is the earliest and clearest description of the shared crash scenario, while the rest of the cluster does not support collapsing into one broader issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different bugs: gather_for_metrics label truncation vs SAM3 text/bounding-box behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different code paths and failures: missing `_tokenizer` on Gemma4Processor vs Qwen3.5 streaming inference crash." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Same documentation area, but these are distinct issues: a cache-strategy typo vs removed pipeline-task docs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different failure modes: Mac CLIP bus error vs progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Same tokenization theme, but one is runtime special-token post-processing and the other is a broader version-change report." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different problems: Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but the concrete bugs differ: CPU-offload device mismatch vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processors and symptoms: void segmentation-map handling vs BarkProcessor `voice_preset`." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different concrete issues: torch.compile/SDPA failure vs tokenizer mask-token registration." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and root causes: quantization offloading vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact title and same concrete batched `apply_chat_template` crash with `padding=False`; this is the only strong duplicate pair here." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Related to classification config, but the bugs are different: `num_labels` propagation in Qwen3.5 vs zero-loss behavior when `num_labels=1`." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: CPU-offload device mismatch vs tokenizer special-token decode output." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Same model family, but different concrete failures: sliding-window behavior in Qwen3-MoE vs `from_config` text-config unwrapping." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different paths: trailing-slash local-path import warning vs undefined symbols in the video branch of multimodal token counting." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different model failures: BarkProcessor `voice_preset` vs Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokens, but one is runtime post-processor refresh and the other is save/load losing custom token IDs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, different bugs: tie-word-embeddings warning vs incorrect visual encoder keys saved in `save_pretrained`." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both Qwen-VL-related, but the failures differ: `weight_only=True` load error vs wrong video `vision_position_ids`." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: Perceiver interpolation/resolution failure vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but they concern different artifacts and root causes: model loading vs tokenizer loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Completely different topics: `patchtsmixer` post-init policy vs Qwen3.5 `num_labels` propagation." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: loading a specific model on transformers>=5.1 vs PIL backend processors requiring torchvision." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Same broader Qwen3.5 family, but different concrete failures: composite config unwrapping vs CPU-offload rotary-embedding incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding window behavior vs float8 storage lookup error." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different problems: `AddedToken` keyword conflict vs model loading failure." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated: T5/apex memory leak vs Nemotron trust_remote_code gradient-checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both trainer-related, but they describe different failures: TRL unpacking of Qwen3.5 input embeddings vs `evaluate()` after `train()`." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment for issue:44514/44545 is plausible, but the writeup overstates the evidence by calling it the \"only confirmed duplicate pair\" and by implying the rest are simply unrelated. The packet only supports a high-similarity/likely-duplicate reading for 44514/44545; it does not confirm duplicates elsewhere, and several rejected pairs are at least same-family rather than clearly unrelated. Please soften the canonicality language and avoid confirmation claims not present in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:42886", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:39692|issue:44610", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:43596|issue:44220", + "issue:43746|issue:45381", + "issue:43540|issue:44008", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:43618|issue:43697", + "issue:30064|issue:36010", + "issue:43653|issue:43720", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "85860d8b06f66e42e79772c44f3c09c379d34b3fe713d07593f3d162ca9b1ab7", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37187, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of mostly unrelated issue reports with only superficial lexical overlap. None of the candidate edges look like true duplicates or the same underlying fix, so all soft edges should be rejected. No single issue or PR stands out as a canonical duplicate target.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/doc example mismatches, but one is SigLIP2 example errors/quantization and the other is OmDet-Turbo 640px vs 224px input size; different bugs and paths." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 KeyError in attention state rebuilding vs Nemotron trust_remote_code gradient-checkpointing flag missing; unrelated failures." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is BigBirdTokenizer mask-token registration/decode behavior; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash_attention s_aux=None crash vs AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline behavior, but one is cache loading under HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex; distinct issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode validation vs ZeRO-3 gradient growth during training; different mechanisms and symptoms." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs LayoutLMv2Tokenizer crashes on NER/batched padding; not the same underlying defect." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and outputs: SigLIP2 AutoModel/pipeline nonsense vs CamemBERT masked LM prediction regression." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError and Qwen3-MoE sliding_window handling are unrelated configuration bugs." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 apex FusedRMSNorm memory leak vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility; no shared fix path." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-regex related, but one is an AttributeError in _patch_mistral_regex and the other is a Kimi-K2.5 codec/regression warning issue; not duplicates." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression vs list_repo_files missing revision forwarding in CI; unrelated components." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc example errors/quantization failure vs quantization offloading behavior; too broad and different concrete bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "GraniteSpeech PEFT local-checkpoint loading vs quantization offloading; different subsystems and failure modes." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed zero3/BertModel index error vs _torch_extract_fbank_features issue; different code paths entirely." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "GraniteSpeech PEFT loading bug vs Qwen2.5-VL video vision_position_ids bug; separate multimodal problems." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError vs Gemma3n audio_mel_mask variable collision; unrelated multimodal bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading bug vs DAC.from_latents vs forward mismatch; different models and code paths." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs add-new-model-like failing in TOKENIZER_MAPPING_NAMES; unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input_ids/inputs_embeds validation logic bug vs zero-loss classification when num_labels=1; different behavior and fixes." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 different outputs in v5; not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void-segmentation-map failure and GenerationMixin import error are completely unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode bug vs BitNet packed-weights accelerate loading bug; no common underlying change." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs Smollm3 RoPE-layer drop bug; different model architecture issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image preprocessor/model dtype mismatch vs Gemma3n audio tensor name collision; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 OCR long-input index error are different multimodal bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure vs SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatch; distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA problem and DAC.from_latents mismatch are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault vs MPS histogram_mps not implemented for Int; different failure classes and models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:39692|issue:45834", + "issue:44485|issue:44509", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43644|issue:43749", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:43606|issue:45072", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "1fe739a34374f5cc03c7937fe57279b98bc84dd39808ca7ef28b18c87d022a3a", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35262, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by unrelated regression reports around tokenizers, configs, vision/video models, and v5 behavior changes; there are no clear duplicate pairs with the evidence provided. The best single representative is the broad remote-code regression report.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest and most representative umbrella report in the set, covering recent-version breakage for remote_code models without being overly tied to one specific model.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 best captures the cluster\u2019s overall theme of Transformers version regressions affecting model loading/runtime behavior across multiple remote-code scenarios.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: AddedToken keyword collision vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Both are image/tokenization bugs, but they affect different models and code paths." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but one is an offline metadata call bug and the other is an AttributeError in regex patching." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Unrelated problems: Qwen3-MoE sliding window behavior vs config fields missing under trust_remote_code." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird tokenizer special-token registration and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model families and different defects: dtype loading vs missing temporal attention/shared weights." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but the reported failures are different and not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input regressions in different Qwen Omni/VL variants." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure is unrelated to flash-attention generation issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different regressions: Pegasus output changes across versions vs CamemBERT masked LM predictions." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording and SigLIP2 model/pipeline mismatch are different issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote-code breakage, but one is specifically the removal of is_torch_fx_available while the other is a broader umbrella report." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to v5 pipeline doc references." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and template compilation errors are different failure modes." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and Trainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for a different model." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing on FastSpeech2ConformerTokenizer are distinct tokenizer bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is an error-message issue and the other is stale docs; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error affect different models and code paths." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape IndexError and trainer evaluate-after-train behavior are different problems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and bfloat16 inference dtype mismatch are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and generic tokenization changes across versions are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43582", + "issue:43638", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:43452|issue:44991", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43257|issue:43329" + ], + "prepared_review_unit_hash": "1eb830627c82a96a987667d73ff6a3e9d8c6702317bd1aae0dffa9a48a66c6ed", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "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 share only broad subsystem similarity, not the same underlying defect. No soft edge should be merged, and there is no clear duplicate PR candidate here.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest open regression report in the set and the most plausible umbrella issue; the rest are narrower, model- or component-specific failures that do not collapse into one concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it is general, recent, and framed as a cross-cutting regression affecting multiple models via remote_code loading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: BarkProcessor voice_preset behavior vs a GenerationMixin import path break. Same library, unrelated bugs." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet processor image-size mismatch is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL rope index scaling bug affect different model paths and different code paths." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate is not the same bug as bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend dependency packaging issue vs Mistral tokenizer regex patch crash; unrelated root causes." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading issues, but one is a regex patch crash and the other is a missing processor attribute in serve; different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument errors are separate loading mechanisms and distinct regressions." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Low-quality placeholder issue vs an isolated reproduction of another issue; no shared underlying bug is evident." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a Qwen3-Next weight-tying bug and the other is a user-level warning during LoRA fine-tuning; not the same concrete defect." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA float16 AMP crash in LwDetrImageLoss are unrelated runtime failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting bug is unrelated to DAC.from_latents not matching forward pass." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT image label reduction bug and RTDetrV2 output divergence are different models and different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and an MPS attention correctness issue do not describe the same underlying defect." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but one hides tokenizer decode errors without protobuf and the other is a bare except in Fuyu tensor conversion; different code paths." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length sentinel value are unrelated bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined variables in multimodal token counting are unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "KeyError loading a specific MobileLLM checkpoint is a model-specific loading bug, not the broader remote_code regression in 45020." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization fallback are different tokenizer/quantization issues." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training IndexError on a non-pretrained Bert model is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling are different processor/model behaviors." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loader breakage and tokenizer loading failure for a specific model are both loading issues, but not the same code-path or defect." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and OmDet processor/model input-size mismatch are unrelated vision-model bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Missing Float8 storage type and PIL backend requiring torchvision are separate dependency/runtime issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading problem and Qwen3.5 flash-attention generation issue are distinct model-specific regressions." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation example errors and MXFP4 quantization fallback are not the same underlying bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch and DiaConfig losing custom token IDs after save/load are unrelated state/serialization bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed is unrelated to undefined video token count helpers in multimodal processors." + } + ] + }, + "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": 17, + "review_unit_index": 17, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43454|issue:43577", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:44568|issue:45488", + "issue:43643|issue:45759", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43606|issue:45859", + "issue:43697|issue:45357", + "issue:43257|issue:43756", + "issue:44479|issue:45381", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44291|issue:45042", + "issue:44987|issue:45907", + "issue:42915|issue:43742", + "issue:33357|issue:34567" + ], + "prepared_review_unit_hash": "580e017ab238ce5adc1644b1da3dc4ba09a89524416c0cc1d64bf22c7739651c", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36603, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: tokenizer regressions, multimodal/video bugs, model-loading issues, trainer API breakages, and offload/device problems. I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44479 is the most concrete broad regression report in the set, covering multiple Qwen video-input paths and making it the best umbrella-style anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest representative issue because it describes a specific regression with multiple affected model families and is more triage-useful than the more generic or highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different failures: a missing import for GenerationMixin vs. custom model initialization breaking in notebooks." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated subsystems: accelerate-loaded packed weights vs. image processor output size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Both are model/quantization related, but they describe different concrete bugs on different models and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model-specific loading issues: weight tying bug vs. dtype not propagating to BLIP2/Qformer." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Loading/dispatch bug vs. CUDA OOM; not the same underlying problem." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat template sampling-rate default vs. Whisper batch_decode special-token handling." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video/multimodal paths, but one is an undefined-symbol bug in token counting while the other is a broader video-input regression." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A local-path import warning is not the same as Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL processor torchvision dependency are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage and a Trainer compute_loss signature change are different API regressions." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different tokenizers and distinct behaviors." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different memory/loading issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is missing BOS/EOS insertion and the other is LlamaTokenizer overriding tokenizer JSON behavior." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Config-loading with trust_remote_code missing fields is different from unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-OSS perplexity are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helpers in multimodal token counting is not the same as batched video processor shape output." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug and a generic tokenization change report are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3 loading problems: deepspeed/accelerate weight conversion vs. shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and likely different offload code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are different model bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related video-input area, but the titles point to different symptoms and scopes; not enough to treat as the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Generic loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loader breakage and Apple Silicon warmup TypeError are different failures." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA device-mapping assert on Qwen3 is not the same as Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are unrelated regressions." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are different repository API problems." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM-125M key error are different model-loading bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token-count tracking 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": 17, + "review_unit_index": 18, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45920" + ], + "soft_pairs": [ + "issue:42915|issue:44821", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:28282|issue:34689", + "issue:42915|issue:43749", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:43526|issue:45479", + "issue:43582|issue:43782", + "issue:43540|issue:45823", + "issue:43756|issue:45325", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:43452|issue:44488" + ], + "prepared_review_unit_hash": "bdfd4358f8ffcc886a94ba198a347bea5a537bfe82fa965ab865720d1dda2565", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not look like one duplicate cluster. I only accept the SigLIP2 pair as likely the same underlying wrong-results bug; the rest are distinct model, tokenizer, config, training, or backend issues.", + "confidence": 0.83, + "canonical_issue_reason": "If one issue must anchor the set, issue 43994 is the broadest user-facing report of the SigLIP2 wrong-results problem and best matches the only plausible duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43994 is the best representative issue because it describes the symptom end users see, while 43493 is the more diagnostic counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8 config failure vs AutoImageProcessor URL loading." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bugs: Qwen3Moe FP8 config vs CLIPTokenizer max_length handling." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: DiaConfig save/load token IDs vs MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-mapping/dequantized offload issue is unrelated to tokenizer max_length defaults." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in torch install is unrelated to a missing Qwen2.5-VL class import." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video, but they target different Qwen model families and different failure modes/code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different models and bugs: Qwen3OmniMoe video processing vs Qwen3-vl-embedding StopIteration." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype bugs in different architectures; not the same concrete fix." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer construction error vs model-specific tokenizer loading regression are not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend installation packaging issue is unrelated to Python 3.14 import/load failures." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default resolution failure." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend omission vs a specific model loading regression; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 runtime error is unrelated to a PEFT version pin bump." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Generic reproduction of another issue vs a Qwen2.5-VL video-position regression; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision load breakage are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different failure modes: Qwen3Moe FP8 config vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU allocation issue is unrelated to flash-attention sinkless-model crash." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are load-time errors, but one is a key error for a specific model and the other is an init_empty_weights argument mismatch." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to single-label classification zero-loss behavior." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only load error are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and components: Qwen3OmniMoe video parsing vs Gemma4 device mismatch." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/positioning, but they concern different models and distinct implementation mistakes." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing ImportError is unrelated to LayoutLMv3 box-content validation messaging." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 wrong-results / implementation-mismatch problem; one is the broader symptom report." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication is unrelated to Mistral regex patching and backend_tokenizer access." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key regression is unrelated to AutoTokenizer producing wrong token IDs across models." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config fields, but one is trust_remote_code loading behavior and the other is a specific Qwen3_5MoeVisionConfig field omission." + }, + { + "left": "issue:43782", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3VL weight_only load error is unrelated to the v5.3.0 video-input regression across Qwen vision models." + }, + { + "left": "issue:44938", + "right": "issue:45920", + "accept": false, + "reason": "Python 3.14 compatibility/load failure is unrelated to tokenizer ID regression across multiple models." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a specific model/tokenizer load failure are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet supports treating 43994 as the user-facing anchor and 43493 as the more diagnostic SigLIP2 counterpart. The rest of the soft-edge rejections are conservative and aligned with the issue titles; no pair is overstated as a duplicate cluster beyond the one accepted SigLIP2 match." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:44484|issue:44704", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:44936|issue:45823", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:38175|issue:43295", + "issue:43643|issue:44561", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:41720|issue:43906" + ], + "prepared_review_unit_hash": "fc02e1b0dc39bf51e9720416aa552e40030e2c8d196cf1e35a6827557f7287e4", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36062, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs cover many unrelated Transformers bugs, regressions, and model-specific loading failures. The only plausible duplicate-like pair is the v5 tied-weights/save_pretrained serialization regression.", + "confidence": 0.41, + "canonical_issue_reason": "issue:44466 is the clearest concrete root-cause report: it describes device-dependent incorrect serialization of tied `lm_head.weight` in v5, which is the most actionable and likely umbrella bug among the close matches.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the strongest representative issue because it is specific, regression-oriented, and directly tied to a likely fixable code path; its scope also plausibly subsumes the broader tied-weights complaint in issue:45005.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal loading failures, but they involve different models and symptoms, so they do not look like the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an image-processor dependency regression; the other is a Mistral tokenizer regex crash. Different code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with unrelated error modes: a key error vs. a float8 storage lookup TypeError." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a PEFT version pin problem; the other is stale auto_mappings entries breaking CI. Not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained corruption. Different concrete issues." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are different training/loading problems." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL, but one is chat-template batching and the other is video vision-position IDs. Different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver resolution handling are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question and an AutoProcessor kwargs forwarding bug are not duplicates." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 loading failure and trainer.evaluate after train are different failure modes." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs. LayoutLMv3 error-message clarity; same area of stack traces, but not the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are distinct config bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the failing inputs and failure mode differ enough that they do not look like one bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and BLIP-2 dtype propagation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading/tokenizer paths, but one is gguf_file support and the other is offline Mistral regex patching." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights/save_pretrained regression in v5, with device-dependent serialization behavior affecting translation models as a manifestation." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction and Whisper batch_decode special-token handling are separate behaviors." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer access and the other is Kimi-K2.5 codec handling; not the same fix." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate after train and Gemma4 PLE device mismatch are different runtime problems." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but BigBird mask-token registration and mdeberta BOS/EOS behavior are different concrete bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and recurrent-state reset with cache are distinct generation/caching bugs." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is an is_torch_fx_available removal regression." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer failures on different models; no shared concrete bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLuke tokenizer task error and AutoTokenizer failing for FastSpeech2Conformer are separate loading/tokenizer problems." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and an isolated reproduction of another issue are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The summary does not overclaim duplication beyond the closely related tied-weights/save_pretrained pair, and the other soft-edge rejections are supported by the issue titles and described failure modes. The accepted 44466/45005 pair is a plausible match rather than an overstated certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:43122", + "issue:43278", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:44991", + "issue:45357", + "issue:45440", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:43688|issue:45440", + "issue:30064|issue:33666", + "issue:43688|issue:45704", + "issue:43577|issue:43697", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43646|issue:43749", + "issue:44843|issue:44991", + "issue:28282|issue:35141", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:43122|issue:43906", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:43278|issue:43688", + "issue:43493|issue:43825", + "issue:33666|issue:36010", + "issue:44568|issue:45812", + "issue:43606|issue:43927", + "issue:43720|issue:43927" + ], + "prepared_review_unit_hash": "47aeb53ed2c6ba06f66e593266cb9674e0541eb311ec30778d870df6043397e3", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37287, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but a smaller theme around tokenizer regressions/loading behavior in v5 stands out. I did not find any soft pair that is clearly the same concrete bug or change, so all soft edges are rejected.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45701 is the broadest open tokenization-regression umbrella and is the best place to attach version-induced tokenizer behavior duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most reusable triage target for tokenizer-change reports across versions, even though the cluster overall is mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different models and failures: auxiliary-loss normalization vs implementation divergence in DeepSeekV3MoE." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image segmentation map processing is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype handling and RTDetrV2 output differences are distinct bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM loading are different code paths." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline Mistral regex patch issue and tokenizer loading failure for est-roberta are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Environment ImportError and embedding-resize reinit bug are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization does not match a tokenizer regression." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token decode issue and DiaConfig custom-ID loss are different tokenizer/config bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and MobileLLM load key error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure and DiaConfig save-load generation error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is different from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are unrelated Qwen3.5 issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading and MPS attention correctness are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype handling is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Both concern tokenization, but one is a version-to-version difference and the other is a reproduction of a separate referenced issue; not enough to call the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field BEiT loading and Bamba torch.compile SDPA are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field BEiT loading and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and num_input_tokens_seen not updating are unrelated trainer issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and compiled-forward chunked generation are different failures." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file/from_pretrained breakage and ScandiBERT load failure are too vague to be the same concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and save_pretrained visual-key regression are different code paths." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure are unrelated loading issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate and auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-message bug are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors; not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig save/load token-ID loss 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": 17, + "review_unit_index": 21, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:28218|issue:33357", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:44964|issue:45405", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:44625|issue:45584", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:33357|issue:33666", + "issue:44423|issue:44734", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "429c7702711d6fa69a801de64a83ddf3caf14b176b2badba66a605455806c428", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab-bag of mostly unrelated transformers issues. All soft pairs look like false duplicates: they touch different models, APIs, failure modes, or code paths, even when they share broad themes like configs, tokenizers, loading, or multimodal support.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue exists because the items are not duplicates of one another. If a representative issue is needed, #43295 is the clearest standalone regression report, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#43295 is the strongest standalone issue to represent a bug report: it is a concrete regression with a specific failure mode and actionable reproduction context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but they affect different config classes (Llama4 vs StableLm) and different loading paths." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve rotary/rope config behavior, but one is a Smollm3 architecture mismatch and the other is a GPTNeoX reload/default persistence bug." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image handling are different APIs and different failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task errors are unrelated subsystems with unrelated symptoms." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error when loading a CLIP model." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a custom compute_loss signature break are different training issues, not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a docs/example mismatch and quantization failure while the other is implementation parity with JAX." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Qwen3.5 flash-attention generation are separate code paths and failures." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity issues and ZeRO-3 gradient growth are unrelated bugs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-loading regression for Phi-4 multimodal is unrelated to a PEFT version pin being ahead of PyPI." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate and abnormal gradients under ZeRO-3 are distinct symptoms with different likely causes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing padding-related config fields, but they are different models and different missing attributes." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failures are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MOE loading reports, but one is accelerate+deepspeed weight conversion and the other is a dev-version model init break; not the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch is unrelated to a helper function behavior bug in qwen3_omni_moe." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config; different fixes." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model and offline-mode tokenizer patch behavior are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 multi-GPU inference OOM are different bugs with different causes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5 VL import and Float8 storage lookup failure are unrelated compatibility errors." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization in v5 and lm_head serialization depending on device are separate model-core regressions." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A SigLIP2 docs/example issue is not the same as a regression in processor.tokenizer/image handling." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is inference OOM while the other is a PLE device mismatch during forward." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT pretrained loading with a legacy field and Bark CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage type resolution and flash_attn import metadata on Python 3.13 are unrelated compatibility issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing StableLm pad_token_idx and init_empty_weights receiving an unexpected _is_hf_initialized argument are different constructor/config regressions." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS CLIP bus error and Qwen2-VL multi-GPU training are completely different failures." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are both serve-related, but they are different concrete failures." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are unrelated model/tokenizer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT semantic-segmentation preset loading and BigBirdTokenizer mask-token registration are different components and symptoms." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription handling are distinct generation bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch bug and a stale CI test for GraniteSpeech are not the same underlying issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline and unexpected position-id keys across many models 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": 17, + "review_unit_index": 22, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44464", + 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tool-call assistant messages." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow not reporting failed jobs are different subsystems and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A local-path import warning is unrelated to a GPT-oss CUDA out-of-memory error." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient blow-up is a training stability bug, not the same as a Phi-4 model-loading failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue does not match a PyTorch version check bug in flex_attention imports." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation and a flash_attn import KeyError are separate code paths." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "sync_gpus generation-kwargs updating and a Qwen3.5 hidden-states bug affect different generation paths." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "The flash-attention helper import error and meta-device loading breakage are different regressions." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and a device_map='auto' device mismatch are separate issues." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied under model_init is unrelated to the Qwen3.5 output_hidden_states bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS flex-attention correctness and Kimi tokenizer codec handling are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy does not share a code path with resume checkpoint key mismatches." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression with multimodal images is unrelated to OmDet-Turbo's 640px vs 224px size mismatch." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading failure and compiled-forward chunked-generation inconsistency are distinct bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Device-dependent lm_head serialization and LoRA merge collapse with extended vocab are different tied-weight issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus image-generation test failure is not the same as a stale num_return_sequences warning." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast on transformers>=5.1.0." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope index scaling are separate model bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "A flash_supports_window_size import error is unrelated to the Qwen2_5_VL class import error." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and meta-device loading failures are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44936", + "issue:45083", + 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"prepared_review_unit_hash": "34ec6b70d3e06b07456fbfb13b3fa5779fccb760ae634de10a60afe8e7c0cc10", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is not a true duplicate cluster; it mixes unrelated tokenizer, processor, model, training, and import/regression bugs. None of the soft pairs look like the same underlying issue, so all should be rejected.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44521 is the best representative of the largest recurring theme in this set (chat_template / multimodal processor bugs) and has active discussion and references, even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most suitable overall issue to anchor this cluster because it is active, well-discussed, and closest to the repeated processor/chat-template failures appearing across nearby items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: ZeRO-3 gradient growth during training vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different processor regressions: processor.tokenizer/image handling vs batched video output shape." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id) but different configs/models and likely different fixes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Unrelated failures: import error for Qwen2_5_VLForConditionalGeneration vs DeepSeek detokenization regression." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics batching logic and the other is BeitImageProcessorFast reduce_labels." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Different code paths: custom processor/tokenizer regression vs quantization/offloading behavior." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs RT-DETR memory not being released." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different issues entirely: FineGrainedFP8Config failure in Qwen3Moe vs a Qwen2.5-VL import error." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same subsystem, but not the same bug: one crashes on batched padding=False input, the other returns zero assistant masks." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both touch SigLIP2, but one is zero probabilities and the other is HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model issues: AutoTokenizer loading failure vs save_pretrained/tokenization failure on Wav2Vec2." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype drift in evaluate() vs memory inefficiency in Qwen3 MoE training." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated CI failures: BigBirdTokenizer special-token registration vs GraniteSpeech stale device override test." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Different bugs: local-path import warning vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/pipeline-related, but they refer to different deprecations and behavior mismatches." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: unsupported center arg in feature extraction vs empty transcription after align_special_tokens." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different areas: batched video processor shape vs tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "No shared underlying bug: LoRA merge with extended vocab vs category-count limit runtime error." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different DAC latent mismatch vs Qwen3 Omni helper-function behavior." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Completely unrelated: DAC latent mismatch vs GraniteSpeech CI device override failure." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different processor types and failures: audio chat-template sampling-rate default vs batched video shape bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths: OmDet-Turbo image sizing vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: embedding dtype change in evaluate() vs pipeline v5 error-message wording." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: tool-call assistant message crash vs wrong vision_position_ids for video input." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: CPU-offload device mismatch vs Qwen3 Omni helper function semantics." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different issues: missing internal import vs Torch 2.10 compatibility." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different subsystems: SwitchTransformers sparse-layer construction vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model regressions: Pegasus v4/v5 output drift vs recurrent state reset in modular_qwen3_5." + } + ] + }, + "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": 17, + "review_unit_index": 24, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:44360|issue:44561", + "issue:45200|issue:45588", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:44448|issue:44779", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "b2fcc468b7e72093a408f5bf3d00a3c2b30cca4c7dbdcc736f4df3166184c600", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38195, + "estimated_input_tokens": 9549, + "estimated_eval_tokens": 19354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a set of loosely related Transformers issues, with many surface-level similarities around v5, flash-attn, loading, and model-specific regressions. Only one clear duplicate pair stands out: the two Qwen3.5 MoE from_pretrained reports (45310 and 45478).", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earlier, fuller report and matches issue:45478 on the same Qwen3.5 MoE from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest representative of the only true duplicate pair in this set, and its title/body are specific enough to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different model paths: AMP/CUDA loss crash vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated code paths: DSA ReLU discussion vs trust_remote_code breakage from FX helper removal." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 text-only fine-tuning token ids issue is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are distinct problems." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and different regressions." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor arg and device_map/offload mismatch are separate failures." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs example/model-processor mismatch is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage is a different issue than Qwen3-VL shape mismatches." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to a stale GraniteSpeech CI test." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer creation and BEiT legacy-field loading are different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing error is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same Qwen3.5 MoE from_pretrained regression, and clearly the same underlying loading bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "A SwitchTransformers config bug is unrelated to the qwen3_omni_moe helper function issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging and Trainer broadcast NoneType are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5-related paths, but the crashes occur in different functions and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A documentation/example error is not the same bug as a widespread unexpected-key regression." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError on Python 3.13 are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability output is unrelated to unexpected key warnings with position ids." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different failure modes; not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Deepseek tokenizer regression are different model-specific problems." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to FX-helper removal breaking trust_remote_code models." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: trust_remote_code import breakage versus tokenizer correctness in Deepseek." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to a stale device-override CI test." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer v5 loading breakage and MPS attention correctness are distinct issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different regressions; not mergeable as one fix." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and output-embedding reinit on resize are separate bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP loss crash are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "These are different dtype/training-inference issues affecting different models and paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "A flash-attention generation bug is not the same as a stale warning about num_return_sequences." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, has identical titles and clearly matches the same Qwen3.5 MoE from_pretrained regression. The remaining soft-edge rejections are conservative and appropriately avoid overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:44568|issue:45491", + "issue:43927|issue:45698", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:37428|issue:44987", + "issue:29942|issue:35141", + "issue:45459|issue:45712", + "issue:43873|issue:44493", + "issue:45245|issue:45563", + "issue:32090|issue:33357", + "issue:43412|issue:45588", + "issue:43873|issue:45229", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:43976|issue:45440", + "issue:10000|issue:15354", + "issue:45372|issue:45406", + "issue:43065|issue:43994", + "issue:42490|issue:43575", + "issue:28218|issue:29127", + "issue:43065|issue:45412", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45588|issue:45823", + "issue:43278|issue:43381" + ], + "prepared_review_unit_hash": "9e821cf196fe3a722940f2378bd666fa44a935e2d717a32cfe162189146285c9", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug or change. I would not merge any of the soft-edge candidates.", + "confidence": 0.19, + "canonical_issue_reason": "If a single issue must anchor this set, issue:45698 is the cleanest well-scoped regression report, but overall this cluster does not have a strong canonical duplicate target because the items span unrelated subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative issue because it is concrete, reproducible, and framed as a specific save/load regression, which makes it a better triage anchor than the more vague or highly specialized reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: tokenizer special-token insertion vs Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is config token IDs and the other is wrong custom-module resolution; different code paths and symptoms." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs Trainer distributed broadcast TypeError; unrelated failures." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as an output-length helper bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "save_pretrained/tokenization failure is not the same as a bare-except swallowing errors in Fuyu conversion." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency issue vs flash_attention crash on s_aux=None; different concrete problems." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "ImportError for a flash-attention helper vs a model loading failure for a specific repo; not the same defect." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing FA2 tests and tied-weight reinitialization are unrelated regressions." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "One is exception masking in tokenizer error handling; the other is stale dummy PT classes in repo inspection." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior vs unexpected position-id keys; different symptom and subsystem." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime limit is unrelated to a stale generate() warning." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "GPU broadcast NoneType error vs MacOS bus error with a CLIP model; not the same underlying bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/erfinv/training-guard issue is distinct from a flash-attention s_aux=None crash." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading-with-quantization and multi-GPU OOM are both memory-related but not the same code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert is a different failure mode from plain OOM." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to undefined video-branch variables in multimodal token counting." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs divergence from remote DeepSeekV3 implementation; unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different models, different frameworks, different errors." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4 loading, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs nonsensical Siglip2 outputs; no shared concrete defect." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer added-space regression vs layoutlmv3 box error messaging; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer placeholder vs RT-DETR memory not being released are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 dependency import failure is not the same as protobuf exception masking in tokenizer decode paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to flash-attention sink-less-model crash." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different-output regression across versions vs inconsistent lm_head serialization; same broad area but not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration issue vs recurrent-state reset in cache handling; different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention attribute crash and Gemma4 PLE device mismatch are separate forward-path failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "dtype change in evaluation is unrelated to gradient checkpointing being disallowed in eval mode." + } + ] + }, + "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": 17, + "review_unit_index": 26, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:44206|issue:44479", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:44451|issue:45520", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:43257|issue:43278", + "issue:33357|issue:39692", + "issue:44610|issue:45412", + "issue:29127|issue:34567", + "issue:42490|issue:43873", + "issue:32090|issue:33290", + "issue:45103|issue:45372", + "issue:45440|issue:45593", + "issue:43824|issue:44279", + "issue:43653|issue:44442", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:29127|issue:33357" + ], + "prepared_review_unit_hash": "513de4dca337028a817276c65529fccefdfb4d4fb40a2843af92eabeffa4a45b", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the items span unrelated tokenizer, vision, trainer, quantization, documentation, and export issues. All soft pairs are false positives and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set; the titles and bug reports cover distinct code paths and model families, and the soft-linked pairs do not describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no strong global best issue representative for the cluster because the items are heterogeneous and none subsumes the others as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different subsystems: image feature extraction vs video-input handling for Qwen models." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizers, but one is a decoder-type mismatch in v5 while the other is AutoTokenizer ignoring tokenizer.json; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference mismatch and RT-DETR memory reclamation are unrelated problems." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline output nesting and Trainer GPU broadcast TypeError are unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are different tokenizer issues." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is an FP8 loading failure and the other is a quantized-model saving bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task errors do not match Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation issues are different defects." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained behavior." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-implementation mismatches, but for different architectures and different misbehaviors." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing update bug and Gemma3 NaN embeddings are distinct issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and embedding dtype drift in eval are different bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation example errors are not the same underlying issue." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are different concerns." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading behavior are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer and DeepSpeed OOM with Adafactor are separate failures." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3 implementation divergence and D-FINE auxiliary-loss handling are different model-specific bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import failure and a generic dependency issue are not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing on FastSpeech2ConformerTokenizer are different tokenizer problems." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long-OCR index error are different processing paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are separate trainer behaviors." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image processor label reduction and LayoutLMv2 tokenizer crashes are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention test failures and GenerationMixin import error are not the same issue." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and CLIP bus error on MacOS 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": 17, + "review_unit_index": 27, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:35141", + "issue:42490", + "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44062|issue:45907", + "issue:43232|issue:43388", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:43761|issue:44079", + "issue:43646|issue:44077", + "issue:43575|issue:43701", + "issue:45003|issue:45440", + "issue:43575|issue:44387", + "issue:43723|issue:45479", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:42907|issue:45698", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:33290|issue:34567" + ], + "prepared_review_unit_hash": "18367ab8a38527be21667d6620858b23ff03cfd066553c0824b24b06a4a52efd", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35877, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate matches; the soft pairs span distinct bugs across loading, generation, processors, config APIs, and model-specific failures.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45698 is the clearest standalone bug report in the set: it has active discussion and inbound references, and it describes a concrete save/load regression with reproducible behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44387 is the strongest issue report overall, with the richest discussion and a well-scoped, high-impact memory regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different bugs: missing pad_token_id on Qwen3-VL config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: flash-attention generation problem vs category-count limit error in a different model path." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward generation inconsistency is not the same as Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe is distinct from Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and unsupported center arg in a feature extractor are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch inference are separate code paths with different root causes." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crash are not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model warning is unrelated to gradient-checkpointing restrictions in eval mode." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are different API issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync handling and gather_for_metrics label truncation affect different subsystems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they target different model behaviors and different concrete crashes." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states handling is a different bug from ModelOutput key assignment with prior None values." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as patchtsmixer post_init being disallowed." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated failures." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence concern different code paths and symptoms." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM, but one is TP loading and the other is int4 quantization memory regression; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer-loading regression and zero-loss classification bug are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure and bare-except error handling in Fuyu conversion are different issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states=None bug and torch.compile attention-kernel divergence are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in VL models and assistant tool-call chat-template crash are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but for different model families and different missing fields." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct serialization problems." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Perceiver non-default-resolution failures are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed Adafactor OOM and TrainerState token counter not updating are separate 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": 17, + "review_unit_index": 28, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45491", + "issue:45759" + ], + "soft_pairs": [ + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:43931|issue:45216", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:44077|issue:44479", + "issue:43316|issue:45759", + "issue:43720|issue:44442", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:44190|issue:44496", + "issue:33290|issue:36331", + "issue:44855|issue:45137", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:43673|issue:44743", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "8ecb60070cb6f3f2283bfb9120cf755b079ca7477bdb02b847ce0c7b315d3c21", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36333, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form a heterogeneous set of Transformers bugs, regressions, and documentation issues rather than one duplicate cluster. None of the proposed soft pairs are the same underlying defect, so no merges are justified.", + "confidence": 0.19, + "canonical_issue_reason": "If a representative issue must be picked, issue:34689 is a clear, concrete loading regression with a specific model/version impact; however, the overall set is too diverse to support a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:34689 is one of the strongest standalone reports here: specific repro, user-visible breakage, and a well-scoped model-loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is Llama 3.2 Vision-specific while the other is a generic base_model_prefix loading issue in v5; different code paths and fixes." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 versus a Gemma3 GPU NaN embedding bug; unrelated symptoms and subsystems." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen3.5/3-VL model handling, but one is a shape-mismatch load failure and the other is a save_pretrained checkpoint regression; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM and embedding reinitialization in post_init are different failure modes with no shared code-path." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer/DeepSpeed memory issue versus model loading regression; only broad ML-training context overlaps." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing pipeline() after v5 removals." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantized offloading behavior are distinct training/runtime issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated model-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is unwrapping text_config for Qwen multimodal configs; different semantics and fixes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading failure and FastSpeech2ConformerTokenizer auto-loading failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they stem from different missing symbols in different processor/model stacks." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code returning missing config fields is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a distributed-loading regression; Qwen3-VL weight mismatch is a model checkpoint shape issue." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama model loading regression versus a GenerationMixin import error; different APIs and root causes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config.json failure." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and CustomTrainer compute_loss signature mismatch are different training issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/parsing problem in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig versus strict config blocking granite_speech loading; related to configs broadly but not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe and batched apply_chat_template crash in Qwen2_5_VLProcessor are different processor code paths." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache removal/chunked_prefill issue versus recurrent-state reset in modular_qwen3_5; both cache-related but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Package/backend installation coverage issue versus a config-class API discrepancy; no common underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight-tying bug and Ministral-3 FlashAttention failure are distinct model/runtime problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same code-path problem." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and janus image-generation test failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor.tokenizer regression and pipeline() error-message/docs issue are separate pipeline-related but non-identical changes." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug and missing PyTorch import error are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering label truncation and auxiliary-loss normalization in MoE models are different bugs 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": 17, + "review_unit_index": 29, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43550|issue:43701", + "issue:43761|issue:44479", + "issue:44871|issue:45584", + "issue:43606|issue:43701", + "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:43452|issue:44496", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:44734|issue:45406", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:45563|issue:45584", + "issue:32090|issue:35141", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:44521|issue:45381", + "issue:43906|issue:45290", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964" + ], + "prepared_review_unit_hash": "dd4e9a6e109718e7217b5c1a03e6e21f75ce5e4eb9de5fa32c8936d2e4933fc6", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36064, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "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: model loading/config regressions, multimodal pipeline bugs, generation edge cases, and docs/runtime problems. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44521 is the best anchor because it is open, has the most inbound references, and describes a broadly impactful multimodal chat-template bug with clear reproduction details.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most suitable representative issue in this set due to its higher visibility/activity and a well-scoped, user-facing regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different bugs and code paths: video-classification processor lookup vs SAM3 vision encoder attribute access." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init policy vs non-persistent buffer initialization regression." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Completely different topics: model_max_length behavior vs missing transformers.onnx module." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and symptoms: CLIPVision hidden_states regression vs Qwen VL video input regression." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation/tokenization, but the concrete failures differ: eos_token_id mismatch vs empty transcription after align_special_tokens." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device mismatch with CPU offload is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different model behaviors: LoRA merge with extended vocab vs Gemma 4 multimodal token type ids defaulting." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regression surfaces: processor/tokenizer API breakage vs Gemma eos token configuration mismatch." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading issues, but one is gguf_file/from_pretrained behavior and the other is missing model_type in config." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: running 3d_parallel.py vs tensor-parallel OOM when loading a large model." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during TP loading is unrelated to a key error on MobileLLM load." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve failures: KV cache continuation indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different loading bugs: legacy preset field handling vs wrong custom module loaded after save_pretrained." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper generation failure on empty transcription." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape mismatch when loading a model is not the same bug as tied-weights warnings wiring the wrong tensors." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states=None regression in CLIPVisionModel is unrelated to missing load-balancing loss when output_router_logits=False." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but stale warnings and empty transcription crashes are different issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different code path from eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "SAM3 pixel decoder dummy conv and OmDet-Turbo processor image size mismatch are different model-specific bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal chat handling, but one is assistant mask generation and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of another issue is not the same as crashes on assistant messages with tool calls and no content." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical results with AutoModel/pipeline." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization is unrelated to rotary_pct not surviving config reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a script is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:43452", + "right": "issue:45698", + "accept": false, + "reason": "Different from_pretrained/save_pretrained issues: gguf_file handling vs wrong custom module resolution." + }, + { + "left": "issue:43931", + "right": "issue:44964", + "accept": false, + "reason": "Weight shape mismatch for a specific model is not the same as an overall latest-transformers load failure for Phi-4 multimodal." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked generation inconsistency is different from a stale warning about num_return_sequences." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44496", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:44933|issue:45362", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:43388|issue:44079", + "issue:35141|issue:42490", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:44938|issue:45542", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:44496|issue:45803", + "issue:43335|issue:44190", + "issue:45276|issue:45584", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:43295|issue:45276", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065" + ], + "prepared_review_unit_hash": "bb8217c596c506a487327ef573b22fe71885f2508932b3b036303e284caa2472", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36320, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items cover unrelated import errors, model/config bugs, runtime failures, and docs/CI issues. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the set does not form a single duplicate topic, and the closest title overlap is still only a loose token-embedding/config family among many unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; the cluster is too mixed for a single representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different problems: missing image_utils import vs a Qwen3.5 chat crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: CUDA device-mapping assert vs category-count limit." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "One is a janus image-generation test failure; the other is a broken auto_mappings reference/CI issue." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error vs flash-attention crash on sink-less models." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU device placement bug in XLNet vs bare except swallowing errors in Fuyu batching." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/vocab merge collapse vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Metric gathering drops tuple labels, while the other issue is about ModelOutput key assignment." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize bug vs path-with-slash import warning; no shared code path." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs DebertaV2 import failure on Python 3.13." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "post_init policy issue vs ModelOutput None-key assignment bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 loading failure vs missing TensorFlow backend handling." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure vs dataset-loading problem in a training script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility issue vs DebertaV2 parsing/import problem." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization vs GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI test flake vs removed Sam3LiteText config references." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue vs fbank feature extraction bug." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unknown model_type loading failure vs bare except swallowing interrupts/errors." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config construction bug vs local dataset loading failure." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings/output_embeddings bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors vs local dataset loading in an image-classification script." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime limit vs Whisper generation bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor mismatch vs notebook syntax error." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default config handling vs missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression vs Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Specific Qwen2.5 VL image-processor import failure vs AutoImageProcessor import failure." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Processor import error vs configuration_utils symbol import error." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash vs serve KV-cache tensor indexing." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug vs Sam3PixelDecoder dummy Conv2d 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": 17, + "review_unit_index": 31, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:44734|issue:45632", + "issue:43404|issue:45216", + "issue:44561|issue:45632", + "issue:44246|issue:45003", + "issue:42490|issue:45632", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:44016|issue:44062", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43673|issue:44336", + "issue:43824|issue:44933", + "issue:43531|issue:45600", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:43299|issue:45357", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:44351|issue:45278", + "issue:44496|issue:45759" + ], + "prepared_review_unit_hash": "bba8e89f0bc52adfa0006d0cc18b78eb29f797502c0fe1f04fcc470261c1408e", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "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 bugs, regressions, and import/load issues. None of the proposed soft pairs look like the same concrete underlying bug or change, so all soft edges are rejected.", + "confidence": 0.45, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the list ('Many import errors after update from 4.57.0 to 5.5.0') and is the closest thing to a cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative because it captures the widest import-regression surface among these issues, though the overall set is not a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention/PyTorch, but one is a compiled-kernel failure on torch>=2.9 while the other is a version-check/import bug for AuxRequest. Different concrete failures." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and a feature-extraction bug are unrelated problems in different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is about backend extras not pulling in TensorFlow; the other is a vague dependency issue. Too different to be the same bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve model config/serialization behavior, but one is tied lm_head serialization and the other is rotary_pct reload loss. Different fields and code paths." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "One is a server KV-cache indexing crash; the other is a trust_remote_code cache-path collision for local models. Not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both are tied-weights/save-pretrained regressions, but they affect different models and symptoms. Not enough to be the same concrete bug." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to local cache-path collisions." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe sys.modules access may be loosely related, but they describe different bugs and fixes." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both involve local model paths, but one is a trailing-slash warning and the other is a leaf-directory cache collision. Different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields when loading remote-code configs; the other is an unrecognized model/config.json model_type issue." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Loading Phi-4 multimodal and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test fixture/device override problem is unrelated to a model loading regression." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both are Ministral-family issues, but one is about saving dequantized weights and the other is FlashAttention loading. Different bug classes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different load-path failures; no concrete shared bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error versus AddedToken keyword-argument conflict are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version compatibility problem and a model-loading regression are not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "These are both model-specific regressions, but one is about processor/tokenizer access and image passing, while the other is about resize_token_embeddings on t5gemma." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "A GenerationMixin cache regression and ANSI escape handling in loading_report are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and different export failures." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale config references in auto_mappings.py." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized model/config error is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BEiT image processor label reduction bug and a docs mismatch in TextClassificationPipeline are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen3.x regressions, but one is model loading and the other is incorrect checkpoint serialization. Different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning during LoRA fine-tuning are unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "A resize_token_embeddings bug in t5gemma and Whisper empty-transcription generation failure are different model behaviors." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A version/platform compatibility complaint and a generic dependency issue are too broad and not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one breaks model loading while the other saves incorrect visual encoder keys. Distinct bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated training-time issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for text classification is unrelated to an unrecognized-model config error." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache export is one specific import error, while 45278 is a broad umbrella report; not the same concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type in config.json and unwrapping text_config for multimodal configs are different config-loading 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": 17, + "review_unit_index": 32, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:41950|issue:43650", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43650|issue:45290", + "issue:43441|issue:44683" + ], + "prepared_review_unit_hash": "bad89ae20be48b1773be4561649440b3a8ba384efe5a67301cbdbf196703eb53", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36421, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different models and subsystems. The suggested soft matches are only broad topical similarities (tokenizers, multimodal processing, deepspeed, loading, serialization) and do not look like the same underlying bug, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal behavior, but one is assistant masks in chat templating and the other is RoPE temporal \u0564\u056b\u0580 position scaling; different code paths and symptoms." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug is not the same as a broad regression affecting remote_code models." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "These are separate version-compatibility problems: Python support vs a PEFT minimum-version bump." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs in different model families: missing load-balancing loss vs Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "One is default multimodal config initialization, the other is a missing pad_token_id attribute; not the same defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor lookup in a video pipeline is unrelated to a Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "One is dtype propagation on load, the other is incorrect save_pretrained serialization; different lifecycle stages and failures." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Zero probabilities in a model output is unrelated to CUDA OOM in Sam3Video." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "A torch flex_attention regression is unrelated to a tensorboard/TensorFlow backend installation error." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a specific SigLIP2 example failure and the other is a pipeline option documentation mismatch." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete code path is evident." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency complaint does not match a specific PEFT version release issue." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "The titles are unrelated; one is a pipeline processor bug, the other is a non-descriptive report." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression and DeepSeek tokenization errors are distinct tokenizer-related bugs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json and crashing in Mistral regex patching are different tokenizer-loading problems." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata mismatch on save_pretrained is not the same as AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer patching crash and list_repo_files revision forwarding are entirely separate utilities." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax errors and init_empty_weights argument errors are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on one model and OCR long-input index error on another are different bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed config references in auto_mappings and leftover dummy classes are separate repo-maintenance issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed/optimizers, but one is OOM with Adafactor and the other is duplicate optimizer stepping; not the same issue." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "A batched video-processor shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same as a Perceiver interpolation failure." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with device_map offload are different quantization pathways." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head serialization and resize_token_embeddings not updating Gemma4 embeddings are separate weight-handling bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is an rms_norm_eps/config precision issue and the other is a torch.split return-value issue." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A vague issue title and a concrete apply_chat_template crash do not indicate the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failures and compiled flex_attention failures are different attention-stack regressions, not one bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43262|issue:44521", + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:43673|issue:43761", + "issue:42175|issue:43976", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44987|issue:45542", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:43295|issue:44617", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:44246|issue:44496" + ], + "prepared_review_unit_hash": "9b9c172da8e49c237f907793dc8afa752614c469a0ad7ebeb64a6f87c309f09b", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct Transformers v5 regressions and integration issues across different models, processors, tokenizers, and backends. I did not find any soft pair that clearly describes the same underlying bug or change, so the safe triage choice is to keep them separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43723 is the broadest and most representative report here: a generic AutoTokenizer.from_pretrained loading failure in v5, which fits the cluster\u2019s overall theme of v5 regressions without being too model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best global representative because it is clear, central, and broadly phrased enough to anchor this cluster while still describing a concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different problems: missing files from processor.save_pretrained vs gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "One is a processor save_pretrained bug; the other is a performance regression during data filtering after upgrade." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is about audio sampling rate defaults and the other about zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model bugs: BigBirdTokenizer special-token registration vs D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different failure modes and subsystems: generic tokenizer loading vs ESM2 model breakage." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill issue is unrelated to CLIPVisionModel hidden_states handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging omission for TensorFlow under a torch install is not the same as the Python version compatibility bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 correctness regressions, but they affect different model/tokenizer families and do not look like one concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers with nn missing is unrelated to tensorboard-only installation causing undefined tf backend errors." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 model/pipeline outputs." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Different scope entirely: tokenizer output changes vs a nonspecific data request." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 is unrelated to the tensorboard/TensorFlow backend packaging issue." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Python 3.9/3.10 compatibility are unrelated failures." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata written by save_pretrained is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention kernel divergence and ANSI codes in loading_report are different subsystems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as generic glm-4v-9b loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is a specific config attribute bug and the other is trust_remote_code stripping fields during AutoConfig loading." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5-35B chat crash are different runtime failures." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import is unrelated to the Python version compatibility issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file-race bug and stale generation warning are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across branches and the other is base model loading for Qwen3VL; too different to merge confidently." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch for text classification is unrelated to a runtime performance report about import time." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output and a wrong docstring are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern losses, but they are for different models and different gating conditions." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error is unrelated to Gemma4 zero3 from_pretrained." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor mismatch and fbank feature extraction error are different pipeline/audio issues." + }, + { + "left": "issue:44246", + "right": "issue:45593", + "accept": false, + "reason": "Import latency complaints are unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43976", + "right": "issue:44496", + "accept": false, + "reason": "Python version support regression is unrelated to unrecognized model/config loading for Olmo-Hybrid-Instruct-SFT-7B." + } + ] + }, + "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": 17, + "review_unit_index": 34, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:43352|issue:45250", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43526|issue:45003", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:43901|issue:45003", + "issue:45292|issue:45701", + "issue:43232|issue:44336", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:44987|issue:45459", + "issue:44496|issue:45003", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:43653|issue:44162" + ], + "prepared_review_unit_hash": "f3dfcd15ff27b96e20056596fcb9f9a463eb897d24e313b63df433d48a485e3d", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36604, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "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 issues, with a few loose thematic overlaps around imports, configs, and model loading. I did not find any soft pair that looks like the same concrete bug/change, so I rejected all candidate merges.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44246 is the broadest, most central user-facing regression in the set and has the strongest discussion activity; it best represents the cluster\u2019s import/loading/core-utility theme better than the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best overall issue candidate because it is broad, high-activity, and closest to a cluster-level core library problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen models, but one is a sliding_window bug and the other is a chat/runtime crash; different code paths and symptoms." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols in different packages; not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is Nemotron-specific Flash Attention 2.0 support, the other is a generic Flash Attention topic; too broad to be the same fix." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (`Qwen2_5_VLImageProcessor` vs `HybridCache`) and different subsystems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Completely different problems: terminal ANSI output vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is unsafe `sys.modules` access in modeling_utils." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Core utility import/access bug versus a pytest-xdist file race; unrelated failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both mention v5 regressions, but one is generation cache/chunked prefill and the other is `is_torch_fx_available` removal breaking trust_remote_code models." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma eos_token_id mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different model losses and different failure modes; no shared code path." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma4 token-type defaults are unrelated model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering `position_ids` as a buffer and a slowdown after upgrade are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a processor class versus a ZeRO3/BertModel IndexError; different layers of the stack." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both concern strict config handling, but they affect different model families and different missing fields." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer behavior regression versus resize_token_embeddings not updating output embeddings; not the same concrete issue." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Output embedding resize bug and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch versus low-level `sys.modules` access bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings behavior is not the same as a general tokenization-version-change report." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/update logic and ANSI-reporting output are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and Gemma4 multi-GPU OOM are different problems with no shared code path." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type/config mismatch warning." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model on v5.1.0 and protobuf decode-error handling are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe `sys.modules` access are distinct issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen composite-config issues, but one drops a specific vision config field while the other fails to unwrap `text_config`; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque underflow; different failure paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaults and import performance are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache on second forward pass is not the same as Gemma4 token-type defaults." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different issues: tied-weights warning versus optional post_init handling." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video-adjacent, but one is a missing vision-encoder attribute and the other is a video-input processing ValueError." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and ESM2 breakage 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": 17, + "review_unit_index": 35, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:42371|issue:45092", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "0c74d2e61043e038ad2dd9837dc7aec042179d71516baf5ff44d86548c574127", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37570, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous v5 regression reports and not one single duplicate set. The only clear duplicate groups are the repeated Qwen3ForCausalLM VRAM leak report and the Qwen3.5-Moe from_pretrained/config-field failures.", + "confidence": 0.69, + "canonical_issue_reason": "45278 is the broadest, most umbrella-style report in the set: a general import/regression breakage after upgrading to 5.5.0. It is the best single anchor for the cluster because many other items are narrower one-off model or subsystem failures.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most useful issue to triage first because it captures the widest shared symptom pattern and is open, while most other items are narrower, model-specific, or unrelated to the main regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied-embedding/serialization behavior, but one is about lm_head weight serialization and the other about resize_token_embeddings not propagating to decoder.embed_tokens. Related area, different bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "One is a Gemma-4 from_pretrained/Zero3 loading failure; the other is an optimizer step being invoked twice under DeepSpeed. Different code paths and symptoms." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but they concern unrelated behaviors: tied-embedding warnings during Qwen fine-tuning versus a stale num_return_sequences warning in paged generation." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "The first is about a tie_word_embeddings warning; the second is a Qwen3.5 flash-attention generation failure. Same model family is not enough to merge them." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to a flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache bugs, but one is a missing GenerationMixin cache in chunked_prefill and the other is wrong tensor indexing in serve KV-cache continuation. Different failures." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and a broken auto_mappings reference to removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning in Qwen3.5 fine-tuning are not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both are import/tokenizer-related, but one is a missing image_utils import and the other is protobuf error handling hiding tokenizer parse errors. Different fixes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing-replacement decoding crash and Kimi-K2.5 codec/fix_mistral_regex regression are distinct tokenizer issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation internals, but they affect different states: sync_gpus/update_model_kwargs versus chunked_prefill cache availability." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are separate serialization bugs." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A generation cache bug is not the same as broad import failures after upgrading to v5.5.0." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "AutoConfig remote-code missing fields and an ESM2 broken-workflow report do not share the same underlying defect." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a Chinese report about slower filtering after upgrade are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and a DeepSpeed double-step optimizer bug are different subsystems and symptoms." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade and DeepSpeed optimizer double-step are not the same issue." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "The filtering slowdown report and Qwen3.5-Moe from_pretrained failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "AutoModel PyTorch ImportError and Sentence Transformers stuck loading are both environment/loading complaints, but not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different quantization/load-path problems." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings guidance and old InternVL2 remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report and a specific Gemma-4 loading issue are not duplicates." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video missing attribute and AutoConfig trust_remote_code field loss are different model/config problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 Video missing fpn_position_embeddings and Qwen2.5-VL video position-id errors are unrelated model-specific bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files do not share the same failure mode." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but one is AutoImageProcessor export/import and the other is a missing import from image_utils; not the same symbol or root cause." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patching crash and docstring-annotation AttributeError are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video attribute error and add-new-model-like failure inside TOKENIZER_MAPPING_NAMES are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and Llama4Config missing pad_token_id are separate bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both are Qwen3.5-Moe from_pretrained/config-loading failures around the same v5-era regression; the missing deepstack_visual_indexes field is a plausible root cause of the reported loading error." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache handling after sync_gpus and divergent attention kernels under torch.compile are different problems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These have the same title and describe the same Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Both point to the same Qwen3.5-Moe from_pretrained regression; one is the generic loading error and the other is the missing config field that likely triggers it." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate calls are mostly well-supported by title/body alignment, especially the exact Qwen3ForCausalLM VRAM-leak pair and the closely related Qwen3.5-Moe from_pretrained/config-field reports. The umbrella choice of issue 45278 is also reasonable given the broad import-regression wording and open state." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:42222|issue:45200", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43377|issue:44242", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:30333|issue:33290" + ], + "prepared_review_unit_hash": "4dc3c803cdfd134d65f5acce3a9e97efe46c8baa9a54c6dd49d90938885af8d0", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36764, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and does not contain any strong duplicate pairs. Most items are unrelated transformer regressions, but the broadest representative is the v5 tokenizer-loading regression. No PRs are present.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43723 is the broadest and most generic of the set, covering a v5 tokenizer-loading regression that is adjacent to several other tokenizer-related reports. The rest of the cluster is too diverse for a single true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "43723 best represents the cluster only as a loose umbrella for v5 tokenizer regressions; however, it does not truly subsume the many unrelated import, multimodal, FP8, and save/load issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both involve bad behavior in model execution, but one is quantization/offloading and the other is pipeline-parallel output correctness; different code paths and symptoms." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols (`AutoImageProcessor` vs `HybridCache`) and likely different export gaps." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel incorrect output is not the same bug as a Qwen3_5 image-specific infinite loop; different failure modes and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One is an FP8 accuracy regression, the other is a save_pretrained failure for MoE FP8; related area but not the same underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE and loading/saving, but one is FP8 save_pretrained and the other is a from_pretrained error in newer transformers; not the same concrete issue." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache missing in chunked prefill and attention-kernel divergence under torch.compile are separate generation/attention bugs." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they concern different APIs and likely unrelated compatibility regressions." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve serialization, but one is quantized model saving and the other is extra_state handling in save/from_pretrained; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "One is packaging/backends missing TensorFlow under `.[torch]`, the other is leftover dummy class cleanup; different concerns." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Both touch generation, but one is a sync_gpus bookkeeping issue and the other is a Janus image-generation test failure; not the same code-path problem." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5-VL/MoE, but one is a general transformers 5.0 bug report and the other is a specific from_pretrained regression in 5.4.0+." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask mismatch and load-balancing loss omission are different model logic bugs." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Beit label reduction bug and xdist file-race in testing utils are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Pretrained preset loading with a legacy field is unrelated to a pytest-xdist captured-info race." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and a testing-utils file race are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading and ZeRO3 deque underflow are different runtime failures." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and missing image_utils import are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization-space cleanup behavior and BOS/EOS special-token insertion are both tokenizer-related, but they are distinct behaviors and fixes." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang and embedding resize/tie-word-embedding reinit are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper timestamp decoding crash are separate subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils import are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization and ModelOutput key assignment are different core library behaviors." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching under compile and a wrong docstring for position_ids are not the same issue." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but one is a sentence-transformers `nn` NameError and the other is a missing Qwen2.5-VL export; different fixes." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files and Qwen3.5 from_pretrained error are unrelated loading/saving problems." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is cleanup-space handling and the other is Granite token IDs; different concrete regressions." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate and a ZeRO3 deque error are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and auto-docstring annotation handling are separate code paths." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is tokenizer loading and the other is add_special_tokens BOS/EOS behavior; not the same underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and DeepSpeed/Adafactor OOM 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": 17, + "review_unit_index": 37, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44779", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45310", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:30333|issue:36331", + "issue:44297|issue:45310", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:30333|issue:34689", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43723|issue:44991" + ], + "prepared_review_unit_hash": "722274dfd80e165ba9ff3ed0c03d704a868d85f1d6a6037c060294336ac05e02", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38123, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many issues are v5 regressions or import/load errors, but they point to different symbols, models, and failure modes. I don\u2019t see any soft pair that is clearly the same underlying bug, so I reject all soft edges. The most representative issue is the core tokenizer-behavior regression in v5.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42898 is the cleanest, most general core-library regression here: it describes a concrete v5 behavior change in tokenizer cleanup, which is broader and more central than the model-specific or environment-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest standalone issue in the set: clearly scoped, reproducible, and broadly relevant to Transformers behavior rather than one model or example script.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: a missing image processor method vs. remote-code/meta-init incompatibility for a different model." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete failures and likely different fixes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen issues: tied-weights warning vs. missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but the reported behavior and likely root cause are different." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: dependency version bump vs. leftover dummy class cleanup." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenization cleanup and the other is a Pegasus output-change regression." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different code paths: buffer registration/read issue vs. optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different import/packaging issues affecting different modules and symptoms." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization metadata bug is unrelated to deepspeed optimizer stepping." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: multi-label classification output vs. local dataset loading." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization bug vs. non-persistent buffer initialization bug; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is MoE FP8 saving and the other is missing processor files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems entirely: feature extractor argument handling vs. auto-docstring annotation parsing." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and packages." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different missing-import causes: transformers.onnx module vs. missing PyTorch dependency." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-reporting/MLflow issue is unrelated to CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata bug is unrelated to Qwen3.5 from_pretrained loading failure." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs propagation bug and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "MoE FP8 save_pretrained bug is unrelated to the max_shard_size question." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on failed training is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer/generation complaints, but one is AutoTokenizer loading and the other is flash-attention generation." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to MLFlow reporting on failed training jobs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: DSA indexer torch.split behavior vs. remote-code/meta-init checkpoint incompatibility." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but torch.split return values and missing ReLU are distinct implementation issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo/incorrect docs is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer access error is unrelated to missing processor files in save_pretrained." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Chat-template batching crash is unrelated to auto-docstring annotation parsing." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon precision issue is unrelated to remote-code/meta-init incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen/vision-related, but one is InternVL2 meta-init compatibility and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and eos_token_id config mismatch are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading issues, but they affect different models and likely different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:22355|issue:28218", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:43232|issue:44743", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:43408|issue:43475", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "88a630e3b48200daffba5487d6b886504916e76f7a592a30189af05e795dde3f", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36536, + "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 tokenizer/import/config/model bugs. The soft pairs are mostly only broadly similar by subsystem, not the same concrete defect, so I would not merge any of them.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43723 is the best umbrella issue here: it describes a broad tokenizer-loading regression in v5 and is the most representative of the repeated from_pretrained/tokenizer resolution failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the strongest single representative of the cluster because it is concrete, widely applicable, and closest to the recurring tokenizer import/load reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different problems: Sentence Transformers loading hang vs. SigLIP2 zero probabilities." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the likely causes are too specific and not clearly the same bug without stronger evidence." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/classes and likely different export issues." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config default/reload issues, but they affect different model configs and code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different model-specific failures: FP8 accuracy vs. Qwen3.5-MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Unrelated: torch.split/indexer behavior vs. a docstring fix." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior bugs, but on different models and different behaviors (offset mapping vs special-token insertion)." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "No common underlying defect; one is FP8 accuracy, the other is Qwen3-VL-MoE loading/compatibility." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but one is a specific huggingface_hub symbol and the other is a broad post-upgrade regression report." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading vs quantized model saving are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync/cache bug vs D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-family implementation issues; not the same code-path problem." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env CLI vs an import NameError in sentence-transformers integration are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs in different model families; no shared fix path." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer-cache loading and tokenizer decoder type regression are different defects." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer/chat-template behaviors and different model surfaces." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning vs. torch.split/indexer behavior are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import error for transformers.onnx vs tokenizer spacing after added token are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both touch from_pretrained plumbing, but one is tokenizer mapping resolution and the other is processor kwargs forwarding." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang vs. MacOS bus error with CLIP model are different failures." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/state handling, but they are model-specific and not the same concrete bug." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access error vs tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs forwarding vs chat-template crash with tool calls are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure vs incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General tokenization differences vs a multimodal apply_chat_template batching crash are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in downstream integration vs broken auto_mappings references are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping bug vs model loading failure are only loosely related." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same model family, but the warning about model type mismatch and the missing attribute error are different defects." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config problem vs documentation 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": 17, + "review_unit_index": 39, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753" + ], + "soft_pairs": [ + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43493|issue:45753", + "issue:43278|issue:44945", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43064|issue:43673", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42222|issue:43441" + ], + "prepared_review_unit_hash": "59529ab59610457af270b4719a2ec3be1bca8c78d189339256774c99f5c40224", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of distinct Transformers bugs/regressions, with only a few loose thematic similarities around v5 import/tokenizer issues. I would not merge any of the soft pairs as duplicates based on the available evidence.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest and most representative issue in the set: it captures the general post-upgrade import-regression theme that overlaps with several other reports, even though the other issues are more specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue for triage because it is an umbrella report, recent, and open; it can serve as the main pointer for related import-breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different failures in different model paths: dequantized save/export for Ministral/Devstral vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated problems: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs in Qwen3.5 config propagation vs flash-attention-3 training degeneration." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug for Qwen3 is not the same as multimodal assistant_masks being all zero in apply_chat_template." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Separate issues: empty multi-label outputs in an example script vs Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error messaging vs Sentence Transformers loading stall." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug is not the same as tokenizer.save_pretrained writing a mismatched tokenizer_class." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific loading/saving failures; no shared code-path is evident." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different code paths; not enough to treat as the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "One is a Qwen3-VL-Moe bug, the other is a position_ids buffer/read issue; unrelated symptoms." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script multi-label output bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral weights is unrelated to gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; not the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention moe/models, but one is a load/import problem and the other is FP8 save_pretrained behavior; too different to merge." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version regressions, but one is a bad saved checkpoint and the other is a from_pretrained loading error; not clearly the same defect." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Distinct import failures for unrelated symbols: is_offline_mode vs HybridCache." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and behaviors: SigLIP2 implementation discrepancy vs Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in train/eval is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both concern model artifacts, but dequantized save failure and FP8 save_pretrained moe are different problems." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer behavior change in v5 for generic same-tokenizer use is not clearly the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder loading is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek tokenization regressions are both tokenizer-related, but not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is an umbrella for many import errors, but 38617 is a specific missing-symbol report; the evidence is too broad to call them duplicates." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multithreaded loading is unrelated to dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are separate issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different import/package problem vs LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API warning/control issue is unrelated to missing get_number_of_image_patches in GLM46VImageProcessorFast." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug and GenerationMixin cache missing during chunked_prefill affect different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility break and flex_attention version-check bug are not the same underlying issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label classification bug is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are different model-specific regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44933", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:44117|issue:45588", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:42371|issue:44261", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:42490|issue:42673", + "issue:43937|issue:44496" + ], + "prepared_review_unit_hash": "1ebbbb66a9e6c9e0f8ab99bbeb68a27d2427c0b8f671f0eef040a5962069b739", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36519, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regressions across tokenizers, model loading, training, video processing, and import/runtime issues. None of the soft pairs look like the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest, most representative item in the set (import errors after upgrading), but it still only covers one subset of the cluster and not the full mix of unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different code paths and symptoms: optimizer argument handling vs trainer evaluate-after-train failure." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is multi-label classification output in an example script; the other is a v5 pipeline deprecation/error-message issue." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained checkpoint serialization and the other is from_pretrained loading; different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same family name, but different model variants and different failure modes; not clearly the same underlying loader bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to a stale warning about num_return_sequences in paged generate()." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Completely different subsystems: feature-extractor length helper vs flex_attention PyTorch version check." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention sink-less-model crash are unrelated code paths." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is loading regression and the other is incorrect offset_mapping for a specific tokenizer." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline removal issue is unrelated to a flex_attention import/version-check bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions on different models; too broad to treat as the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM generation-config validation and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "One is a VRAM leak in multi-threaded dataloaders; the other is an isolated reproduction of a different earlier issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init_empty_weights argument and PretrainedConfig type-checking breakage are separate API regressions." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and missing-torchvision AutoProcessor crash are related to video, but not the same concrete issue." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency-version bump policy and a flex_attention import guard are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug and an xdist race in captured_info.txt are not the same underlying problem." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None-handling and Mistral regex patch crash are distinct tokenizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping correctness and runtime special-token post-processor updates are separate tokenizer behaviors." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3, but one is missing projections in a layer and the other is a from_pretrained loading error." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default discussion is unrelated to Qwen3.5 MoE loading failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings guidance and missing rms_norm_eps in MLA config are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads and Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning and MobileLLM key error are separate model-loading issues." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import is not the same as a broad collection of import errors after upgrade." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and missing-TensorFlow/tensorboard backend error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-model trailing-slash import warning and Qwen3ForCausalLM VRAM leak are different failures." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized OLMo-Hybrid model 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": 17, + "review_unit_index": 41, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315" + ], + "prepared_review_unit_hash": "8993cfa9d2708962c8e65acc49e54c7e455ab0fce0d1e34644711acb23832c1f", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38034, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5/v5.4 regressions and model-specific bugs that only look similar at the title level. I did not find any soft pair that is clearly the same underlying bug/change, so I rejected them all.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45071 is the broadest, most central regression report here: a core v5.4.0 break in PretrainedConfig type checking that fits the cluster\u2019s general API/config regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the best representative issue because it is systemic, release-wide, and closer to the shared root theme than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend install issue vs. a VitPose model breakage; different symptoms and code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general API request rejection and the other is a Qwen3.5-0.8B streaming failure; too different to merge." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated import error versus audio feature extraction bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy are different issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder type metadata and the other is changed tokenization behavior; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer problems: unused SGD args vs. duplicate optimizer stepping under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a compile-time warning for bfloat16 models; the other is dtype not propagating into BLIP-2 submodules." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question versus a Qwen3.5-MoE load error; no shared underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/model-implementation bugs in unrelated model families." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next missing projections and Qwen3.5-MoE from_pretrained failure are different model-specific failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM tensor-split indexing and GLM-5 RoPE implementation are distinct defects." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Completely different model families and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import error and PretrainedConfig type checking breakage are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage versus tokenizer error masking from missing protobuf are different issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention regressions, but in different models and with different consequences; too broad to treat as one bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Core config type checking breakage versus missing TensorFlow backend detection are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model-family loading problems with different symptoms." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug and PretrainedConfig type checking are not the same defect." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both concern Qwen3 VL/MoE models, but the failures are different enough that they do not look like one underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding tie behavior and gguf_file tokenizer/model loading failures are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model processor crash versus testing_utils bug; no shared root cause." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None-handling and a specific model load failure may be related at a high level, but not enough evidence for the same underlying bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Completely different areas: processor loading versus save_pretrained sharding." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type mismatch warning and LoRA tie_word_embeddings warning are separate warnings." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related bugs with no clear shared code-path." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version compatibility issue versus config type checking regression." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video processor loading without torchvision and ReasoningEffort import failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug versus testing_utils bug." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention_3 training degeneration and embedding category-limit error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules and dependency surfaces." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM bugs: missing rms_norm_eps handling versus RoPE implementation concerns." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger Kernel application are separate training-path 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": 17, + "review_unit_index": 42, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:45103", + "issue:45290", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43352|issue:44380", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:44222|issue:45478", + "issue:42490|issue:43012", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44483|issue:45290" + ], + "prepared_review_unit_hash": "de63ba080555bee251fe620993fcc6759d99f7294c56c6831c4239c834c770ae", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38091, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose v5-era Transformers regression cluster with mixed import errors, model-specific bugs, and API regressions; none of the soft pairs look like true duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43097 is the broadest and most cluster-central v5 breaking-change report, with multiple soft-similarity links and some inbound attention, making it the closest hub even though the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best overall representative of the cluster's shared v5 regression theme, but it is still not a good duplicate anchor because nearby issues target different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols and different import paths; both are import errors but not the same underlying bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are model/config bugs, but they concern different Qwen variants and different missing fields/projections." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error vs mapping returning None; related area, but distinct failure modes and code paths." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config API removal vs flash-attention crash; unrelated bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen models, but one is a version/model support issue and the other is missing projections in a different architecture." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs docstring annotation crash; different subsystems." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leak vs missing embed_tokens.weight on load; separate loading bugs." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision path handling vs tokenizer mapping assumptions; different components." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config deprecation/removal issue vs quantization offloading behavior; not the same code-path problem." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different import/load failures involving different model families and dependencies." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "No concrete evidence they are the same tokenizer bug; one is a decoder-type regression, the other is just an isolated reproduction of another issue." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "API removal regression vs documentation mismatch for a pipeline argument; different issues." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Chat/task support error message vs Pipeline save_pretrained failure; unrelated behaviors." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weight vs shard-size question; not the same failure." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs torch.compile SDPA failure in Bamba; different models and bugs." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch warning about bfloat16 precision vs compile/runtime failure; not the same underlying problem." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support gap for one model vs attention scaling ignored in backends for GPT2; separate issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Compiler precision warning vs tie_word_embeddings warning; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading regression vs eval-mode gradient checkpointing restriction; different code paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save_pretrained failure vs image-specific infinite loop; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized weights vs saving Pipeline objects; both are save-related but not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug vs sequence-classification zero-loss bug; different model behaviors." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific FlashAttention support vs Python version compatibility; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption vs attention scaling; different subsystems." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training issues vs Beit image processor label reduction bug; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAPI/chat request rejection vs processor chat-template crash; similar domain, but different concrete failures." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config attribute error vs Apple Silicon allocator TypeError; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained bug vs Qwen3.5 MoE from_pretrained error; both model-specific, but not the same code path." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local path warning vs bfloat16 warning; not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; close family, different outputs and likely different fixes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed symbol vs unwanted network access under local_files_only; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request handling vs assistant tool-call chat-template crash; different failure points." + } + ] + }, + "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": 17, + "review_unit_index": 43, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45561", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44038|issue:44230", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:43066|issue:45381", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:44263|issue:45440", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357" + ], + "prepared_review_unit_hash": "ac4630ae6b89a57168a21ce3a2420489bb5b734e0e5be67b3dc12eeec71af7ab", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37162, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct regressions and feature bugs that only look similar at a high level (import/load/save/model version issues). I do not see any soft pair that is clearly the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set: it covers widespread import breakage after upgrading from 4.57.0 to 5.5.0, which is the closest thing here to a cluster-level issue. It is still not a duplicate of the other items, just the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue candidate because it is open, broad, and framed as a cross-cutting regression rather than a narrow model-specific bug. It can serve as the cluster anchor better than the many single-model or single-feature reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe, but one is a general loading bug and the other is fp8 inference support; different concrete problems." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API request handling for /v1/chat/completions is unrelated to Qwen2.5-VL video vision position IDs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failure modes: Qwen3-VL-Moe loading breakage vs state_dict-sorted model load error." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different model families and bugs: Smollm3 RoPE layer dropping vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure and Qwen3.5 infinite-loop behavior on a specific image are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained serialization." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are separate attribute regressions." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is not the same as inability to save Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention 2 support gap for NemotronH is unrelated to GLM-5 GenerationConfig validation." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving, but one is a generic load error and the other is a Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init gating and GPT2 attention scaling under SDPA/FlashAttention are different code paths and bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages: transformers.generation vs huggingface_hub." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type mismatch and Qwen2.5-VL video position IDs are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config attribute absence is unrelated to PatchTSMixer's post_init restriction." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading compatibility and pipeline save_pretrained are separate serialization problems." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both involve Python version compatibility, but they are different breakages in different versions and should not be merged." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are different missing-field bugs." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention 2 support for NemotronH is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the same as DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to MoE load-balancing loss omission when output_router_logits=False." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention, but one is a torch.compile branch divergence and the other is backend-specific attention scaling being ignored." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a typo in cache strategies are completely different." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "NemotronH FlashAttention2 support and Qwen3-VL-30B-A3B-Instruct weight shape mismatch are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration for cache updates is unrelated to broad import failures after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different model loading issues." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A sorted-state_dict load error is not the same as a missing Qwen3.5 vision config field being dropped by strict serialization." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import * performance cleanup and intermittent import slowness are too broad and not clearly the same underlying bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Running compiled Python files and a Python 3.13 IndentationError from torch.jit.script parsing are different failures." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config attribute error and FSDP2/PEFT optimizer-state corruption are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in tests and xdist races on captured_info.txt are separate test-infra issues." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are distinct version-specific problems." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load error when state_dict is sorted is not the same as incorrect visual encoder keys saved for Qwen3.5." + } + ] + }, + "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": 17, + "review_unit_index": 44, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42490", + "issue:42548", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575", + "issue:44360|issue:45440", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:43299|issue:44556", + "issue:44315|issue:44360", + "issue:42831|issue:43874", + "issue:43502|issue:44222" + ], + "prepared_review_unit_hash": "df923820a2b12abbb1e7acdd91f4f5f05e0871d3733040818934b3bb45c4b441", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 36988, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly broad transformer-regression reports that only look superficially similar; the soft pairs are not strong duplicate matches, so I rejected them all. No PRs are present in the cluster.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44556 is the clearest canonical issue candidate: it describes a concrete, reproducible model-reload regression after upgrading from v4.57 to v5.2/v5.3, which is more actionable than the vaguer umbrella complaint about many models breaking.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the best issue for duplicate triage because it has a specific failure mode, version range, and user-visible symptom, making it easier to anchor related regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Different bugs: one is about decorating cache/layer update methods with no_grad, the other is a vague broad complaint about many models breaking in v5." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure points: missing embed_tokens.weight in UMT5Encoder versus a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "One is a generation/cache code-path issue; the other is a Python version compatibility problem. Not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "A Python 3.14 load failure is unrelated to the Qwen2.5-VL video vision_position_ids bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy are separate code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local path import warnings and ignored SGD optimizer args are unrelated issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM when loading a specific model; not the same underlying defect." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer missing ReLU and DeepseekV3 remote divergence are different implementations and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for AutoModel without PyTorch and tokenizer loading regression are separate problems." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict sorting load error versus max_shard_size default behavior are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "An attentions-field regression in CLIPOutput is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "These are distinct failures: missing attentions assignment versus Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test needing set_seed is not the same as a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "One concerns unintended network requests under local_files_only, the other is an AddedToken keyword-argument TypeError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer loading in v5 while the other is checkpoint reload failure after upgrading versions; the concrete code paths differ." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A seed-related test flake and a stale device override CI failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are different model/configuration issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as a checkpoint reload regression after version upgrade." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import/export complaints, but they target different top-level symbols and likely different fixes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python-file errors and a v5.3 slowdown in filtering are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained error; not enough evidence for a duplicate." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "These are both version-related loading regressions, but they affect different models and symptoms; not the same underlying bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init and a DSA indexer activation issue are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "An FP8 accuracy issue and a missing image-patch method are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local_files_only network requests and FP8 save_pretrained moe 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": 17, + "review_unit_index": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:44222|issue:44230", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44704|issue:44908", + "issue:42890|issue:44908" + ], + "prepared_review_unit_hash": "fd84916c165334b50e05d8f014f91b08a8202235ab14206372fbc14f1e199895", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38530, + "estimated_input_tokens": 9633, + "estimated_eval_tokens": 19522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated bug reports, regressions, import errors, docs issues, and model-specific failures. The soft links are mostly surface-level similarity around loading/importing/Transformers v5 behavior, but they do not appear to describe the same underlying defect.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43502 is the clearest, most actionable bug report in the set: a specific loading behavior regression with a concrete symptom and narrow scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the best representative issue because it is precise, reproducible, and describes a concrete code-path bug rather than a broad regression claim or documentation complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "'API requests are made despite setting local_files_only=True' is a concrete loader bug; 'racoon' is not a comparable bug report and does not match the same defect." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Both mention failures after changes, but one is about compiled Python file loading and the other about PretrainedConfig type checking; these are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Training job/MLflow reporting and tensor-parallel training are unrelated problems." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors and save_pretrained pipeline serialization failures are different bugs with no shared failing behavior." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is a documentation issue; 'racoon' is not a matching technical defect." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is Llama 3.2 vision model loading; too broad to be the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are fp8/Qwen3-related, but one is save_pretrained for moe models and the other is inference support; different change requests." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "ImportError from huggingface_hub and broken transformers env command are unrelated failures." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are separate problems." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2_5_VL symbol are different import/CLI issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage in v5 and PretrainedConfig type-checking regression do not target the same code path." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "'racoon' has no discernible technical content to match the Gemma audio positional encoding bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are different symbol-export regressions." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing configuration_utils symbol and broken env CLI are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "The env command issue and Python 3.14 load failure are distinct environment/runtime problems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked prefill and a cache-strategy typo are not the same defect." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and 'racoon' are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the non-technical 'racoon' issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are different areas and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "AutoImageProcessor import failure and compiled Python file loading errors are different bugs." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash and generic 'Since 5.0 version it breaks too many models' are too vague to establish the same underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and a DSA indexer ReLU complaint are not the same code-path problem." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and a generic bug report are not clearly the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and undefined tf backend error are unrelated initialization issues." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are not the same defect." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box hallucination/error and infinite loop on a specific image are both Qwen3-VL, but they are different symptoms and likely different bugs." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model-specific Qwen3-VL output bug and PretrainedConfig type checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility after upgrade are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are separate model/infrastructure issues." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error and a generic 'many models break' complaint are not the same concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * from models and GenerationMixin cache behavior are unrelated changes." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility after v5 upgrade and InternVL2 remote-code meta initialization incompatibility are both version-regression reports but different concrete failures." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache strategy typo and generic v5 breakage are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and generic v5 breakage are too broad to merge." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and cache strategy typo are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling affect different APIs and code paths." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "SamHQ test seeding flakiness and scheduler kwarg 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": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850" + ], + "prepared_review_unit_hash": "5c74ca2c4863133a75a48fbe90f6da2a1abea31c1235540da7af637a460c1b9d", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40511, + "estimated_input_tokens": 10128, + "estimated_eval_tokens": 20512 + }, + "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 issues, with a few nearby themes around v5 regressions, tokenizer behavior, import/loading problems, and model-specific bugs. I found no soft-edge pair that clearly describes the same underlying defect or change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the most concrete and broadly representative regression report in the set; it has a real user-facing failure mode and a clear version jump, unlike the many very specific or generic outliers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is specific enough to be actionable while still capturing the broad upgrade-regression theme seen in nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade-regression complaints, but they are too vague and not the same concrete bug or code path." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/loading, but one is about slow imports and the other about lazy loading failing; not clearly the same defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different problems in different areas: model type mismatch versus Liger Kernel application in model_init." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bounding-box output are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support gating for Nemotron is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling are unrelated subsystems and failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is too specific to match a generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer handling for position_ids is unrelated to the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and HybridCache import failure are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup is unrelated to the testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A typo in cache strategy text is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing image-patch method in one processor is not the same as a broad complaint that many models break." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox errors and Qwen3.5 MoE from_pretrained errors are different models and different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weight key crashes are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and inverse_sqrt kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for model.forward is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different training/setup issues: model_init not applying Liger Kernel versus flash_attention_3 causing degenerate training." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star cleanup does not match scheduler kwargs behavior." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failures are different issues." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipelines and tied-weight key crashes are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not make this the same underlying Qwen3.5 MoE from_pretrained issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and scheduler kwargs are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific math bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "A forward-docs clarification issue is not the same as a concrete model loading regression." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and VRAM leakage in dataloader threads are different concerns." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation confusion and flash-attention import failure are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both touch model creation/loading, but they are about different checkpoints and different failure causes." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different implementation areas; not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected API requests with local_files_only is unrelated to timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and save_pretrained missing files are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Precision differences in MLA q_a_layernorm are unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leakage and a testing utility bug are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer/v5 related, but one is a broad behavioral change and the other is a specific decoder-type bug; not clearly the same defect." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs and an unrelated generic issue title have no shared bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and apply_chat_template tool-call crashes are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo and a generic unrelated issue do not match." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder title is not enough to merge this with a broad regression complaint." + } + ] + }, + "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": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:44998", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "66805bcb89922cc3f630a9b9e514b28323c37608cbaaf637c2a0064f1591a789", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773310, + "estimated_input_tokens": 193328, + "estimated_eval_tokens": 386912 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 12, + "serialized_chars": 12531, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form a heterogeneous set of unrelated bug reports; the soft-similarity links are mostly superficial and I would not merge any of the paired issues as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:31515 is the most connected node in the set, but only by weak, broad loading-related similarity; it is the closest thing to a hub, not a true duplicate center.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:31515 has the strongest cluster connectivity and the highest apparent discussion signal, so it is the best representative issue here despite the cluster being mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated: a CLIPOutput attention regression versus an off-topic issue with no overlapping code path." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No shared bug or subsystem; one is off-topic, the other is a testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Both are AttributeError-style failures, but they involve different attributes and different code paths in config vs tied-weight handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Different regressions: missing pad_token_idx in a config update versus a tied-weights helper crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Unrelated failures: slow from_pretrained checkpoint loading versus an ImportError in configuration_utils." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "Same broad model/processor area, but different concrete problems: fp8 inference support versus processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Different concerns entirely: MLFlow job status reporting versus checkpoint loading performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "No shared underlying bug; checkpoint loading slowness is distinct from tensor-parallel training behavior." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading behavior versus documentation confusion; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but one is fp8 inference support and the other is a from_pretrained error; different fixes and code paths." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but tokenizer-loading regression is a different failure mode from slow checkpoint loading." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Different feature gaps for different modalities/models: continuous batching audio support versus fp8 Qwen3 support." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "1aa040c3b034825a66c7c039b25e694c6c05d62ab1d8f49e39cbbac1c12b70da", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues appear to be separate: one about Tapas tokenization differing from TensorFlow code, one about a misleading auth/download error for private models, and one about failing to load bert-base-uncased. No duplicate pair is strong enough to merge.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #16618 is the broadest and most user-facing of the set, describing a general model-loading failure rather than a narrow tokenization or auth-message concern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #16618 is the best representative because it targets a concrete, commonly encountered load failure and is more central than the other two, which are clearly about different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch and bert-base-uncased loading failure are different bugs in different code paths; no concrete shared failure mode is evident." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A private-model login/download error is an authentication/reporting issue, while bert-base-uncased failing to load is a separate model-loading problem; 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": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "27466125b55657fb7b68b68343bbca9345df564a1dda1878de8f6fdd661017e5", + "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 both broad community-contribution feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are related only at a very high level and are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the two issues request different features for different integration paths, so they should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; each is the best tracker for its own specific feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are community-contribution architecture-support requests, but one is for Flash Attention 2 and the other is for GGUF. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "5fee2463b71fb1b9bbb39c09840c97b1be268b66f0344b9a500348b1c9838b22", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar i18n translation request issues, but they do not establish the same concrete language-specific task. The Turkish issue is the only concrete one; the others look like generic template/placeholder variants, so I would not collapse them as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 27088 is the earliest concrete request and names a specific language (Turkish). The other issues are generic placeholder titles without a specific language target, so they are less suitable as the canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the best issue to keep as the cluster representative because it is specific, earliest, and most actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Similar template text, but not enough evidence they request the same language translation; this looks like a placeholder variant rather than the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The bodies may be near-identical, but the issue titles do not identify the same language-specific request, so I would not merge them." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish is a concrete translation request; the other issue is only a generic placeholder, so they are not clearly the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholders, but there is no concrete language target to confirm the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical template text alone is not enough to prove a duplicate when no specific language request is stated." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "These appear to be template/placeholder variants; without a named language they are not safely the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "6b8892407e6c96ea876e0f5c1121d7cdbd70ffe44c6b94dd537aca15e7d3142f", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct model-request issues, not duplicates; the soft matches are driven by shared wording like \u201cAdd model\u201d rather than the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43837 is the clearest representative of the cluster\u2019s higher-similarity audio/model-request subgroup, but it still does not subsume the other requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config support vs DEIMv2 architecture support." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model families with different integration targets." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object-detection RF-DETR vs audio model LFM2.5 Audio 1.5B are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request do not describe the same code path or model." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models in different domains." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are distinct model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model integrations." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request vs OpenAI weight-sparse transformer request are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are not the same model or fix." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model families and requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests, not one duplicate." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request do not target the same underlying model change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model-support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT vs generic BERT-like models with RoPE is related in theme only, not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS do not refer to the same model or code path." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by naming only; they are separate speech tasks and integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS model requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modality/model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are not the same change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are separate speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests with different purposes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are distinct speech-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model support requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "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-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "2c4ffa977cff7e6ded4b6666086f18b2c61142db3e0267246fe56522be837d48", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6288, + "estimated_input_tokens": 1572, + "estimated_eval_tokens": 3400 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6288, + "estimated_input_tokens": 1572, + "estimated_eval_tokens": 3400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates of one another; they span different models, configs, utilities, and symptoms, so there is no single canonical cluster representative.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different components and bug types: Llama4 normalization behavior vs ModernBERT config type hint. No shared code path or symptom." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage in model setup is unrelated to kwargs not being forwarded into a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems and failures: Mask2Former loss handling vs tokenizer regex warnings after a version change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former training issue vs a typo in a quantization attribute name; these are unrelated bugs." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Model-specific training parameter usage vs a config annotation mistake in a different model." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-kwargs propagation bug and ModernBERT type-hint issue do not share the same concrete code path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint issue is not the same as tokenizer regex warning behavior; no common fix." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Different modules and bug categories: config typing vs a misspelled attribute reference." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "101da398ff831d64b3840e966df55e820063e7ae8add46eb4f400cfa46dd7f6b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one is about block decoding behavior, the other is a feature/support request for DeepSeek v3.2. They appear to be separate topics with no shared code-path evidence.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "\"DeepSeek v3.2 support\" is the more specific and actionable issue title; \"Set Block Decoding\" is too vague to serve as a strong canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Set Block Decoding", + "right": "DeepSeek v3.2 support", + "accept": false, + "reason": "Different underlying concerns: decoding configuration versus model-version support. No shared filenames, targets, or concrete bug path indicating 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": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "087a41c13a73690fb9c486d49d44c34f4a558d0d66eed3bce037e4ff6c457aca", + "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 both mention custom trainers, but they target different Trainer behaviors: one is about `remove_unused_column` customizability, the other about estimating FLOPs correctly. They are related at a broad subsystem level, but not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No strong canonical issue here; if one must be selected, #43598 is the more concrete user-facing Trainer customization report, while #43600 is a separate FLOPs-accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different code-path problems: #43598 is about `remove_unused_column` behavior/customizability, while #43600 is about FLOPs estimation for custom trainers. Shared wording around custom trainers is too broad to treat as duplicates." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "a5a9ffc4bbf514be4713abfa1c78e3765d223a5c466b37673e7a8bf80c119322", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both feature requests around Qwen model support, but they target different model families and different AutoModel entry points, so they do not look like duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: issue #43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while issue #44405 is about AutoModelForSequenceClassification support for Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the broader, more central request about model registration in the AutoModel stack, so it is the better representative issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different tasks/APIs: Qwen3-Omni registration vs Qwen3.5 sequence classification support. They do not appear to be the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "f3da97c7bb0059b08b9d35b4623b75f46921a19a9e66f508c611dc6d0b82966e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are extremely low-information and only weakly similar by title. There is not enough evidence to treat any pair as the same underlying report, so no soft duplicates are accepted.", + "confidence": 0.22, + "canonical_issue_reason": "If a single issue must be picked, issue #43835 is the least generic and earliest, but it still lacks substantive detail and is not a strong canonical source.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43835 is slightly preferable only because its title is more distinct than the repeated 'huggingface' entries and it was created first; otherwise none is clearly suitable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Shared only vague similarity; no body details or explicit targets to show the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Both are low-signal, but there is no concrete evidence they describe the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Title overlap is too weak to merge as duplicates without supporting description or references." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Near-identical titles alone are insufficient; no distinguishing evidence of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Possible textual duplication, but no concrete report content confirms a shared underlying bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence beyond generic title similarity to treat these as duplicates." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "2085834173fd0497841a5147f4bac426e759c680bcbd3933d984c1c965ea2739", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items do not look like duplicates of one underlying issue. Four are spam-like or vague titles, and the remaining one is only a generic documentation suggestion with no concrete shared bug/change signal. The soft-similarity links are not enough to justify merging them.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the only non-spam, plausibly legitimate report in the set, but it is still too vague to serve as a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like '' titles with no substantive description or shared concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like '' titles; no evidence they describe the same bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; they do not share a concrete underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam-like issue and an unrelated title about 'Google LLC'; no sign of the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no concrete bug/change detail tying them to one underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated 'Google LLC' title; no shared concrete problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated 'Google LLC' title; no shared concrete problem." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "12ed42f8e2c7599c4b95808bdd4ea21fbfe89314939b3ec2620173d10f42c8cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Likely duplicate closed issues with identical titles and similar body lengths, but the evidence available here is limited to metadata and a soft-similarity signal. The cluster should be treated as a probable duplicate pair, not a proven near-identical match.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is the better canonical record because it was created first and has the only inbound reference, making it the more established issue page.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative issue for this cluster for the same reasons: earliest creation and slightly stronger linkage history.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and a soft-similarity signal indicate they likely describe the same issue, and there is no metadata suggesting different scope. The evidence is not enough to claim identical bodies, but it is sufficient for a duplicate cluster." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The comparison is not supported as strongly as stated. The packet only shows identical titles, similar body lengths, and a soft_similarity signal; it does not provide the issue bodies or evidence that the descriptions/content are the same. The cluster may still be a plausible duplicate pair, but the summary and soft-edge rationale overstate the evidence by claiming near-perfect duplication and identical issue descriptions." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "953b1ad1d73f6a41f7ad14a78ae94b6f6d2811e4b28fc8041955f215f481bb21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs. One is a Gemma4/audio-module uint8 + torch.finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that clears the default lm_head exclusion and triggers an AssertionError. They share only a broad quantization context, not the same underlying failure or fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the clearer representative bug report because it names the specific BitsAndBytesConfig regression and concrete AssertionError, but it does not subsume the Gemma4/audio torch.finfo failure in 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bug paths and fixes: 45672 is a Gemma4/audio uint8 torch.finfo TypeError, while 45674 is a BitsAndBytesConfig llm_int8_skip_modules regression that removes lm_head exclusion and causes an AssertionError. Shared 4-bit inference context is not enough to merge them." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "9a7fe8996ed6b865fd628879d7fea85aecc9723603f0e36b0ff6cd2daf40b83b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear unrelated: they are just distinct person-name/date strings with no body, code references, or shared targets. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because neither contains actionable bug/report content, and there is no evidence they describe the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles differ in both name and date, and there is no body, linkage, or technical context indicating 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": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "8c3313ac973c53141626c5b159b2de4496c21e0e80410f415b10781b0fb42479", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only person-name/date titles and no body or technical detail. They do not appear to describe the same bug or change; the similarity is just the shared surname.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue has actionable content, but issue #45764 is slightly more concise and can serve as the representative placeholder for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45764 is the cleanest representative only because it is as information-poor as the other item and slightly simpler; there is no substantive technical distinction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: both are closed, content-free title-only issues, and the overlap is only a shared surname/date pattern rather than a shared underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "8b547eecf8e16b75b3449fd44d0b8400f4fc482417fc1331f52ab978b07ba70c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two exact-duplicate issue pairs are present: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by theme and is not a duplicate of the others.", + "confidence": 0.93, + "canonical_issue_reason": "45872 is the strongest canonical issue: it is the more specific request, and 45873 is an exact duplicate. The 45870/45871 pair appears to be a separate duplicate issue topic.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best representative issue overall because it is the clearest, most concrete financial-data/service request and has an exact duplicate counterpart; the other similar titles are separate requests, not the same underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same general finance theme, but one is a dataset bundle listing and the other is an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset bundle vs. example request; related topic only, not a duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching metadata suggest the same example request duplicated twice." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but they ask for different deliverables: an example versus a scraping/service feature." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different requested change; similar finance/DataForge wording is not enough to treat them as the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Exact duplicate of the example request, but 45872 is a different feature request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "The example request and the scraping/service request are distinct underlying issues." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching metadata indicate a direct duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The exact duplicate pairs 45870/45871 and 45872/45873 are supported by identical titles and matching body length, and the non-duplicate judgments for 45869 versus the other issues are conservative. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-17", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795", + "pull_request:45899", + "pull_request:45919", + "pull_request:45922", + "pull_request:45946" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:45919", + "pull_request:43424|pull_request:45899", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:45922", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45899", + "pull_request:44827|pull_request:45946", + "pull_request:44827|pull_request:45899", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:45170|pull_request:45899", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:45213|pull_request:45899", + "pull_request:44827|pull_request:45655", + "pull_request:45795|pull_request:45899", + "pull_request:43823|pull_request:45795", + "pull_request:45899|pull_request:45946", + "pull_request:44827|pull_request:45922", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "4f6f578a969fcd97bb2572e6ae954b0932385f7c4f9112b43707087e84aaefbb", + "component_budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 30, + "serialized_chars": 49253, + "estimated_input_tokens": 12314, + "estimated_eval_tokens": 24884 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 30, + "serialized_chars": 49253, + "estimated_input_tokens": 12314, + "estimated_eval_tokens": 24884 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by unrelated Transformers maintenance, docs, and model-addition PRs. The only genuine duplicate-like pair is the two `fixed_cross_entropy` fixes (43251 and 43254), which address the same bug in the same code path; 43251 is a reasonable representative, not uniquely canonical.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is a reasonable representative of the shared `fixed_cross_entropy` bugfix because it explicitly targets issue 43240 and forwards kwargs into `nn.functional.cross_entropy`; PR 43254 makes the same underlying change in an equivalent form, so 43251 is not uniquely canonical.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is a solid representative for the cluster\u2019s only true duplicate pair since it fixes the concrete `fixed_cross_entropy` kwargs bug tied to issue 43240. That said, 43254 is essentially the same fix, so this is a representative choice rather than a uniquely best one.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model/docs addition vs ExecuTorch dynamic-shape export test; unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer API fix vs new MobileLLM model implementation; different code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method addition vs export test; no shared underlying bug or change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness refactor vs new MobileLLM model; unrelated work." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function bug fix vs new model addition; not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs fix vs Mistral4 test/model work; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45919", + "accept": false, + "reason": "ExecuTorch export test vs Sapiens2 model addition; different artifacts and code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45899", + "accept": false, + "reason": "Dynamic-shape export test vs continuous-batching docs update; not the same bug or change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Export test vs Falcon/Mistral4 refactoring and tests; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Export test vs new MobileLLM model implementation; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition vs config-resolution-order fix; different issues." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45922", + "accept": false, + "reason": "New model addition vs vision-model memory leak fix; unrelated subsystems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition vs Falcon output-interface refactor; not the same code-path problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/docs PR; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor vs Mistral4 test/model fixes; different changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45899", + "accept": false, + "reason": "Falcon model refactor vs continuous-batching docs; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45946", + "accept": false, + "reason": "Mistral4 test/model fix vs RF-DETR release-org/docs update; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45899", + "accept": false, + "reason": "Mistral4 test/model work vs continuous-batching docs; no shared concrete bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs CLIP-like layernorm rename cleanup; different fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 fixes vs audio/video processor docs additions; unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:45899", + "accept": false, + "reason": "CLIP-like layernorm rename fix vs continuous-batching docs; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs model-creation skill PR; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model PR vs model-creation skill PR; not the same artifact." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45899", + "accept": false, + "reason": "Skill/documentation PR vs continuous-batching docs update; unrelated topics." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes vs config-resolution-order change in `modeling_utils`; different bugs." + }, + { + "left": "pull_request:45795", + "right": "pull_request:45899", + "accept": false, + "reason": "Docs for audio/video processors vs docs for decode fast path; separate topics." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition vs processor docs additions; unrelated." + }, + { + "left": "pull_request:45899", + "right": "pull_request:45946", + "accept": false, + "reason": "Continuous-batching docs update vs RF-DETR release-org/docs update; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45922", + "accept": false, + "reason": "Mistral4 test/model fixes vs vision-model LRU leak fixes; different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` kwargs bug and both explicitly target issue 43240; they are direct variants of the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but the PR ranking language is a bit too strong for the evidence. PRs 43251 and 43254 both explicitly target issue 43240 and both patch `fixed_cross_entropy`, so calling 43251 the \"most direct, minimal\" or \"clearest canonical duplicate\" overstates the distinction between them. A more conservative phrasing would treat 43251 as one reasonable representative of the same bugfix, not uniquely canonical." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "1fe460e518491a99854c211f8167d3193b1650b26771d2977068317dba890978", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs work in the same VibeVoice area, but they target different changes: #40546 is the initial VibeVoice implementation, while #42781 adds VibeVoice Realtime plus an acoustic tokenizer and generation updates. They share files because the second builds on the first, not because they fix the same concrete problem.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the more canonical PR because it appears to introduce the base VibeVoice model support and documentation, which the later realtime work extends.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative PR for the cluster since it is the foundational implementation rather than a follow-on variant with additional realtime/tokenizer changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge: the overlap is mostly shared VibeVoice infrastructure, but #40546 adds the core model integration while #42781 adds a realtime extension and acoustic tokenizer changes. They are related, but not the same underlying fix/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "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": "38bdc9e591b1e5e42418209f7e85e34d281cb381043beb880f88b0694867cbf4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests address unrelated features in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the PRs solve different problems in different code paths and are not mergeable into one duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the cluster because they are unrelated; if forced, 41224 is the more self-contained model-support addition, but it does not subsume 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different functionality: TimesFM covariate regression/forecasting vs DINOv3 image classification. No shared concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "b0e5f961307823a970acd695077a2f82f99ef40bc163e199da19f7da5a8cd9ce", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate model-addition changes for different models, with overlapping boilerplate but no shared concrete bug or feature implementation.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PRs 41797, 45186, and 45630 add different models (DeepSeekOCR, Isaac, and Kimi2-6), so they are not duplicates of the same change.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, 45630 is the strongest candidate because it has the broadest integration surface and highest review activity, but it is still a distinct model-addition PR rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions for different architectures; shared doc/auto-registration files are boilerplate and do not indicate the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "These add different models (Isaac vs Kimi2-6) with different codepaths and support files; overlap is only generic model-registration scaffolding." + } + ] + }, + "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": 27, + "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": "edf568e347e3a48c28d585d94851e49a1a4094c2dfdf333182d4e00652007efd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions references, but they target different changes: one is a broad Node 24 compatibility sweep for workflow actions, the other upgrades docker/build-push-action in Docker image workflows. They overlap in area, not in the same concrete change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both touch GitHub Actions workflows, but they fix different things with different action families and scopes. They are not the same underlying bug/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "2827de19146996a595db26198bc46cc0eef5a96204b309ad0b1f41e526295317", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23543, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23543, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model-addition PRs, and one is a distributed pipeline-parallel loading change. The soft-similarity links are driven by shared scaffolding files (docs/auto registries) rather than the same bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these PRs cover different models and one unrelated distributed-loading feature, so they are not duplicate variants of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45838 is the strongest standalone PR in the set, with the broadest implementation and highest discussion activity, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs files are generic scaffolding, not the same fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. They do not target the same code-path problem." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. Similar framework plumbing does not make them duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are distinct model families with different files and APIs, so they are separate PRs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; shared registry/docs edits are not enough to merge them." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations with different implementations and tests." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 audio model integration is unrelated to PP-OCRv6 text recognition; different feature areas and code paths." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading support is a distributed-runtime change, not a model integration like PP-OCRv6." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are distinct model additions with separate architectures, files, and tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "b70453f453129ab6e68b826ebb873264caaa11049f0a6c8dd33f5313bb127b2d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only superficially similar via broad \u2018fix\u2019/test language. 43291 is a Whisper decode/tokenization bugfix, 43665 is test-only noise with failing asserts, and 44815 is an FP8/dequantization change in a different subsystem. None should be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43291 is the best canonical PR because it contains a coherent code fix in Whisper tokenization/decode behavior with matching test updates; the other PRs are either unrelated subsystem changes or not a real product fix.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43291 is the strongest representative of an actual fix. 43665 is not a substantive bugfix, and 44815 targets a different loading/FP8 path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different underlying changes: Whisper decode/tokenization bugfix vs. unrelated test-file edits with intentional failing asserts. They do not fix the same concrete issue and would not merge into one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different code paths and subsystems: Whisper tokenizer decoding vs. core model loading / FP8 dequantization. The overlap is only the generic idea of \u2018fixing tests\u2019." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "No shared bug or change: one is test-only placeholder edits, the other is a substantial FP8/dequantization fix. Not the same 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": 9, + "component_count": 27, + "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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "0d71b2f08021595da24543f78fce041e5b85b4a89674e339d03fc10e698897be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two synthetic \"don't merge\" pull requests are present, but they target different changes: one is a repo-bot/version-format check, the other rewires CI/workflow/testing utilities. The shared Vit test file looks incidental, not a sign of the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the more representative cluster member because it contains the broader, substantive code/workflow change set; PR 43488 is a narrow repo-bot/version-format check.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best representative PR for the cluster since it is the more complete and meaningful change, while 43488 is mostly a targeted formatting/check exercise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: these are different PRs with different goals and code paths. Shared Vit test filenames are incidental; one changes setup/version/deps, the other changes CI workflows and testing utilities." + } + ] + }, + "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": 27, + "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": "56ea3bb1ebc8d2213504cb35ef9f1bc70d2e61d4ba108da549a7e95f27aeb627", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different segmentation pipelines: promptable concept segmentation vs promptable visual segmentation. They share docs and pipeline scaffolding, but they do not fix the same concrete code-path problem and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the more substantial standalone pipeline addition, with broader model/test coverage, but it is still a distinct feature from 43612 rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different tasks and underlying functionality: concept segmentation vs visual segmentation. Shared infrastructure and similar filenames 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": 11, + "component_count": 27, + "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": "b7c118e220f53486a20cb3ff8a439ec8a08e48587d81d83fb3dbb7393f0406bd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated open Trainer PRs share only the same file: one changes gradient-accumulation loss scaling in training_step, the other refactors signature-column filtering for custom/PEFT trainers. They target different code paths and are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete user-facing bug fix and the cleaner representative of this cluster, but it does not subsume the other PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the strongest standalone change in the set because it fixes loss-scaling behavior directly in training_step; however, it is still unrelated to #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different functionality: #43651 changes gradient accumulation loss normalization, while #43663 adds an overridable helper for signature-column filtering. Same file only, not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "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-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "161891150cdcd38989012f7a4669a3512ec5d85021040714e9e0e27ccab8d093", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs target the same serve.py import-time TypeAdapter/annotation NameError in the transformers CLI, with 43842 being the most focused fix. 43836 appears to bundle the same workaround into a broader serve.py cleanup/refactor, while 43656 is an earlier related annotation/future-import fix.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43842 is the clearest, most targeted fix for the reported TypeAdapter NameError when pydantic is absent, with minimal scope and explicit issue linkage.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43842 is the best representative of the cluster because it directly addresses the concrete failure mode with the smallest, most precise change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both are fixing the same import-time TypeAdapter/annotation NameError in src/transformers/cli/serve.py; 43842 is a narrower variant of the same underlying bug fix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same serve.py TypeAdapter NameError workaround and explicit shared issue; despite 43836 being broader, the core code-path problem appears the same." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster read is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and the titles/diffs support a shared import-time annotation/TypeAdapter NameError theme. The soft-edge accepts are also reasonably conservative because the changes are compatible and look like variants of the same fix rather than unrelated edits." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "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": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "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:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "e3a7e5a9bd5d78afc00931cf474a8df6ca3952a6a7e5ffbd6f8e847b6158adf8", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84885, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75080, + "estimated_input_tokens": 18770, + "estimated_eval_tokens": 37796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of model-specific output-tracing refactors. The only clear duplicate subgroups are GPTJ/CodeGen (44066, 44085, 44722) and GPT-Neo (44018, 44068); the rest share the same refactor theme but target different model code paths.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative for the GPTJ/CodeGen subgroup because it is a later overlapping revision of the same standardized output-tracing change and touches the same GPTJ/CodeGen files as the earlier variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single representative of the GPTJ/CodeGen duplicate subgroup because it is a later overlapping revision of the same fix, rather than a broader or clearly subsuming rewrite.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; only the output-tracing pattern is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations; same refactor theme, not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPTJ output-tracing change on the same file; 44066 just bundles an extra CodeGen edit, so they look like overlapping versions of one fix." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but for different model backends and code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and concrete changes; sharing the tracking theme is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and code paths; not the same concrete fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations of the tracing refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and code paths; only a broad refactor pattern is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPTJ/CodeGen versus MPT; not the same underlying bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same file and look like overlapping versions of the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPTJ/CodeGen; same architectural idea, but different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPTJ/CodeGen versus GPT-Neo; same refactor theme, different model-specific fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPTJ/CodeGen output tracing are unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR versus GPTJ/CodeGen; different models and code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; the similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model implementations with different behavior changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; similar tracing refactor, but different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPTJ/CodeGen; not the same model-specific fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 versus MGP-STR; only the output-tracing pattern is shared." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPTJ versus MGP-STR; not the same concrete bug/change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; unrelated model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPTJ/CodeGen are separate model families; not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different concrete implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Same refactor theme, but different models and underlying changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model families with separate fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet versus VisualBert; not the same change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert versus Flaubert/XLM; different model-specific fixes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths; similarity is only in the refactor pattern." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model families with different output-tracing code." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 versus GPT-Neo; same broad idea, but not the same bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; no shared concrete fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44018", + "accept": false, + "reason": "GPT2 and GPT-Neo are separate implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44161", + "accept": false, + "reason": "MPT and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated concrete fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different implementations, not one duplicate fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTaV2 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are distinct code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPTJ/CodeGen output-tracing change; 44722 is a later overlapping revision of that fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPTJ output-tracing refactors on the same code path and look like overlapping versions of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPTJ and SpeechT5 are unrelated models and code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different models and different concrete output-tracing implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT versus SpeechT5; same theme, different fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are different model code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is mostly grounded, but the representative-selection reasons overstate the evidence. In particular, calling PR 44722 the \"latest, broadest revision\" and saying it \"subsumes\" earlier GPTJ-only variants is stronger than what the packet shows; 44066 already also touches GPTJ/CodeGen, so broadness/subsumption is not clearly established. Please weaken those claims to something like \"later overlapping revision\". The soft-edge accepts/rejects are otherwise conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "02950f84b44dcb72788745ae241cc57238681725bb8f6e6eaeddd9b7fed5c5eb", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84885, + "estimated_input_tokens": 21222, + "estimated_eval_tokens": 42700 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of unrelated model-specific PRs that all apply the same framework-level output-tracing refactor pattern, but each targets a different model implementation. There is no issue artifact here, and none of the PRs are close enough to be duplicates of one another under a strict mergeability standard.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best canonical representative: it is clearly scoped, has an explicit issue target, and the diff shows a concrete output-tracing refactor in SpeechT5 rather than a vague title. It is the most fully specified example in the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest exemplar for the cluster because it has the clearest linkage to a tracked issue and a substantive, model-specific implementation of the standardized output-capture refactor. It is more explicit than the other PRs while still fitting the shared theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models and different concrete code paths (FocalNet vs ImageGPT). They are similar in theme, not the same underlying change, so they should not be merged as duplicates." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate implementations with distinct forward/output logic. The common refactor pattern is too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are different model code paths; this is a shared refactoring approach, not the same bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These PRs both modernize outputs, but in different models with different internal hooks and forward signatures. They are not mergeable as one concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations. The overlap is only the standardized output-capture migration theme, which is too broad for duplicate triage." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 modify different model paths and have different output-capture details. Same general refactor family, but not the same underlying PR change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "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": "24ad967d8b82c6e201ed9c6fc6a9a47012286064178fff46812984f9e4d30c1e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are separate model-specific refactors to output tracing/can_return_tuple, not duplicates of one another. They share a pattern but target different architectures and code paths, so the cluster is only loosely related.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative exemplar in the set: it is the largest change, touches two closely related Mamba-family files, and shows the common output-tracing refactor pattern more fully than the single-model PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best single representative for this cluster because it has the broadest scope and strongest evidence of the shared refactor style, while still being concrete and self-contained.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (timm_backbone vs upernet) and different forward paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families and code paths; only the refactor pattern is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "timm_backbone and univnet are unrelated model implementations, so this is not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch different architectures; 44003 is Mamba/FalconMamba, not the timm_backbone tracing path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated models and code paths; same refactor theme is not enough to merge." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are distinct model families with separate tracing changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; both are tracing refactors but not the same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs DepthAnything are unrelated; the similar decorator/import changes are superficial." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and VisionEncoderDecoder solve different forward-signature refactors in different subsystems." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and output handling changes; not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated model paths despite similar refactor mechanics." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures and forward implementations; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "CLIP-like dual encoder vs Mamba-family stateful models are unrelated changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; same output-tracing cleanup is not enough to treat as duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model paths with separate changes to forwarding/output typing." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different concrete code paths in different architectures; not the same underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs DepthAnything are unrelated refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different subsystems; similar tracing pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet segmentation code and Mamba sequence-model code paths are unrelated." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba stateful tracing changes and SuperPoint feature extraction are different code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-family refactor is unrelated to CodeGen attention/cache signature cleanup." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated models; the overlap is only in output-tracing refactor style." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen change different forward signatures and return handling in unrelated models." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated architectures; not the same concrete bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are separate code paths; do not merge just because both refactor outputs." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are unrelated model families with different tracing changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are different code paths; similarity is only in pattern." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated models, so this is not one shared fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV address different forward/output handling in different architectures." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are unrelated model implementations with separate refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated model families and code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different encoder-decoder wrappers, but not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and forward logic; same tracing refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are unrelated subsystems with distinct output handling." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are different model families and cannot be merged as one fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are unrelated refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models; no shared concrete bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are separate implementations with different output-tracing changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated code paths; the commonality is only the refactor style." + } + ] + }, + "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": 27, + "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-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "955779ca1b2881d208a9f03ebb43af7ac4e5d6a8899ec849a2d2eebf8535a607", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share expected Transformers boilerplate, but they do not describe the same bug or change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate target: the PRs implement different models and distinct code paths, with only framework-level files in common.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 (DeepSeek-OCR-2) is the strongest standalone candidate: it is non-draft, has the highest activity, includes a converter plus model/image/processor code and tests, and appears the most complete of the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (PenguinVL vs Voxtral TTS). Shared auto-registration and docs scaffolding are generic boilerplate, not the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different models and different implementations; overlap is only in Transformers registry/docs files and does not indicate one duplicate bug or mergeable PR." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions with distinct converters, model classes, and test suites, so they are not duplicate fixes or 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": 17, + "component_count": 27, + "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": "954038e39e1ace3a8515ad4186ac8db6363ec5e73711abea715f9a187750a0b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related kernel/module fusion efforts, but they target different layers and are not the same concrete change. The soft similarity is not enough to treat them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature: it wires n-to-1 kernel fusion through `KernelConfig`, model loading, and integrations. PR #44979 is a lower-level API foundation, but it is broader and less directly representative of the cluster\u2019s user-facing functionality.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative because it shows the full applied fusion workflow and touches the actual loading/integration path, whereas PR #44979 is mainly the underlying `Module Fusion API` scaffold.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are related but not the same bug/change: #44979 introduces a generic module fusion API, while #45363 implements n-to-1 kernel fusion via `KernelConfig` and integration plumbing. They could coexist, 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": 18, + "component_count": 27, + "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": "34359c38deba4ec3ba7c8f25380031908dce086b7132f72e9328f1a4b0b93e89", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex AttributeError fix in the same code path, with 45317 appearing to be the more complete follow-up because it adds tests. They are close enough to be treated as duplicate/linked implementations of the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it targets the same bug fix as 45086 but is more complete: same code change plus test coverage and clearer problem statement.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative because it fixes the concrete AttributeError in _patch_mistral_regex and includes validation coverage, making it the most merge-ready version of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same file, both explicitly target issue 45081; 45317 is a fuller version of 45086 rather than a different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "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": "1b4d616a0b5d0fe1dd815be5471d9041f71708416233eb234b900d0ca874469a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch NemotronH internals, but they address different changes: one is a conversion/refactor to inherit GraniteMoeHybrid-compatible naming and auto/model wiring, while the other splits NemotronH into dense/sparse variants with docs and tests. They are related but not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more complete model-family change: it introduces the dense/sparse NemotronH variants, updates docs/auto mappings, and includes the model/test wiring needed for the split.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative of the cluster because it captures the main user-visible architectural change, whereas PR 45115 is a narrower conversion/mapping refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same concrete fix. 45115 is about checkpoint conversion and refactoring NemotronH to GraniteMoeHybrid-style key/model inheritance; 45569 is about splitting NemotronH into dense/sparse model variants and updating docs/tests. Shared files reflect the same subsystem, but the code-path changes are different and would not naturally be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "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": "695b58262f5594c6fdcdb4f224fb398bb46d47b1c152853919cd567f2deb05f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: one PR adds per-layer heterogeneous config support, while the other adds broader heterogeneous modeling support that builds on it. They share infrastructure, but they do not fix the same concrete change and would not be merged as one PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader, more representative umbrella change: it introduces heterogeneous model behavior and also touches the config/cache/modeling plumbing needed to use per-layer settings end to end.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the larger concrete code-path change and includes the downstream modeling work, whereas #45333 is a narrower config-only subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related infrastructure, but not the same underlying bug/change: #45333 adds per-layer config support, while #45332 adds heterogeneous model behavior and cache/model integration. They are complementary rather than 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": 21, + "component_count": 27, + "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": "543745804729e37a6409cf51e5839987e53cedfc638964315689529b372104b4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related PRs, but they address different changes: one is a broad type-checking sweep across many transformer modules, while the other adds typing helpers/protocols centered on `_typing.py`, `modeling_utils`, and related integrations. They are related in theme, but not the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more representative typing cleanup across many files and the repo-wide type-checking config; it best captures the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the strongest cluster representative because it touches many transformer modules and establishes the broader type-checking pass, whereas PR 45425 is a narrower typing-infrastructure follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but they are not the same concrete fix. 45415 is a broad type-checking sweep across many files; 45425 adds typing aliases/protocols and related adjustments in `_typing.py`/`modeling_utils`. They could not realistically be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "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-45487-6", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843", + "pull_request:45858", + "pull_request:45890", + "pull_request:45926" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45926", + "pull_request:45817|pull_request:45843", + "pull_request:45858|pull_request:45890", + "pull_request:45858|pull_request:45926", + "pull_request:45890|pull_request:45926" + ], + "prepared_review_unit_hash": "d604d280d3d8335750c08249e8c192092a63549c6f2574fbce0aaf20b64894fb", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14704, + "estimated_input_tokens": 3676, + "estimated_eval_tokens": 7608 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14704, + "estimated_input_tokens": 3676, + "estimated_eval_tokens": 7608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs fall into two loose themes: model-parallel/device-placement fixes in model code, and XPU expectation updates in tests. Despite superficial similarity, they target different models and different code paths, so they should not be deduplicated together.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45817 is the strongest representative of the cluster because it makes concrete runtime fixes in model code for Gemma4 model-parallel behavior, including no-split-module registration and device-aware masking logic.", + "best_issue_reason": null, + "best_pr_reason": "PR 45817 is the best single PR to anchor the cluster because it addresses an actual model-parallel bug in implementation code, rather than only updating test expectations, and the fix is clearly tied to a concrete execution path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel themed, but they fix different models (AltCLIP/ChineseCLIP vs Deimv2) with different placement logic; not the same underlying bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45926", + "accept": false, + "reason": "45487 is a runtime model-parallel fix, while 45926 only adds XPU test expectations for HyperCLOVAX; different artifact types and different models." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Both touch model-parallel handling, but Gemma4 vs Deimv2 have distinct code paths and fixes; too broad to treat as one bug." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Both are XPU expectation updates, but for different model test suites (HY-V3 vs Exaone4_5); they are not the same concrete change." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45926", + "accept": false, + "reason": "These are both test-only XPU expectation additions, but they target different models and different expected outputs, so they are not duplicates." + }, + { + "left": "pull_request:45890", + "right": "pull_request:45926", + "accept": false, + "reason": "Same broad XPU-test theme, but different model families and different test files; no shared underlying bug or mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "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": "c1f3df7b084c022ca74d3b7cc8a6a2de7d35ce15074cd1327030b4afaf14f9f3", + "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": "Both PRs are about expert parallelism, but they fix different failure modes: #45548 addresses EP + DeepSpeed ZeRO-3 loading/serialization, while #45662 addresses EP + FSDP2 experts being overwritten by rank-0 broadcast. They share subsystem context, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: #45548 is a loading/config-serialization fix, while #45662 is a separate distributed sharding/broadcast fix. If forced to pick one representative, #45548 is the more self-contained loading-path change.", + "best_issue_reason": null, + "best_pr_reason": "#45548 is the better representative for the cluster because it is a narrower, concrete fix in the model-loading path; #45662 targets a different distributed execution bug and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They are EP-related but not the same bug: one fixes accelerate/ZeRO-3 loading and config handling, the other fixes FSDP2 post-shard behavior and rank-0 broadcast overwriting experts. Different code paths and different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "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": "2f72fb1efb0dd3cfbfd511f50ed41ebb8cebbca7855973d04681a5a1454c7c68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs address the same xdist/captured_info collision problem. PR 45645 is the broader, more complete fix and subsumes the narrower testing_utils-only change in 45639.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe logging fix plus the CI workflow update needed to read multiple captured_info files, making it the more complete end-to-end solution.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best PR for the cluster because it covers the shared bug fix in src/transformers/testing_utils.py and also updates the CI artifact collection path that depends on that change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying captured_info xdist collision fix; 45645 appears to subsume 45639 and adds the complementary workflow handling for split artifact files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "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-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally 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": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "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-45851-2", + "nodes": [ + "pull_request:45851", + "pull_request:45947" + ], + "soft_pairs": [ + "pull_request:45851|pull_request:45947" + ], + "prepared_review_unit_hash": "019addd570fb95136768eab699dc505066bdeff479feaf177a310d3d4eb6bf0e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4105, + "estimated_input_tokens": 1027, + "estimated_eval_tokens": 2310 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4105, + "estimated_input_tokens": 1027, + "estimated_eval_tokens": 2310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are documentation PRs about chat templating, but they address different topics: one documents template storage/loading, the other adds prefill guidance for reasoning fields. They are related in subsystem only, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45851 is the stronger canonical representative because it is a more substantial chat-templating docs update and explicitly targets issue 45205.", + "best_issue_reason": null, + "best_pr_reason": "PR 45851 is the best single PR to keep as representative of the cluster because it has the explicit issue link and broader documentation scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45851", + "right": "pull_request:45947", + "accept": false, + "reason": "They touch different docs and different user problems: template file storage/loading versus reasoning-field prefill behavior. Same area, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/manifest.json b/snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9177b703a57061540e4b82da719b3aa50fd28d18 --- /dev/null +++ b/snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260513t180036z", + "artifacts": { + "hybrid": "snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-13T18:06:50Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260513T180036Z", + "variant": "hybrid" +} diff --git a/snapshots/20260513T180036Z/manifest.json b/snapshots/20260513T180036Z/manifest.json index 49a1ae444bc7833e64dbc78b27a94c56eeb0b6fb..8abe57491454f365a057be67c30dacdfb1cacd6c 100644 --- a/snapshots/20260513T180036Z/manifest.json +++ b/snapshots/20260513T180036Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1227 }, "extracted_at": "2026-05-13T18:00:36Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260513t180036z", + "runs": { + "hybrid-model-20260513t180036z": { + "analysis_id": "hybrid-model-20260513t180036z", + "artifacts": { + "hybrid": "snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260513T180036Z/analysis-runs/hybrid-model-20260513t180036z/manifest.json", + "model": null, + "published_at": "2026-05-13T18:06:50Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260513T180036Z", "watermark": {