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], - [ - 1495, - 1545 - ] - ] - }, + "left_pr_number": 47140, + "right_pr_number": 47303, + "code_similarity": 0.656, + "size_similarity": 0.65, + "file_overlap": 1.0, + "area_overlap": 0.447, + "patch_similarity": 0.466, + "shared_filenames": [ + "src/transformers/cli/chat.py", + "tests/cli/test_chat.py" + ], + "shared_file_areas": [ { - "filename": "src/transformers/models/auto/auto_mappings.py", + "filename": "src/transformers/cli/chat.py", "left_ranges": [ [ - 362, - 368 - ], - [ - 591, - 599 + 20, + 26 ], [ - 798, - 804 + 103, + 122 ], [ - 884, - 891 + 346, + 356 ], [ - 1084, - 1090 + 383, + 389 ], [ - 1207, - 1213 + 473, + 479 ] ], "right_ranges": [ [ - 637, - 647 - ], - [ - 919, - 928 + 103, + 115 ], [ - 1130, - 1136 + 216, + 224 ], [ - 1260, - 1266 + 383, + 389 ] ] }, { - "filename": "src/transformers/models/auto/modeling_auto.py", + "filename": "tests/cli/test_chat.py", "left_ranges": [ [ - 1085, - 1091 + 15, + 28 + ], + [ + 51, + 105 ] ], "right_ranges": [ [ - 509, - 515 + 14, + 29 ], [ - 1119, - 1125 + 52, + 76 ] ] } @@ -4370,101 +3030,214 @@ ] }, { - "cluster_id": "cluster-47173-3", + "cluster_id": "cluster-47123-3", "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47449, + "canonical_pr_number": 47281, "issue_numbers": [], "pr_numbers": [ - 47173, - 47292, - 47449 + 47123, + 47280, + 47281 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47173, - "right_pr_number": 47292, - "code_similarity": 0.097, - "size_similarity": 0.463, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.027, - "shared_filenames": [], - "shared_file_areas": [] + "left_pr_number": 47123, + "right_pr_number": 47280, + "code_similarity": 0.547, + "size_similarity": 0.522, + "file_overlap": 1.0, + "area_overlap": 0.368, + "patch_similarity": 0.093, + "shared_filenames": [ + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "left_ranges": [ + [ + 14, + 20 + ], + [ + 487, + 493 + ] + ], + "right_ranges": [ + [ + 14, + 21 + ], + [ + 481, + 499 + ], + [ + 520, + 530 + ] + ] + } + ] }, { - "left_pr_number": 47173, - "right_pr_number": 47449, - "code_similarity": 0.1, - "size_similarity": 0.47, + "left_pr_number": 47123, + "right_pr_number": 47281, + "code_similarity": 0.02, + "size_similarity": 0.094, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.038, + "patch_similarity": 0.011, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47292, - "right_pr_number": 47449, - "code_similarity": 0.201, - "size_similarity": 0.984, + "left_pr_number": 47280, + "right_pr_number": 47281, + "code_similarity": 0.042, + "size_similarity": 0.181, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.029, + "patch_similarity": 0.038, "shared_filenames": [], "shared_file_areas": [] } ] }, { - "cluster_id": "cluster-46912-2", + "cluster_id": "cluster-47122-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47175, + "canonical_pr_number": 47122, "issue_numbers": [], "pr_numbers": [ - 46912, - 47175 + 47122, + 47224 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46912, - "right_pr_number": 47175, - "code_similarity": 0.009, - "size_similarity": 0.005, - "file_overlap": 0.022, - "area_overlap": 0.0, - "patch_similarity": 0.01, + "left_pr_number": 47122, + "right_pr_number": 47224, + "code_similarity": 0.474, + "size_similarity": 0.302, + "file_overlap": 0.4, + "area_overlap": 0.818, + "patch_similarity": 0.051, "shared_filenames": [ - "tests/models/olmo3/test_modeling_olmo3.py" + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" ], "shared_file_areas": [ { - "filename": "tests/models/olmo3/test_modeling_olmo3.py", + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", "left_ranges": [ [ - 99, - 104 + 464, + 472 ] ], "right_ranges": [ [ - 213, - 227 + 464, + 474 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ + [ + 210, + 218 + ] + ], + "right_ranges": [ + [ + 210, + 220 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47282-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47380, + "issue_numbers": [], + "pr_numbers": [ + 47282, + 47380 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47282, + "right_pr_number": 47380, + "code_similarity": 0.476, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.194, + "patch_similarity": 0.056, + "shared_filenames": [ + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 420, + 438 ], [ - 312, - 318 + 450, + 474 + ], + [ + 482, + 524 + ] + ], + "right_ranges": [ + [ + 18, + 24 + ], + [ + 406, + 419 + ], + [ + 426, + 432 + ], + [ + 457, + 463 + ], + [ + 487, + 493 ] ] } @@ -4750,12 +3523,13 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-4", - "canonical_issue_number": 46894, + "cluster_id": "cluster-46894-6", + "canonical_issue_number": 46901, "duplicate_issue_numbers": [ + 46894, 46897 ], - "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -4764,14 +3538,6 @@ 47139 ], "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47301-4", - "canonical_issue_number": 47333, - "duplicate_issue_numbers": [ - 47332 - ], - "reason": "Issues in cluster-47301-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ @@ -4793,18 +3559,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43451-5", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 45157, - 46509, - 47163, - 47306 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-5 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -4885,6 +3639,22 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-46509-10", + "canonical_pr_number": 47322, + "duplicate_pr_numbers": [ + 46509, + 47143, + 47163, + 47210, + 47292, + 47301, + 47367, + 47387 + ], + "target_issue_number": 47321, + "reason": "PRs in cluster-46509-10 are treated as duplicates because they converge on issue #47321 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-46614-3", "canonical_pr_number": 46687, @@ -4894,15 +3664,6 @@ "target_issue_number": 46614, "reason": "PRs in cluster-46614-3 are treated as duplicates because they converge on issue #46614 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-46658-2", - "canonical_pr_number": 46658, - "duplicate_pr_numbers": [ - 46836 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46658-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -4913,42 +3674,45 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-4", - "canonical_pr_number": 47090, + "cluster_id": "cluster-46894-6", + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ - 46958 + 46958, + 47090 ], - "target_issue_number": 46894, - "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, soft_similarity evidence." + "target_issue_number": 46901, + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46901 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46912-2", - "canonical_pr_number": 47175, + "cluster_id": "cluster-46912-5", + "canonical_pr_number": 47298, "duplicate_pr_numbers": [ - 46912 + 46912, + 47175, + 47294, + 47452 ], "target_issue_number": null, - "reason": "PRs in cluster-46912-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46912-5 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-47122-13", + "cluster_id": "cluster-47122-2", "canonical_pr_number": 47122, + "duplicate_pr_numbers": [ + 47224 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47122-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47123-3", + "canonical_pr_number": 47281, "duplicate_pr_numbers": [ 47123, - 47124, - 47224, - 47266, - 47280, - 47281, - 47282, - 47310, - 47380, - 47443, - 47444, - 47445 + 47280 ], "target_issue_number": null, - "reason": "PRs in cluster-47122-13 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47123-3 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -4960,35 +3724,25 @@ "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." }, { - "cluster_id": "cluster-47173-3", - "canonical_pr_number": 47449, + "cluster_id": "cluster-47282-2", + "canonical_pr_number": 47380, "duplicate_pr_numbers": [ - 47173, - 47292 + 47282 ], "target_issue_number": null, - "reason": "PRs in cluster-47173-3 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47301-4", - "canonical_pr_number": 47336, - "duplicate_pr_numbers": [ - 47301 - ], - "target_issue_number": 47333, - "reason": "PRs in cluster-47301-4 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." + "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-47301-4", - "issue_number": 47333, - "reason": "Issue #47333 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 5 discussion comments plus 4 inbound references.", - "score": 154.0 + "cluster_id": "cluster-46509-10", + "issue_number": 47321, + "reason": "Issue #47321 is the strongest global issue candidate because it is open, belongs to a cluster with 10 artifacts, and carries 1 discussion comments plus 2 inbound references.", + "score": 204.0 }, "best_pr": { - "cluster_id": "cluster-47122-13", - "pr_number": 47122, - "reason": "PR #47122 is the strongest global PR candidate because it is open, belongs to a cluster with 13 artifacts, links to 0 issues, and carries 8 review/discussion events.", - "score": 265.974 + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index b38a8f157556a1d2ad38dd83c26d6a82c4f95b2a..ef4fb8634be79427b69bd1d8a219ad13a129740c 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": "20260722T000038Z", - "generated_at": "2026-07-22T00:15:44Z", + "snapshot_id": "20260722T060034Z", + "generated_at": "2026-07-22T06:12:45Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:24643", "issue:30277", @@ -85,8 +85,8 @@ "issue:35545|issue:41720", "issue:45901|issue:46015", "issue:35545|issue:36010", - "issue:44918|issue:46165", "issue:44509|issue:44512", + "issue:44918|issue:46165", "issue:46165|issue:46869", "issue:44805|issue:45823", "issue:43638|issue:44805", @@ -131,406 +131,412 @@ "issue:43039|issue:44918", "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "0bb96df5b444835f6f3bd8214c8d2c1027165b24e2cae5705a30365804380bc5", + "prepared_review_unit_hash": "cc737001106cc0eed51f23a6ee4bc915f0d5d303e3fbcda8b71a4a7308730c84", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46364, - "estimated_input_tokens": 11591, - "estimated_eval_tokens": 23438 + "serialized_chars": 46353, + "estimated_input_tokens": 11589, + "estimated_eval_tokens": 23434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate subclusters are the Zero-3/BERT index-error reports, the v5 docs cleanup reports, and a couple of closely related torch/version or Qwen3.5-MoE embedding issues.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43596 is the clearest representative of the strongest duplicate pair (with 43638) and has the most concrete, reproducible Zero-3/BERT crash signature.", + "summary": "This cluster is mostly a grab-bag of unrelated bug reports; only two soft pairs look like true duplicates: the ZeRO-3/BERT IndexError reports and the torch 2.4.1 compatibility reports.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43596 is the clearest canonical anchor for the ZeRO-3/BERT duplicate pair: it states the concrete IndexError and the exact loading path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the most actionable standalone bug report in the set: precise error, clear code path, and a near-identical duplicate companion.", + "best_issue_reason": "Issue 43596 is the best overall issue anchor here because it is concrete, actionable, and has a strong near-duplicate with the same failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failure modes and code paths: config attribute error vs streaming chat/completions inference." + "reason": "Different problems: missing Qwen3.5 config attribute vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and bugs: AMD GPU failure vs MPS histogram op limitation." + "reason": "Unrelated failures: AMD GPU support vs MPS histogram error in a MoE path." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and root causes: image-preprocessor dtype mismatch vs AMD GPU support issue." + "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs AMD GPU incompatibility." }, { "left": "issue:39921", "right": "issue:44918", "accept": false, - "reason": "Different models and errors: special-token projection issue vs TRL SFT embedding unpacking." + "reason": "Different bugs: special-token projection error vs Qwen3.5 embedding unpacking with TRL SFT." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/GPU-related, but they describe different models and concrete failures." + "reason": "Autocast dtype mismatch is not the same bug as the AMD GPU failure." }, { "left": "issue:39921", "right": "issue:43039", "accept": false, - "reason": "Gemma3N token projection bug is unrelated to Liger Kernel cross-entropy dispatch." + "reason": "Different issues: token projection/add-token handling vs Liger kernel forcing cross_entropy." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated model-specific bugs with no shared concrete code path." + "reason": "Different models and failures: GPT-OSS on AMD vs broken Nemotron example." }, { "left": "issue:39921", "right": "issue:45685", "accept": false, - "reason": "Different model families and different failures; no shared underlying change." + "reason": "No shared underlying bug; special-token projection error is unrelated to MPS histogram support." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime failures; both MoE-ish at a high level but not the same bug." + "reason": "Different failures: AMD GPU support vs GraniteMoEHybrid invalid method call." }, { "left": "issue:35545", "right": "issue:39921", "accept": false, - "reason": "Unrelated issues: ONNX export vs special-token projection handling." + "reason": "ONNX export error and special-token projection error are unrelated." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are different code paths." + "reason": "Deepspeed collectives mismatch is unrelated to ONNX export." }, { "left": "issue:39921", "right": "issue:44805", "accept": false, - "reason": "Different bug classes: token projection vs tensor mask shape mismatch." + "reason": "Special-token projection error is unrelated to the mask/tensor shape IndexError." }, { "left": "issue:39921", "right": "issue:43716", "accept": false, - "reason": "Different model-specific failures with no shared code path." + "reason": "Different model families and failure modes; no shared code-path bug." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export and FineGrainedFP8 model execution are unrelated." + "reason": "ONNX export error and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different models and failures; no concrete overlap beyond general inference tooling." + "reason": "ModernBERT ONNX export and Qwen3 auto device map CUDA assert are different bugs." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "One is a table-QA crash, the other is outdated RAG documentation." + "reason": "Different scope: table-question-answering crash vs outdated RAG examples." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug is unrelated to the GenerationMixin import regression." + "reason": "ONNX export error is unrelated to the GenerationMixin import failure." }, { - "left": "issue:44918", - "right": "issue:46165", + "left": "issue:44509", + "right": "issue:44512", "accept": false, - "reason": "Different training/resume issues with no shared concrete bug." + "reason": "Both are docs cleanup in v5, but they concern different removed items and should stay separate." }, { - "left": "issue:44509", - "right": "issue:44512", - "accept": true, - "reason": "Both are v5 docs cleanup reports about stale removed commands/tasks; same documentation-maintenance change." + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training bugs: SFT embedding unpacking vs resume/trust_remote_code flow." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Different problems: resume-with-remote-code vs multi-GPU YOLO device-map failure." + "reason": "Training resume with remote code is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape mismatch and Gemma4 device mismatch are distinct runtime errors." + "reason": "Mask/index shape mismatch is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different error signatures and different model paths." + "reason": "Different failures; only superficial IndexError similarity, not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 loading error is unrelated to training resume with trust_remote_code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Zero-3/BERT index error is unrelated to the mask-indexing shape mismatch." + "reason": "Both are IndexErrors, but the affected paths and root causes differ." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different modalities and failure sites; not the same underlying bug." + "reason": "Shape-mismatch IndexError is unrelated to Qwen3.5 video token/template mismatch." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Unrelated issues with no shared code path." + "reason": "Different bugs: resume/trust_remote_code vs broken official Nemotron example." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape indexing bug vs GPT-OSS MoE TP failure are different problems." + "reason": "Mask shape mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different feature areas: Qwen3-VL chat-template video error vs training resume issue." + "reason": "Video StopIteration bug and model-training resume bug are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures and models differ." + "reason": "Both involve deepspeed, but the collective mismatch and ZeRO-3 index error are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying bug: DeepSpeed ZeRO-3/BERT loading hits the same index-0-out-of-bounds crash." + "reason": "Same underlying ZeRO-3/BERT IndexError on loading with an empty-shape parameter path." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Liger kernel cross_entropy call and GPT-OSS TP failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different tasks: detokenization regression vs LoRA merge/save/load inconsistency." + "reason": "Detokenization bug and LoRA merge/save-load inconsistency are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime failures; no shared code path." + "reason": "Qwen-3 NVFP4 runtime error is unrelated to LoRA merge/save mismatch." }, { "left": "issue:34928", "right": "issue:35308", "accept": false, - "reason": "Both are multi-GPU/training issues, but the symptoms and causes are different." + "reason": "Activation-checkpoint/FSDP tensor-size mismatch is unrelated to IterableDataset length crashes." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure and remote-code model_class/config_class error are unrelated." + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class import error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the actual failures are different and model-specific." + "reason": "DeepSpeed weight-dimension error and collective mismatch are different failure modes." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and different hardware/device-map failures." + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP size mismatch is not the same as a mask indexing error." + "reason": "Both mention tensor sizes, but the bugs are different: checkpointing/FSDP vs mask indexing." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram limitation is unrelated to multi-GPU device-map auto behavior." + "reason": "MPS histogram support and YOLO auto device mapping are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Different training bugs: recomputed-tensor mismatch vs custom trainer signature change." + "reason": "Activation checkpointing mismatch is unrelated to the CustomTrainer compute_loss signature break." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5-MoE rotary-embedding area with offload/materialization bugs; likely the same underlying fix." + "accept": false, + "reason": "Same module family, but different execution paths and symptoms; not clearly the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Zero-3/BERT crash is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "ZeRO-3 BERT loading error and GPT-OSS TP failure are unrelated." }, { "left": "issue:34928", "right": "issue:39921", "accept": false, - "reason": "FSDP/activation-checkpointing issue is unrelated to Gemma3N special-token projection." + "reason": "FSDP/activation checkpointing bug is unrelated to special-token projection error." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model families and different runtime paths." + "reason": "ZeRO-3/BERT loading IndexError is unrelated to GPT-OSS tensor-parallel issues." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures with no shared concrete bug." + "reason": "Different models and different failure mechanisms." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime issues; no same code path." + "reason": "Qwen-3 NVFP4 runtime error and AMD GPU support issue are not the same bug." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Expensive reverse-embedding lookup and video chat-template token mismatch are unrelated." + "reason": "Inputs-embeds reverse lookup cost and video token/template mismatch are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different bugs: Gemma3 text config regression vs Mistral regex patch crash." + "reason": "Gemma3TextConfig missing attribute and Mistral regex patch crash are different issues." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both report the same torch 2.4.1 incompatibility regression; one is just more specific." + "reason": "Both reports describe the same torch 2.4.1 compatibility regression in transformers." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Different model/runtime failures with no shared code path." + "reason": "FSDP checkpointing mismatch is unrelated to Qwen3 auto device-map CUDA asserts." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and reverse-embedding lookup are different bugs." + "reason": "Device-map PLE mismatch and expensive inputs_embeds reverse lookup are different bugs." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch incompatibility and Qwen3-8B NVFP4 runtime error are not the same issue." + "reason": "General torch 2.10 incompatibility is unrelated to the Qwen-3 NVFP4 runtime error." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Different model families and different dtype/device-parallel failures." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "TorchDynamo grouped_mm tracing error is unrelated to the Mistral image dtype mismatch." + "reason": "Mixtral torch-dynamo tracing failure and Mistral image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model/runtime bugs with no shared underlying change." + "reason": "Different model families and different failure conditions." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different models and backends; not the same bug." + "reason": "Dtype mismatch in image preprocessing is unrelated to MPS histogram support." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Different code paths and error types; only broad MoE/backend overlap." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS Int histogram limitation." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Different model-specific runtime failures." + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 SFT embedding unpacking are different bugs." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different models and errors; no concrete duplicate signal." + "reason": "Mistral dtype mismatch and Qwen-3 NVFP4 runtime error are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRl SFT embedding unpacking and GPT-OSS TP failure are unrelated." + "reason": "SFT embedding unpacking failure is unrelated to GPT-OSS tensor-parallel support." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy issue is unrelated to Qwen3.5 embedding unpacking." + "reason": "Liger kernel cross_entropy call and Qwen3.5 SFT embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and BERT ZeRO-3 loading failure are similar in shape, but not the same concrete bug." + "reason": "Both are DeepSpeed/IndexError flavoured, but Gemma3 ZeRO-3 loading and BERT ZeRO-3 loading are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the cluster is mostly heterogeneous, and the identified duplicate subclusters are the ones with strong title/body similarity (Zero-3/BERT index errors, v5 docs cleanup, torch 2.4.1 incompatibility, and the Qwen3.5-MoE rotary-embedding pair). The soft-edge rejections are generally conservative and tied to distinct titles/error modes. No clear overstatement stands out." + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted pairs are plausibly duplicates from the titles and descriptions, and the rejections avoid overclaiming. No mergeability or evidence issues stand out." }, "evaluator_used": true, "retried": false, @@ -549,7 +555,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:30277", "issue:35308", @@ -583,6 +589,8 @@ "issue:45020", "issue:45070", "issue:45237", + "issue:45362", + "issue:45464", "issue:45800", "issue:45812", "issue:45823", @@ -593,7 +601,6 @@ "issue:46304", "issue:46402", "issue:46772", - "issue:46869", "issue:46901", "issue:47228", "issue:47394", @@ -623,288 +630,270 @@ "issue:35308|issue:42617", "issue:45812|issue:45920", "issue:43872|issue:46304", - "issue:44292|issue:46015", "issue:46901|issue:47394", + "issue:44292|issue:46015", "issue:39290|issue:43531", "issue:43866|issue:44863", "issue:41093|issue:43638", "issue:43792|issue:45901", "issue:43425|issue:45070", - "issue:43854|issue:43866", "issue:43541|issue:47228", + "issue:43854|issue:43866", "issue:43792|issue:45070", "issue:43975|issue:45901", "issue:43596|issue:45800", - "issue:43541|issue:46869" + "issue:45362|issue:45464" ], - "prepared_review_unit_hash": "5fa8fb3c0efd610dd3510ad47a55d951489cafb5a056ed258823d2a97636d60d", + "prepared_review_unit_hash": "9a98af9565e7b7fa7fb4546a593665678a392a591b27b949d28c65356bc28054", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 37776, - "estimated_input_tokens": 9444, - "estimated_eval_tokens": 19144 + "serialized_chars": 38330, + "estimated_input_tokens": 9583, + "estimated_eval_tokens": 19422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; only two soft duplicate pairs look convincing: a DeepSpeed ZeRO-3 zero-sized-index loading failure and an AutoTokenizer v5 regression producing wrong token IDs. No PRs are present.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45920 is the broadest and most representative standalone report of the tokenizer regression, covering multiple model families rather than a single model-specific symptom.", - "canonical_pr_reason": "No PRs in the cluster.", - "best_issue_reason": "issue:45920 has the clearest cross-model scope and discussion for the tokenizer ID regression, making it the best issue representative among the accepted duplicate subgroup.", - "best_pr_reason": "No PRs available.", + "summary": "Most soft pairs are false positives across unrelated bug reports. Two genuine duplicate clusters stand out: a DeepSpeed ZeRO-3 loading/indexing failure and a broader AutoTokenizer v5 regression affecting multiple model families.", + "confidence": 0.86, + "canonical_issue_reason": "#45920 is the best canonical issue for the tokenizer cluster: it describes the broader AutoTokenizer v5 regression across multiple model families, making it a better umbrella than the Granite-only report #45812.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 is the strongest global issue candidate because it is broad, clearly scoped to a shared regression, and would be the most reusable duplicate target.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they refer to different removed behaviors/commands and do not describe the same concrete change." + "reason": "Both are docs regressions, but they target different pages/examples and different missing v5 replacements." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different bugs: Liger cross-entropy routing vs an autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Different concrete failures: Liger/cross_entropy versus an autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Different failure modes: DeepSpeed collective mismatch vs a trainer signature TypeError." + "reason": "Unrelated bugs: ZeRO-3 collective mismatch versus a CustomTrainer signature change." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Unrelated: AMD GPU runtime failure vs outdated RAG docs." + "reason": "Completely different topics: AMD GPU model support versus outdated RAG docs." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different code paths: Liger kernel cross-entropy vs a mask/tensor shape mismatch." + "reason": "Different error paths and symptoms; these are not the same underlying bug." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention compatibility, but these are distinct regressions in different environments and code paths." + "reason": "Both are compatibility complaints, but they concern different torch/transformers breakages and different root causes." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated model-loading/vLLM failure vs a USE_DISTRIBUTED=0 build/runtime regression." + "reason": "Unrelated: vLLM model loading versus distributed build/runtime support." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different problems: missing Gemma3 config attribute in vLLM vs Qwen3 auto device-mapping CUDA assert." + "reason": "Different model-specific failures with no shared code-path signal." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different model-specific load failures; no shared underlying bug is evident." + "reason": "Different loading failures: corrupted checkpoint versus missing text-encoder weights." }, { "left": "issue:44841", "right": "issue:47448", "accept": false, - "reason": "Both are model-architecture issues, but they concern different models and different loading/processor failures." + "reason": "Both are model-support issues, but for different models and different failure modes." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different regressions: missing Float8 storage type vs distributed build support breakage." + "reason": "Float8 storage lookup failure is unrelated to distributed support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Unrelated runtime failure vs table-question-answering crash." + "reason": "Different subsystems and failures; no evidence of the same bug." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3 zero-sized-index failure during model loading; only the affected model differs." + "reason": "Same ZeRO-3 loading/indexing bug: both report an out-of-bounds index during DeepSpeed Zero-3 model initialization/loading." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Separate documentation issues referencing different removed APIs/commands." + "reason": "Both are docs issues, but they are about different deprecated references and different documentation areas." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model-specific failures: processor loading vs device-mapping forward mismatch." + "reason": "Different model-specific bugs: processor failure versus device-map mismatch." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal issues, but they target different mechanisms (device mapping vs chat-template video token alignment)." + "reason": "Different multimodal failures with different root causes and APIs." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Different topics: detokenization bug vs outdated RAG examples." + "reason": "Tokenizer detokenization regression versus unrelated RAG documentation updates." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code model regressions are not the same as the USE_DISTRIBUTED=0 compatibility break." + "reason": "Different regressions: remote_code model support versus USE_DISTRIBUTED=0 compatibility." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading issue vs documentation drift; unrelated." + "reason": "Model checkpoint-loading failure versus unrelated documentation issue." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Different model families and different compatibility concerns." + "reason": "Checkpoint corruption and Nvidia ModelOpt compatibility are different problems." }, { "left": "issue:35308", "right": "issue:42617", "accept": false, - "reason": "Both involve training/distributed execution, but the concrete bugs are different." + "reason": "Both mention distributed training, but one is an IterableDataset length crash and the other is a generic 3d_parallel.py run failure." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer regression: wrong token IDs across models, with 45920 being the broader multi-model report." + "reason": "Same AutoTokenizer v5 regression: both report wrong token IDs across multiple model families, with #45920 being the broader umbrella report." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes parameter incompatibility is unrelated to distributed build/runtime support." + "reason": "bitsandbytes initialization incompatibility is unrelated to distributed support." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:46901", + "right": "issue:47394", "accept": false, - "reason": "Unrelated NVFP4 model runtime issue vs documentation cleanup." + "reason": "Similar symptom, but different model implementations and different concrete training-loss bugs." }, { - "left": "issue:46901", - "right": "issue:47394", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Both are loss-shift bugs, but they are model-specific and describe different failure details; not clearly the same underlying bug." + "reason": "Unrelated: Qwen NVFP4 runtime failure versus RAG docs updates." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Different Gemma/Qwen model issues with different symptoms and code paths." + "reason": "Both involve sliding_window, but they affect different model families and likely different code paths." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with no clear shared root cause." + "reason": "Different model-loading failures with no shared underlying bug indicated." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both mention index errors, but they appear to be separate shape/ZeRO-3 problems rather than the same bug." + "reason": "Both are IndexError reports, but the error messages and contexts differ enough to treat them as separate bugs." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Different tasks and different runtime failures." + "reason": "Different tasks and unrelated crashes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility is not the same as the PretrainedConfig pydantic regression." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are unrelated." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:43541", + "right": "issue:47228", "accept": false, - "reason": "Unable-to-load test failure vs checkpoint corruption; not the same underlying issue." + "reason": "Both are compilation/tracing regressions, but for different models and different failing ops." }, { - "left": "issue:43541", - "right": "issue:47228", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Both concern model compilation, but they are different models and different regressions." + "reason": "Different model-loading problems; one is unit-test load failure, the other is a corrupted checkpoint report." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Unrelated model loading issue vs pydantic config regression." + "reason": "Whisper load failure is unrelated to the pydantic config regression." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different bugs affecting different functionality; no shared code-path issue is apparent." + "reason": "Tokenizer detokenization regression versus table-question-answering runtime crash." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 zero-sized tensor indexing is unrelated to torch/transformers version incompatibility." - }, - { - "left": "issue:43541", - "right": "issue:46869", - "accept": false, - "reason": "Different model/runtime regressions; no concrete shared bug." + "reason": "A ZeRO-3 index error is unrelated to a torch/transformers compatibility complaint." }, { - "left": "issue:43866", - "right": "issue:44863", - "accept": false, - "reason": "Different model-loading failures and different affected artifacts." - }, - { - "left": "issue:43866", - "right": "issue:46772", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Different compatibility/load issues with no common code-path evidence." - }, - { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same tokenizer-ID regression reported on different model sets; 45920 is the broader manifestation." + "reason": "Both are Qwen3.5 chat issues, but they surface through different APIs and likely different root causes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: there are no PRs, and the two accepted soft pairs are the only ones that look plausibly duplicative from the issue titles. The canonical issue choice is conservative and supported by the broader multi-model scope of issue:45920. No clear overstatement of evidence." + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The two accepted soft pairs are well supported by the titles and shared failure signatures: the DeepSpeed ZeRO-3 index-error reports, and the broader AutoTokenizer v5 regression umbrella. The rejections are also framed narrowly enough to avoid overstating similarity." }, "evaluator_used": true, "retried": false, @@ -923,12 +912,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:36010", + "issue:39186", "issue:39290", "issue:39921", - "issue:40990", "issue:41093", "issue:41762", "issue:43054", @@ -952,12 +941,10 @@ "issue:44805", "issue:44841", "issue:44918", - "issue:44960", "issue:45005", "issue:45020", "issue:45070", "issue:45084", - "issue:45362", "issue:45399", "issue:45464", "issue:45507", @@ -972,10 +959,11 @@ "issue:46640", "issue:46661", "issue:46869", - "issue:47228" + "issue:47228", + "issue:47470" ], "soft_pairs": [ - "issue:45362|issue:45464", + "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", "issue:36010|issue:39290", @@ -991,292 +979,278 @@ "issue:41093|issue:41762", "issue:45800|issue:45823", "issue:43872|issue:47228", + "issue:45464|issue:47470", "issue:43716|issue:47228", "issue:44805|issue:44918", - "issue:43828|issue:45464", "issue:43296|issue:43366", - "issue:43366|issue:45464", + "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43531|issue:45070", "issue:46869|issue:47228", "issue:44387|issue:45005", - "issue:45507|issue:47228", "issue:45020|issue:45800", + "issue:45507|issue:47228", "issue:43716|issue:46294", "issue:44479|issue:46294", "issue:41093|issue:43596", - "issue:39921|issue:46869", "issue:43054|issue:43994", - "issue:45759|issue:45902", + "issue:39921|issue:46869", "issue:46640|issue:46661", + "issue:45759|issue:45902", "issue:43596|issue:46165", - "issue:43716|issue:44918", - "issue:43645|issue:45399", - "issue:39921|issue:45507", - "issue:40990|issue:44960" + "issue:39186|issue:44918", + "issue:43645|issue:45399" ], - "prepared_review_unit_hash": "c3a3b8572b71370165ddafba102cf890cc7476a4b7ee0e62bc59ae00bf3b9062", + "prepared_review_unit_hash": "960dc0e8c4d3449fc1d4c930d04802d7d44fd8840ce96baae72cbdbe4e951fc8", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 39282, - "estimated_input_tokens": 9821, - "estimated_eval_tokens": 19898 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 38159, + "estimated_input_tokens": 9540, + "estimated_eval_tokens": 19336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bug reports across model loading, multimodal processors, quantization, vLLM/DeepSpeed, and backend-specific failures. I reject all soft edges; none look like the same concrete bug/change. If forced to name a representative issue, issue:45020 is the broadest regression-style report, but it is only a weak umbrella fit, not a true duplicate hub.", - "confidence": 0.88, - "canonical_issue_reason": "Issue:45020 is the most general regression-style report in the set (recent Transformers versions breaking remote_code models), so it is the best weak umbrella candidate among otherwise unrelated bugs.", + "summary": "The set is a loose collection of unrelated Transformers issues. The soft-similarity edges are mostly superficial (shared model families, error wording, or broad subsystem overlap) and should not be merged as duplicates. No pull requests are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue stands out as a safe canonical: the items span many distinct bugs and the proposed duplicate edges do not show the same concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45020 is the broadest and most reusable representative issue if a single anchor must be chosen, though the cluster is too mixed for a strong canonical duplicate.", + "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous; any choice would be arbitrary and misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43541", + "right": "issue:46869", "accept": false, - "reason": "Same Qwen3.5 family, but different failures: chat/streaming crash vs chat template API failure. Not the same bug." + "reason": "Different failures and code paths: torch dynamo grouped_mm error vs YOLO multi-GPU device_map behavior." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights is unrelated to a table-question-answering crash." + "reason": "Unrelated models/tasks and different crash surfaces; no shared underlying bug is evident." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3TextConfig sliding_window_pattern error is a different code path from Gemma4 PLE device mismatch." + "reason": "Both are model-specific regressions, but the reported symptoms and affected components are different." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3TextConfig attr missing are unrelated issues." + "reason": "Import path breakage vs Gemma3 config attribute error are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat failure on Qwen3.5 and an MPS histogram kernel error are unrelated." + "reason": "Streaming chat/completions failure and MPS int histogram error are different issues." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing failure is not the same as the MPS Int histogram error." + "reason": "Different model families and unrelated runtime failures." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve runtime math issues, but grouped_mm tracing and autocast dtype mismatch are different bugs." + "reason": "Torch dynamo grouped_mm tracing error is not the same as an autocast dtype mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template-node compile error are different subsystems and symptoms." + "reason": "Processor failure for Voxtral is not the same as a template-node compilation error." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method and YOLO multi-GPU device_map failure are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to YOLO multi-GPU mapping." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "lm_head tying bug in Mistral3 and a corrupted Ovis2 checkpoint are not the same issue." + "reason": "Weight tying bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram_mps not implemented are unrelated backend bugs." + "reason": "Both mention mixed precision / runtime issues, but they affect different models and code paths." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn2 fallback logic and remote-code model_class/config_class handling are different code paths." + "reason": "Flash-attn fallback gating and remote-code config_class errors are different bugs." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are 5.0 config regressions, but missing pad_token_idx and broken PretrainedConfig pydantic field are distinct bugs." + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig field breakage are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the mask/tensor shape mismatch is not the same as the zero-size index error under ZeRO-3." + "reason": "Both involve indexing errors, but the model/setup and trace details differ too much to treat as the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/Transformers incompatibility and Gemma4 device placement mismatch are separate issues." + "reason": "Torch/version incompatibility and Gemma4 device mismatch are distinct problems." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes _is_hf_initialized incompatibility and Sam3 bf16 compilation regression are unrelated." + "reason": "bitsandbytes init argument incompatibility is unrelated to a Sam3 compilation regression." + }, + { + "left": "issue:45464", + "right": "issue:47470", + "accept": false, + "reason": "Streaming API failure and ESMFold fp16 casting error are unrelated." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and Sam3 bf16 compilation regression do not share the same failure path." + "reason": "Mistral image dtype mismatch and Sam3 bf16 regression are different code paths." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Similar index/shape wording, but the generic mask mismatch and Qwen3.5 embedding unpacking under TRL are different bugs." - }, - { - "left": "issue:43828", - "right": "issue:45464", - "accept": false, - "reason": "Autocast dtype mismatch is not the same as a Qwen3.5 streaming inference/API failure." + "reason": "Both are Qwen3.5-related, but one is a mask shape mismatch and the other is an SFT embedding unpacking failure." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and gpt-oss GGUF architecture support are unrelated." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are unrelated." }, { - "left": "issue:43366", + "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming chat failure are not the same bug." + "reason": "Different models and different failure modes; only the presence of dtype-related wording overlaps." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights and a pydantic PretrainedConfig field break are different regressions." + "reason": "init_empty_weights/_is_hf_initialized breakage and pydantic field breakage are not the same issue." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and PretrainedConfig pydantic issues are unrelated." + "reason": "Qwen3-MoE sliding_window issue and pydantic PretrainedConfig breakage are unrelated." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device_map failure and Sam3 bf16 compilation regression are different problems." + "reason": "YOLO device-map failure and Sam3 bf16 regression have no shared concrete bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 quantization OOM from reserved memory and tied-weights translation-model issues are not the same bug." + "reason": "Int4 OOM regression and tied-weights translation model issues are distinct." }, { - "left": "issue:45507", - "right": "issue:47228", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "GraniteMoEHybrid invalid method and Sam3 bf16 compilation regression do not match." + "reason": "Remote-code model breakage and torch/version incompatibility are too broad and not the same concrete failure." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:45507", + "right": "issue:47228", "accept": false, - "reason": "Broad remote_code breakage and a specific torch 2.4.1/Transformers 5.8.0 incompatibility are related only at a very high level, not the same concrete issue." + "reason": "GraniteMoEHybrid invalid method vs Sam3 compilation regression are unrelated." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch and Qwen3.5 video token/feature mismatch are different multimodal failures." + "reason": "Image-preprocessor dtype mismatch and video token/template mismatch are different multimodal bugs." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen video-input regressions, but the affected models and concrete failure modes differ." + "reason": "Video input regression across Qwen variants is not the same as chat template video-feature mismatch for a specific model." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-shape mismatch and ZeRO-3 zero-size index error are distinct IndexError classes." - }, - { - "left": "issue:39921", - "right": "issue:46869", - "accept": false, - "reason": "Gemma3N special-token projection error and YOLO multi-GPU device mapping are unrelated." + "reason": "Both are index errors with ZeRO-3, but they occur in different models and likely different failure points." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Siglip2 quality regression and Siglip2 nonsensical AutoModel/pipeline output may be related in theme, but the concrete bug is not clearly the same." + "reason": "Both are about Siglip2 quality, but one reports worse embeddings while the other reports nonsensical AutoModel/pipeline output; not enough to treat as one bug." }, { - "left": "issue:45759", - "right": "issue:45902", + "left": "issue:39921", + "right": "issue:46869", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are different code paths." + "reason": "Gemma3N special-token projection error and YOLO device-map issues are unrelated." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 fallback issue and remote-code config_class AttributeError are unrelated." + "reason": "Flash Attention 2 installation/fallback issue and remote-code config_class attribute error are separate bugs." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Qwen multimodal config unwrapping and uninitialized rotary embedding memory are different defects." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 BertModel index error and resume-training with local remote-code model are different failures." + "reason": "ZeRO-3/BertModel indexing failure and resume-training remote-code issue do not match." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking in TRL are separate bugs." + "reason": "FSDP 2-D weight requirement and Qwen3.5 SFT embedding unpacking are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." - }, - { - "left": "issue:39921", - "right": "issue:45507", - "accept": false, - "reason": "Gemma3N special-token projection and GraniteMoEHybrid invalid method are not the same change or bug." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "gpt-oss perplexity anomaly and GLM5 are unrelated issues." + "reason": "Jupyter custom-model initialization regression and flash-attn fallback gating are not the same code-path problem." } ] }, @@ -1298,19 +1272,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:35308", "issue:36331", "issue:38175", - "issue:39186", "issue:39692", "issue:39921", + "issue:40990", "issue:41762", "issue:42915", "issue:43054", "issue:43404", - "issue:43493", "issue:43644", "issue:43828", "issue:43872", @@ -1326,11 +1299,12 @@ "issue:44589", "issue:44863", "issue:44910", - "issue:44918", "issue:44928", + "issue:44960", "issue:45005", "issue:45183", "issue:45399", + "issue:45507", "issue:45632", "issue:45698", "issue:45701", @@ -1350,10 +1324,11 @@ "issue:47333" ], "soft_pairs": [ + "issue:40990|issue:44960", + "issue:39921|issue:45507", "issue:42915|issue:45399", "issue:43404|issue:45005", "issue:45632|issue:45698", - "issue:39186|issue:44918", "issue:43873|issue:45005", "issue:44360|issue:44512", "issue:35308|issue:36331", @@ -1371,237 +1346,236 @@ "issue:43644|issue:43950", "issue:46032|issue:47246", "issue:43872|issue:44589", - "issue:45920|issue:46489", "issue:43054|issue:45701", + "issue:45920|issue:46489", "issue:46899|issue:46932", "issue:47332|issue:47333", "issue:38175|issue:43054", "issue:43828|issue:44928", "issue:45987|issue:46858", "issue:43950|issue:45902", - "issue:44910|issue:45859", - "issue:43054|issue:43493" + "issue:44910|issue:45859" ], - "prepared_review_unit_hash": "2e64fbcd869b23d9278f526ea24b2f23f04e237c1f608af415181dd81be96ea2", + "prepared_review_unit_hash": "a39a66edad320dab61b8af405ce6c5d2c3fe6320a5c874033ce65f069d912326", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37309, - "estimated_input_tokens": 9328, - "estimated_eval_tokens": 18912 + "serialized_chars": 37240, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous set, with a few true duplicate subclusters: non-persistent-buffer corruption in v5, input-validation error messaging, cache-length contract violations, Gemma4 quantized embedder dtype casting, Mamba2-family recurrence bugs, and disk-offloaded Qwen3 save failures. The rest are related only at a broad subsystem level and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "43950 is the best anchor: it states the broad v5 non-persistent-buffer corruption regression and best subsumes the closer follow-ups in this batch.", + "summary": "Mostly a heterogeneous issue cluster, but a few true duplicate groups stand out: the non-persistent buffer regression, the static-cache seq-length tensor regression, Gemma4 quantized embedder dtype casting, and the disk-offloaded Qwen3 save failure. Most other pairs share a subsystem or theme but not the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43950 is the clearest anchor: it describes the non-persistent-buffer regression precisely, is broad enough to subsume close duplicates, and matches the same underlying bug reported in 43644 and 44534.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the most representative issue overall because it has the clearest root-cause framing and the broadest duplicate coverage among the accepted pairs.", + "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it is specific, regression-focused, and central to the clearest duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different failures: GPT-OSS perplexity regression vs a GLM5 model report; no indication of the same bug." + }, + { + "left": "issue:39921", + "right": "issue:45507", + "accept": false, + "reason": "Both are model-specific bugs, but the symptoms and code paths differ (Gemma3N token/projection issue vs GraniteMoEHybrid invalid method)." + }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different bugs: one is a FineGrainedFP8Config failure, the other is a flash-attn2 fallback gating issue." + "reason": "Quantization failure in Qwen3Moe vs flash-attn fallback gating; related area, but not the same concrete problem." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Related to tied weights, but the model families and concrete failure modes differ too much to treat as the same bug." + "reason": "Both mention tied weights, but one is a single model's lm_head tying bug and the other is a broader translation-model v5 issue; not clearly the same defect." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision and the other is wrong module selection after save_pretrained." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "FSDP 2-D weight shape and TRL embedding unpacking are different code paths and symptoms." + "reason": "Both involve loading custom modules, but one is a trust_remote_code leaf-dir cache collision and the other is wrong module selection after save_pretrained; too different." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same as tied-weight regression." + "reason": "Quantization/offloading behavior vs tied-weights behavior; same broad area, different bug." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and a removed docs command are unrelated." + "reason": "A discussion about DSA indexing vs docs mentioning a removed run command; unrelated." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "IterableDataset multi-GPU crash is unrelated to the custom compute_loss signature break." + "reason": "Multi-GPU IterableDataset crash vs custom compute_loss signature breakage; unrelated training issues." }, { "left": "issue:35308", "right": "issue:39921", "accept": false, - "reason": "No shared underlying failure; training crash vs Gemma3N projection/tokenizer error." + "reason": "Different model/training problems with no shared code-path bug." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Just a typo vs a docs/regression issue." + "reason": "A typo in cache strategies vs a docs command removal; not duplicates." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied weights." + "reason": "PagedAttentionCache linear_attention crash vs tied-weights regression; different bugs." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization regression and NVFP4 runtime error are different problems." + "reason": "Both are tokenizer/model-output issues, but the models and failure modes differ materially." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "46463 looks like the T5-specific manifestation of the broader XOR validation/error-message bug described in 45183." + "accept": false, + "reason": "General input validation/XOR error-message bug vs T5 decoder-input validation message; similar class, but not the same concrete issue." }, { "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Unrelated training-distribution crash vs FP8 configuration failure." + "reason": "Training dataloader crash vs quantization failure; unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Model loading failure is not the same as tied-weight translation-model regression." + "reason": "NemotronH checkpoint loading vs tied weights in translation models; unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs example errors are unrelated to SigLIP2 embedding quality/discrepancy reports." + "reason": "SigLIP2 docs/quantization errors vs text embedding quality regression; same model family only." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is a near-duplicate symptom report." + "reason": "Same underlying regression: v5 corrupts non-persistent buffers after load/materialization." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but on different models and different failure modes." + "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder v1 output and the other is CodeLlama leading-space round-trip; not the same bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API signature break vs DeepSpeed ZeRO-3 loading failure are unrelated." + "reason": "CustomTrainer kwarg breakage vs Gemma3 ZeRO-3 loading IndexError; unrelated." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same non-persistent-buffer junk/corruption regression in transformers 5.x." + "reason": "Exact same non-persistent-buffer junk regression, described with different wording." }, { "left": "issue:46032", "right": "issue:47246", - "accept": true, - "reason": "Both describe the same Mamba2-family recurrence/use_cache bug; 47246 is the NemotronH port that missed the earlier fix." + "accept": false, + "reason": "Both concern Mamba2-style recurrence, but one is an incorrect use_cache result and the other is a NemotronH slow-path recurrence propagation issue." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization backend incompatibilities with different exception types." + "reason": "Different bitsandbytes/storage failures with different exceptions and causes." }, { - "left": "issue:45920", - "right": "issue:46489", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer-output regressions, but they affect different tokenizers/models and are not the same bug." + "reason": "SigLIP2 text embedding quality vs tokenizer changes across versions; not the same defect." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "SigLIP2 embedding quality and version-dependent tokenization are unrelated." + "reason": "Both are tokenizer regressions, but the reported symptoms and affected model sets differ; too broad to merge." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "46932 explicitly says it is the same issue; both point to the unsafe dtype cast in Gemma4 quantized multimodal embedders." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; 46932 reads like the fix/duplicate of the same issue." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Same disk-offloaded Qwen3 save failure, just on different Qwen3 model variants." + "reason": "Same concrete offloading save failure for disk-offloaded Qwen3 variants; only the model variant differs." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Different SigLIP2 symptoms: zero probabilities vs worse text embeddings." + "reason": "Unexpected zero probabilities in SigLIP2 vs text embedding quality degradation; not the same bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch is not the same as the Qwen3.5 SDPA/NaN RLHF issue." + "reason": "Both mention dtype/precision problems, but one is an autocast mismatch and the other is a Qwen3.5 RLHF NaN/SDPA fallback issue." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same get_seq_length contract bug; 46858 is the backend-specific torch.compile manifestation." + "reason": "Same API bug: get_seq_length returns a tensor instead of an int, with different reported symptoms/backends." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same v5 non-persistent-buffer/materialization regression; 45902 is a specific buffer-level manifestation." + "accept": false, + "reason": "Both touch buffer/materialization state, but 45902 is about uninitialized rotary embedding frequency after meta->to_empty(cuda), not the non-persistent-buffer regression." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attention packed-sequence crash and CPU-offload rotary-embedding incompatibility are different defects." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": false, - "reason": "Both concern SigLIP2, but one is an embedding-quality complaint and the other is an HF-vs-JAX implementation discrepancy." + "reason": "Different Qwen3.5 offload/attention failures: flash-attention illegal memory access vs CPU-offload incompatibility." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted pairs are plausible single-bug subclusters, especially the non-persistent-buffer regression around #43950, the cache-length contract issues, the Gemma4 dtype-cast pair, the Mamba2/NemotronH recurrence bug, and the Qwen3 disk-offload save failures. The rejected pairs are generally framed narrowly enough to avoid overclaiming. No soft-edge verdict appears to overstate the evidence materially." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by strong title-level evidence (especially the non-persistent-buffer regression, the seq-length Tensor bug, the Gemma4 dtype-cast fix, and the disk-offloaded Qwen3 save failure). The rejected soft edges also look appropriately cautious, with no clear overstatement of duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -1620,7 +1594,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:24643", "issue:28530", @@ -1629,11 +1603,12 @@ "issue:42491", "issue:42915", "issue:42947", + "issue:43054", "issue:43257", "issue:43404", + "issue:43493", "issue:43643", "issue:43782", - "issue:43792", "issue:43824", "issue:43827", "issue:43828", @@ -1643,7 +1618,6 @@ "issue:43883", "issue:43950", "issue:43975", - "issue:44220", "issue:44368", "issue:44387", "issue:44403", @@ -1672,6 +1646,7 @@ "issue:46869" ], "soft_pairs": [ + "issue:43054|issue:43493", "issue:45663|issue:45902", "issue:42947|issue:44387", "issue:44403|issue:44451", @@ -1682,9 +1657,9 @@ "issue:43643|issue:45020", "issue:44991|issue:45399", "issue:42947|issue:43856", - "issue:45685|issue:45823", "issue:43824|issue:43872", "issue:45081|issue:45399", + "issue:45685|issue:45823", "issue:45020|issue:45823", "issue:43782|issue:44960", "issue:44661|issue:45020", @@ -1694,240 +1669,236 @@ "issue:43872|issue:46869", "issue:42491|issue:44368", "issue:45759|issue:46661", - "issue:41553|issue:43881", "issue:45020|issue:46661", + "issue:41553|issue:43881", "issue:45488|issue:46489", "issue:43404|issue:43950", "issue:45715|issue:46315", "issue:43827|issue:44509", "issue:43881|issue:43883", - "issue:43257|issue:45305", - "issue:43792|issue:44220" + "issue:43257|issue:45305" ], - "prepared_review_unit_hash": "926cef98dec0e51e799188fd6ee0df424eeda13aad5032f9df0346af730661ca", + "prepared_review_unit_hash": "8a1be79f27bac51fd8a726b4e2c4d40c0f14c2101cb47ca505ce5d0ec4ae3c21", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37412, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "serialized_chars": 37464, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5-era regressions around model/tokenizer loading, with only a couple of clear duplicate-like pairs. The strongest canonical issue is the broad remote-code loading regression; the only soft edges I\u2019d accept are the docs pipeline-removal pair and the Whisper/fbank feature-extraction pair.", - "confidence": 0.52, - "canonical_issue_reason": "issue:45020 is the broadest user-facing regression here, centered on remote-code model loading and general enough to sit above the more specific loading/tokenizer failures.", + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, tokenizer, training, and docs regressions grouped by broad semantic similarity rather than true duplication. I did not find any soft pair that clearly describes the same concrete bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s recurring theme: recent Transformers versions breaking model loading, especially for remote-code models.", "canonical_pr_reason": null, - "best_issue_reason": "It has the widest scope and best fits the cluster\u2019s dominant theme of v5 loading regressions.", + "best_issue_reason": "45020 best captures the most general user-facing regression pattern and could serve as the umbrella issue for nearby loading failures, even though most items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP/SigLIP2 text embeddings, but one is a quality discrepancy and the other is a JAX-vs-HF implementation mismatch; not the same bug." + }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different bugs: Gemma4 FSDP/shared_kv_states error vs Qwen3_5 MoE inv_freq materialization bug." + "reason": "Gemma4 FSDP2 KeyError from per-layer shared_kv_states is unrelated to Qwen3_5MoeTextRotaryEmbedding uninitialized memory after meta->to_empty(cuda)." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory/efficiency complaints, but they hit different mechanisms: LoRA checkpointing vs int4 reserved memory/OOM." + "reason": "Both involve memory/checkpointing concerns, but one is LoRA gradient checkpointing being ineffective and the other is int4 quantization increasing reserved CUDA memory." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; no shared concrete code path." + "reason": "Generic loading noise vs failure to load a specific model (vesteinn/ScandiBERT); different symptoms and likely different root causes." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Unrelated training/deepspeed runtime error vs early-stopping metric-selection issue." + "reason": "Training with DeepSpeed 'weight must be 2-D' is unrelated to early stopping failing to find metric_for_best_model/eval_f1." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization bug vs AMD GPU model-support failure; different subsystems." + "reason": "DeepSeek-Coder detokenization regression is unrelated to GPT-OSS-20B failing on AMD GPUs." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different DeepSpeed/Qwen problems: ZeRO-3 load crash vs FineGrainedFP8Config failure." + "reason": "Gemma3 ZeRO-3 loading index error is unrelated to Qwen3 MoE failing with FineGrainedFP8Config; different model and mechanism." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are generic loading failures, but they are model-specific and not the same bug." + "reason": "Both are loading failures, but they target different models and the reports do not indicate the same underlying defect." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code is the common theme, but one is missing fields from AutoConfig and the other is a broad loading regression umbrella." + "reason": "Missing fields from AutoConfig with trust_remote_code=True is a different failure mode than general remote-code loading breakage." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer-loading failure for a specific model vs flash-attn fallback gating; unrelated." + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to flash-attn2 fallback being blocked by other checks." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different symptoms and code paths: gradient checkpointing vs MoE training memory usage." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "MPS int histogram limitation is unrelated to Gemma4 device-mapping mismatch." + "reason": "Both are about Qwen3 MoE training performance/memory, but one is ineffective gradient checkpointing and the other is inefficient memory usage; not clearly the same bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a model class vs bitsandbytes Int8Params incompatibility; not the same bug." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to a bitsandbytes Int8Params constructor incompatibility." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback blocking; different failure points." + "reason": "Tokenizer regex crash is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram Int error in MoE is unrelated to Gemma4 PLE device mismatch under device_map='auto'." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote-code loading regressions vs Gemma4 PLE device mismatch; different concrete problems." + "reason": "Remote-code model loading regressions and Gemma4 PLE device placement mismatch are different code paths and failure modes." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only loading error vs a generic GLM5 issue title; insufficient evidence of the same bug." + "reason": "Qwen3VL weight_only error is unrelated to the generic GLM5 issue." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping-name edge case vs broad remote-code regressions; not the same concrete fix." + "reason": "add-new-model-like failing in TOKENIZER_MAPPING_NAMES is an internal model-registration bug, not the same as remote-code loading regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch vs Gemma4 PLE device mismatch; different code paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad error message for AutoTokenizer loading Voxtral vs missing all_tied_weights_keys attribute; unrelated." + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Molmo missing all_tied_weights_keys." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code loading regression umbrella vs Kimi tokenizer codec-handling regression; different tokenizer bug." + "reason": "Remote-code model breakage is not the same as the Kimi-K2.5 tokenizer regression and misleading warning." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes constructor incompatibility vs YOLO multi-GPU device-map failure; unrelated." + "reason": "bitsandbytes parameter incompatibility is unrelated to YOLO multi-GPU device_map='auto' failure." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility break across versions vs a warning about tie_word_embeddings; not the same underlying bug." + "reason": "Qwen3 MoE LoRA incompatibility across versions is broader than a warning about tie_word_embeddings in ms-swift fine-tuning." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite multimodal config unwrapping bug vs remote-code model_class config_class AttributeError; different failure modes." + "reason": "Composite Qwen 3.5/3.6 config unwrapping from_config bug is unrelated to remote-code AutoModel missing config_class." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:45020", + "right": "issue:46661", "accept": false, - "reason": "Different loading issues for different models; only superficial similarity in being model-load failures." + "reason": "Both concern model loading, but one is remote-code regressions broadly and the other is a specific AutoModel class attribute error." }, { - "left": "issue:45020", - "right": "issue:46661", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "The latter is a specific remote-code AttributeError, but not clearly the same concrete bug as the broad regression umbrella." + "reason": "Bad AutoTokenizer error for Voxtral and glm-4v-9b loading failure are different models with no shared root cause shown." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizer regressions, but they affect different DeepSeek families and appear to need separate fixes." + "reason": "DeepSeek tokenizer pre-tokenizer override bug is different from the later DeepSeek-Coder v1 detokenization regression." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying issue vs non-persistent buffer corruption; distinct model-loading bugs." + "reason": "lm_head weight tying issue in Mistral3 is unrelated to silent corruption of non-persistent buffers in from_pretrained()." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "One is skip_special_tokens per-id loop inefficiency; the other is convert_tokens_to_ids slowdown with many added tokens." + "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens skip_special_tokens overhead and the other is convert_tokens_to_ids slowdown with many added tokens." }, { "left": "issue:43827", "right": "issue:44509", - "accept": true, - "reason": "Both are the same docs cleanup for removed v5 pipeline tasks; title wording differs but the underlying change is identical." + "accept": false, + "reason": "These are closely related docs regressions about removed pipeline tasks, but they appear to be separate reports rather than the same underlying bug/change." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-specific loading failures with no shared code-path evidence." + "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are unrelated model-specific issues." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3 MoE weight conversion on accelerate+deepspeed vs gradient averaging with GAS; not the same bug." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction path; the Whisper failure and the _torch_extract_fbank_features() issue look like the same underlying bug." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to incorrect gradient averaging with GAS under DeepSpeed." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative: it identifies the cluster as a loose mix of v5-era loading/tokenizer regressions, picks a plausible broad canonical issue (issue:45020), and only accepts soft pairs where the titles strongly support a shared fix (docs pipeline removals and the Whisper/fbank audio path). I don\u2019t see an overstatement or an unsafe duplicate claim here." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1942,7 +1913,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:24643", "issue:30064", @@ -1957,9 +1928,8 @@ "issue:43531", "issue:43596", "issue:43638", - "issue:43645", - "issue:43646", "issue:43716", + "issue:43792", "issue:43824", "issue:43828", "issue:43854", @@ -1967,6 +1937,7 @@ "issue:43950", "issue:43957", "issue:44155", + "issue:44220", "issue:44479", "issue:44530", "issue:44560", @@ -1994,6 +1965,7 @@ "issue:46897" ], "soft_pairs": [ + "issue:43792|issue:44220", "issue:46894|issue:46897", "issue:36331|issue:41093", "issue:42947|issue:45923", @@ -2005,17 +1977,17 @@ "issue:43366|issue:43828", "issue:43716|issue:46468", "issue:44928|issue:45588", - "issue:43366|issue:43531", "issue:44530|issue:44863", + "issue:43366|issue:43531", "issue:43596|issue:46515", "issue:44863|issue:46402", "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:43638|issue:46515", - "issue:43716|issue:44560", "issue:45663|issue:45823", - "issue:41553|issue:44991", "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:41553|issue:44991", "issue:44155|issue:45584", "issue:43824|issue:43957", "issue:42617|issue:43366", @@ -2023,181 +1995,186 @@ "issue:44560|issue:45685", "issue:44560|issue:44918", "issue:36010|issue:42915", - "issue:44683|issue:46515", - "issue:43645|issue:43646" + "issue:44683|issue:46515" ], - "prepared_review_unit_hash": "9b6f4d1cad3e6263af6e6530352fba0b95956b9a7e46efb30934ed6282e2af0f", + "prepared_review_unit_hash": "6a48976e7765d8a36f70986f0f6f9d7bd02c4cb5fe28572346d7589cbba468da", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37079, - "estimated_input_tokens": 9270, - "estimated_eval_tokens": 18796 + "serialized_chars": 37008, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The supported duplicates are the two training-loss double-shift reports, the exact mask/tensor shape mismatch reports, and the custom-model-init regression pair. The DeepSpeed/Bert ZeRO-3 reports are not accepted here; the packet does not show a sufficiently shared underlying bug to merge them. Most other soft edges look like title-similarity false positives.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43646 is the cleanest canonical representative for the accepted custom-model-initialization regression: it states the broad Transformers 5.0.0 breakage without the notebook-specific framing in 43645.", + "summary": "This cluster is mostly heterogeneous transformer bug reports. Only a few soft pairs look like true duplicates: the Bert/DeepSpeed ZeRO-3 zero-index failure, the identical mask-shape IndexError, and the pair of training-loss double-shift reports.", + "confidence": 0.87, + "canonical_issue_reason": "No single global canonical is safe because the cluster spans many unrelated bugs; if an anchor is needed, issue 43596 is the cleanest duplicate family because 43638 is nearly the same Bert/ZeRO-3 zero-index failure.", "canonical_pr_reason": null, - "best_issue_reason": "Among the accepted issue duplicates, 43646 is the most general and concise issue to anchor the cluster.", + "best_issue_reason": "Issue 43596 is the best issue anchor among the true duplicates in this set: its pair 43638 is a near-identical DeepSpeed ZeRO-3/Bert failure with only minor wording differences.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a generic Whisper load/run failure and the other is a specific fbank helper issue; not the same bug." + }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same training-loss double-shift bug pattern across two models; strong duplicate match." + "reason": "Both describe the same training-loss double-shift bug pattern; this looks like one underlying loss-path defect across two model heads." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different failures: trainer compute_loss signature regression vs mask/tensor shape mismatch." + "reason": "Unexpected compute_loss keyword argument vs mask/tensor shape IndexError are different code paths and failure modes." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Related training features, but different bugs: LoRA checkpointing behavior vs missing model flag." + "reason": "Gradient checkpointing being ineffective and a missing supports_gradient_checkpointing flag are related only loosely; not the same concrete bug." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both involve ZeRO-3 weight loading, but the model families and failure modes differ too much to merge." + "reason": "Both are ZeRO-3 weight-loading failures, but they involve different Qwen model variants and different missing-weights patterns." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated: DeepSpeed training error vs image processor void-segmentation handling." + "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video regressions, but the concrete symptoms and code paths differ." + "reason": "Both involve video inputs, but one is a broad video regression across models and the other is a StopIteration in a specific embedding path." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading problems for different models; not the same defect." + "reason": "GLM-4.7-Flash loading in tests and NemotronH checkpoint loading are different model-specific failures." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Near-identical mask-shape mismatch IndexError; same underlying bug and code path." + "reason": "These are the same mask-vs-indexed-tensor shape mismatch IndexError, just with different concrete sizes in the message." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support request vs autocast dtype mismatch are unrelated." + "reason": "GGUF gpt-oss architecture support and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different model families and different loading/forward symptoms." + "reason": "Image preprocessor dtype mismatch for Mistral-3 and a broken Nemotron example are different bugs." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaNs from 3D position ids are unrelated to the flash-attention s_aux=None crash." - }, - { - "left": "issue:43366", - "right": "issue:43531", - "accept": false, - "reason": "Different Qwen/GGUF feature and sliding-window issues; not the same bug." + "reason": "RLHF NaN from 3D position_ids and a flash_attention crash on s_aux=None are different failure modes." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache group-type crash and NemotronH checkpoint loading are unrelated." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 and NemotronH checkpoint loading are unrelated." }, { - "left": "issue:43596", + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are different issues." + }, + { + "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Specific DeepSpeed/Bert Zero-3 index error vs a broad torch incompatibility report." + "reason": "The Bert ZeRO-3 index-out-of-bounds bug and a generic torch 2.4.1 incompatibility are not the same defect." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different checkpoint-loading failures for different model families." + "reason": "NemotronH checkpoint loading and Sam3 text-encoder weights not loading are different model-loading problems." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different Qwen rope/position-id regressions affecting different paths." + "reason": "Both are rotary/position-related, but one is a Qwen2.5-VL still-image scaling bug and the other is uninitialized memory after meta-to-empty materialization." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF support request and Float8 storage lookup failure are unrelated." + "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A specific Bert/ZeRO-3 index error is not the same as a generic torch-version incompatibility." + "reason": "The Bert/ZeRO-3 out-of-bounds bug is distinct from a version-specific torch compatibility issue." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "Different model families and different video/image processing failures." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Gemma4 PLE device mismatch are different forward-pass bugs." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError and device-map mismatch are different bugs." + "reason": "Qwen3Moe FP8 config failure and meta-device loading breakage are unrelated." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Different tokenizer-loading failures for different models/repos." + "reason": "Image dtype mismatch and Qwen3-VL video StopIteration are different bugs." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device loading regressions." + "reason": "Bad Voxtral tokenizer error messaging and a tokenizer-loading failure for est-roberta are unrelated." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription handling are unrelated." + "reason": "AudioFlamingo3 token leakage across tracks and Whisper empty-transcription handling after align_special_tokens are different defects." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Specific import error for one class vs a meta-device loading problem." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and meta-device model-loading breakage are separate problems." }, { "left": "issue:42617", @@ -2209,46 +2186,40 @@ "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is a different regression from long-OCR index errors." + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index error are different bug classes." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen video StopIteration and MPS histogram Int support are unrelated." + "reason": "Qwen3-VL video StopIteration and an MPS histogram unsupported-int error are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Qwen video input failure and TRL SFT unpacking failure affect different code paths." + "reason": "Qwen3-VL video StopIteration and TRL SFT embedding unpacking are different issues." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 config failure are unrelated." + "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and a generic torch 2.4.1 incompatibility report are not the same bug." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same custom-model-initialization regression; 43645 is the notebook-specific manifestation of 43646." + "reason": "torch>=2.9 flex_attention regression and torch 2.4.1 incompatibility are different version-specific issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The output is mostly conservative, but the summary overstates the evidence: it says the deepspeed/Bert zero-3 reports are among the 'clearest duplicates,' yet both relevant verdicts in the list are marked false. That inconsistency makes the summary insufficiently grounded in the packet. The accepted pairs that are actually supported are the two training-loss double-shift reports, the exact mask-shape mismatch reports, and the custom-model-init reports." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted soft pairs are strongly supported by the issue titles and descriptions: the two Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports, the two mask/tensor shape IndexError reports, and the two training-loss double-shift reports. The rejects are appropriately cautious and do not overclaim evidence from the packet. One accepted pair is a bit more inferential than the others, but still reasonable given the shared bug pattern language." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2264,7 +2235,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:38175", "issue:39692", @@ -2279,6 +2250,8 @@ "issue:43632", "issue:43638", "issue:43644", + "issue:43645", + "issue:43646", "issue:43720", "issue:43994", "issue:44451", @@ -2293,7 +2266,6 @@ "issue:44910", "issue:44960", "issue:44977", - "issue:44991", "issue:45030", "issue:45276", "issue:45313", @@ -2315,6 +2287,7 @@ "issue:47254" ], "soft_pairs": [ + "issue:43645|issue:43646", "issue:44910|issue:46858", "issue:43550|issue:44910", "issue:41553|issue:44488", @@ -2322,8 +2295,8 @@ "issue:42947|issue:47254", "issue:46468|issue:46869", "issue:45812|issue:46489", - "issue:44560|issue:44805", "issue:44661|issue:45823", + "issue:44560|issue:44805", "issue:44877|issue:45030", "issue:38175|issue:43994", "issue:43638|issue:44661", @@ -2344,232 +2317,231 @@ "issue:45313|issue:45357", "issue:44863|issue:46846", "issue:46459|issue:46512", - "issue:39692|issue:43994", - "issue:44488|issue:44991" + "issue:39692|issue:43994" ], - "prepared_review_unit_hash": "a7acb913d4bb5d06e282bf2c7a707234764bf44e4f44e3f2aa4a53ebb361e71c", + "prepared_review_unit_hash": "83077058083bf72c25c414c49090a66c820d28f0e7f4411f0fbd05f07487eb29", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36340, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "serialized_chars": 36911, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous with a few clear duplicate pairs. I moved the canonical issue anchor away from 44488 to the higher-discussion loading report 41553, and I downgraded the SigLIP2 pair to a non-duplicate because the evidence shows similarity but not the same root cause.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 41553 has the strongest discussion signal in the packet and is a cleaner representative of the loading/error-report subset than the more ambiguous model-specific cases.", + "summary": "This cluster is heterogeneous: it contains a few small duplicate pockets (custom model init, SigLIP2 bad outputs, Gemma4 4-bit dtype handling, non-persistent buffer corruption) plus many unrelated loading/attention/ZeRO regressions.", + "confidence": 0.84, + "canonical_issue_reason": "44534 is the cleanest anchor for the non-persistent-buffer regression and is the broader duplicate of 43644; the rest of the cluster is too mixed to justify a single universal canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41553 is the best global issue anchor here because it is the most discussion-heavy and broadly framed, even though the overall cluster still contains several unrelated model-specific bugs.", + "best_issue_reason": "44534 is the strongest single duplicate anchor in the set, but only for its own subcluster; the overall cluster does not share one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression; the notebook detail is just a context variant." + }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Different bugs: Qwen3.5 flash-attn/3D position_ids vs static-cache slice arithmetic on non-CUDA backends." + "reason": "Different failures: Qwen3.5 flash-attn misreads 3D position_ids, while 46858 is a static-cache/torch.compile non-CUDA seq-length tensor bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Same broad attention/compile area, but different models, triggers, and failure paths." + "reason": "Both are attention-related crashes, but they affect different models and appear to stem from different code paths/root causes." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but they involve different models and no evidence of the same root cause." + "reason": "Both are model-loading complaints, but they target different models and error modes; not enough evidence of one shared bug." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Device-mapping forward mismatch vs a torch-version incompatibility; unrelated symptoms." + "reason": "Device-mismatch in Gemma4 PLE forward is not the same as a broad torch 2.4.1 compatibility issue." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both mention PEFT/checkpointing, but one is ineffective checkpointing and the other is a ZeRO-3 checkpoint error." + "reason": "Related to checkpointing/PEFT, but one is ineffective gradient checkpointing and the other is a specific ZeRO-3 CheckpointError; different concrete bugs." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Different models and contexts: Nemotron example vs YOLO multi-GPU device_map loading." + "reason": "Official Nemotron example breakage and YOLO multi-GPU device_map failure are unrelated subsystems and symptoms." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely separate code paths." + "reason": "Both concern tokenizer regressions, but they affect different model families and likely different fixes." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Different failures on different inputs/models; only a vague runtime-error similarity." + "reason": "Tokenizer-mapping edge case and Gemma4 device-mismatch are unrelated." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping helper failure vs Gemma4 device mismatch during forward." + "reason": "Different model/runtime errors: Qwen3-vl video StopIteration versus a mask/index shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config/load issues, but they affect different model types and are not the same bug." + "reason": "Both mention stricter config validation, but they are separate model/config failures without evidence of one shared underlying defect." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Related SigLIP2 symptoms, but the packet does not establish the same underlying bug; similarity is only at the model/symptom level." + "accept": true, + "reason": "Same SigLIP2 model/output regression; 43994 is the broader restatement of the zero-probability symptom in 38175." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different code paths: ZeRO-3 Bert initialization vs tokenizer-mapping behavior." + "reason": "ZeRO-3 BertModel index error is unrelated to the tokenizer-mapping failure in add-new-model-like." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping helper bug vs a mask/tensor shape IndexError; not the same issue." + "reason": "Tokenizer-mapping logic and a mask/tensor shape mismatch are different bugs." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: Deepspeed Zero-3 Bert init vs tokenizer-mapping support." + "reason": "BertModel ZeRO-3 init failure is not the same as the tokenizer-mapping-name edge case." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both loading-related, but one is a Qwen3 MoE LoRA incompatibility and the other is BitNet packed-weight handling." + "reason": "LoRA/qwen3_moe hf4.x\u2192hf5.x incompatibility is not the same as BitNet packed-weight loading." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 multimodal 4-bit quantization bug: unsafe dtype handling in embedders/audio-vision paths." + "reason": "Same Gemma4 multimodal 4-bit dtype-cast bug; 46899 is the broader audio/vision description of the same failure." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 flag regression vs a Kosmos2.5 OCR index error; unrelated." + "reason": "_is_hf_initialized flag breakage and Kosmos2.5 long-OCR index error are unrelated." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen-family failures with different mechanisms: cuda assert on device mapping vs FineGrainedFP8Config." + "reason": "Both are Qwen-family issues, but one is auto device-mapping CUDA assert and the other is FineGrainedFP8Config failure; different bugs." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are memory/loading problems, but device_map offload failure and Strix Halo mmap OOM are distinct bugs." + "reason": "Dequantized device_map offload loading and mmap/OOM on Strix Halo are different code paths." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "No meaningful overlap beyond general memory/perf symptoms." + "reason": "FineGrainedFP8Config failure is unrelated to mmap/OOM behavior." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but a docs/example mismatch with quantization failure is not the same as the zero-probabilities inference bug." + "reason": "Same model family, but 39692 is a docs example/model-processor mismatch plus quantization failure, not the same runtime zero-probability bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same exact v5 regression about non-persistent buffers being filled with junk; phrasing differs, bug is the same." + "reason": "Near-verbatim duplicate about Transformers v5 filling non-persistent buffers with junk." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different topics: Qwen3 MoE LoRA portability vs Gemma4 embedding resize behavior." + "reason": "Qwen3_moe LoRA compatibility and Gemma4 resize_token_embeddings are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes; both are generation issues but not the same code-path problem." + "reason": "GLM5 and Qwen3.5 flash-attention are different models and different failures." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-loading complaints, but for different models with no evidence of the same root cause." + "reason": "Both are load failures for different BERT models, but there is no clear shared underlying defect from the titles alone." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and unrelated failures." + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Weight-loading ZeRO-3 issue vs save_pretrained visual-encoder key regression; not the same bug." + "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect save_pretrained visual encoder keys; same model family but different operations and bugs." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan errors; unrelated." + "reason": "NemotronH checkpoint loading and missing base_model_tp_plan entries are distinct problems." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype, but one is ignored dtype during checkpoint loading and the other is stale config.dtype after from_config." + "reason": "Silent dtype handling in multimodal AutoModelForCausalLM loading is not the same as from_config leaving model.config.dtype stale." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but docs-example mistakes and actual inference nonsense are not clearly the same underlying bug." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-load regressions on v5, but the affected models and failure details differ too much to merge confidently." + "reason": "The docs-example errors in 39692 are broader and different from the runtime nonsensical-output regression in 43994." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but two parts overstate evidence. First, the canonical-issue rationale for issue:44488 is not well supported: it does not have the strongest discussion signal in the packet, and its inbound references are not uniquely high compared with other candidates. Second, the accepted soft edge issue:38175 \u2194 issue:43994 is too strong for the evidence shown: both are SigLIP2-related and symptomatically similar, but the packet does not clearly establish the same underlying bug, so that should be treated more conservatively. The other accepted duplicates look more defensible." + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted soft pairs look reasonably supported by the titles (especially 43645/43646, 45672/46899, and the SigLIP2 pair), and the rejected pairs are mostly cautious rather than overstated. No PR-pair issue applies here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2585,7 +2557,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:39692", "issue:41720", @@ -2610,13 +2582,12 @@ "issue:44291", "issue:44387", "issue:44402", - "issue:44479", "issue:44488", "issue:44756", "issue:44863", - "issue:44877", "issue:44910", "issue:44960", + "issue:44991", "issue:45276", "issue:45292", "issue:45335", @@ -2637,8 +2608,9 @@ "issue:46901" ], "soft_pairs": [ - "issue:43257|issue:43854", + "issue:44488|issue:44991", "issue:43644|issue:43645", + "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42491|issue:45335", "issue:42491|issue:45292", @@ -2652,11 +2624,11 @@ "issue:43425|issue:43957", "issue:44291|issue:44756", "issue:45362|issue:45406", - "issue:41720|issue:44155", "issue:45663|issue:45759", + "issue:41720|issue:44155", "issue:39692|issue:44960", - "issue:44910|issue:45588", "issue:44402|issue:44488", + "issue:44910|issue:45588", "issue:46897|issue:46901", "issue:43873|issue:44387", "issue:43404|issue:43454", @@ -2665,223 +2637,222 @@ "issue:44155|issue:45823", "issue:43957|issue:44756", "issue:44079|issue:46829", - "issue:44863|issue:46468", - "issue:44479|issue:44877" + "issue:44863|issue:46468" ], - "prepared_review_unit_hash": "1829bac9ac2c6ebfae6a801f90bd751af13d9f650bd545555bf3016f6829ad46", + "prepared_review_unit_hash": "ac569eb0d3a53084b474dca8dc316987fbf462f3e22a7a6e459ae95efd550ba9", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36843, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "serialized_chars": 36264, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: most items are distinct model-loading, quantization, or training bugs. The only clear duplicate-style match is the Gemma4/t5gemma `resize_token_embeddings` propagation issue; everything else is too model- or code-path-specific to merge.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45276 is the strongest canonical issue among the true duplicates: it is the more detailed report of the `resize_token_embeddings` propagation bug, and issue:45335 reads like a narrower variant of the same underlying problem.", + "summary": "This cluster is mostly a mix of unrelated Transformers bug reports. I only see two true duplicate-style pairs: the resize_token_embeddings/output-embedding propagation reports, and the training-loss double-shift reports. Everything else looks like different bugs sharing only broad subsystem similarity.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45276 is the best representative issue: it describes the resize_token_embeddings propagation bug in a broader, more implementation-oriented way (embed_tokens_per_layer/output_embeddings), while 45335 is a narrower model-specific instance of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue candidate for the set: it has the most discussion/inbound references and is a broad, actively relevant quantization/offloading report, while most other items are isolated model-specific bugs.", + "best_issue_reason": "issue:45276 is the strongest global issue candidate because it is the clearest and broadest statement of one of the actual duplicate families in this cluster. It has enough specificity to anchor triage without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both are Qwen3/GLM loading failures, but one is a conversion/offload problem and the other is a specific unit-test load mismatch; different failure modes and fixes." + "reason": "Both are tokenizer loading regressions, but they describe different models and likely different failure mechanisms; not enough evidence of the same underlying bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both mention Transformers 5 regressions, but one is about junk-filled non-persistent buffers and the other about Jupyter/custom-model initialization; not the same bug." + "reason": "Both mention Transformers 5.0 regressions, but one is about non-persistent buffer junk and the other about defining custom models in notebooks. Different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Both concern loading problems, but one is Qwen3 MoE with accelerate/deepspeed and the other is GLM-4.7-Flash test loading. Different model families and symptoms." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both involve Qwen3 MoE and memory, but one is general training-memory inefficiency and the other is offloading behavior with quantization; too different to dedupe." + "reason": "Both mention memory/quantization, but one is training memory inefficiency and the other is quantization offloading not behaving as expected. Too broad to merge." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "LoRA hf4.x/hf5.x incompatibility for Qwen3 MoE is unrelated to a Gemma/T5Gemma embedding-resize bug." + "reason": "LoRA compatibility on qwen3_moe and resize_token_embeddings not updating decoder embeddings are unrelated bugs." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Version incompatibility for a Qwen3 MoE LoRA model is not the same underlying issue as `resize_token_embeddings` failing to update embeddings." + "reason": "Different underlying issues: LoRA/model compatibility versus resize_token_embeddings not propagating to output embeddings." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "One is broken `extra_state` save/load handling, the other is `init_empty_weights` rejecting an unexpected `_is_hf_initialized` argument; different code paths." + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are separate loading/saving bugs." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training inefficiency in Qwen3 MoE and the other is int4 quantization increasing reserved CUDA memory/OOM; not the same fix." + "reason": "Both are memory-related under quantization, but one is training inefficiency and the other is increased reserved memory/OOM in int4. Not the same concrete bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL loading problems, but one is a unit-test/model-loading failure and the other is a weight-shape mismatch for a specific checkpoint." + "reason": "Both are model loading errors, but they concern different models and different failure modes (shape mismatch vs unit-test loading)." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both affect Granite-related tokenization, but one is a pre-tokenizer override regression and the other is incorrect token IDs; related subsystem, different bug." + "reason": "Both are tokenizer regressions, but one is LlamaTokenizer overriding pre-tokenizer behavior and the other is wrong token IDs for Granite. Different mechanisms." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 is too vague to match the specific sinq save/load breakage; no evidence they are the same underlying issue." + "reason": "GLM5 as a general loading issue and sinq quantized save/load breakage are not the same bug." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume step calculation and optimizer SGD args being ignored are unrelated." + "reason": "Trainer resume/max_steps logic and optimizer SGD args not being used are unrelated." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both report `resize_token_embeddings` failing to propagate to model-specific embeddings; the second is a narrower manifestation of the same bug pattern." + "reason": "Same underlying bug pattern: resize_token_embeddings does not propagate updated embeddings to the model's output/decoder embeddings. 45335 is a model-specific manifestation of 45276." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility is not the same as meta-device loading failures on Transformers 5." + "reason": "Torch 2.10 incompatibility and meta-device loading failures are different regression classes." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and disabling mmap on Strix Halo are unrelated issues." + "reason": "Unexpected _is_hf_initialized argument and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crashes and Gemma4Processor missing `_tokenizer` are different model/processor bugs." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different bugs." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "A800 `cudaErrorAssert` with Qwen3 auto device mapping is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and unwrapping text_config for Qwen multimodal configs are separate code-path issues." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "FSDP2 `shared_kv_states` rebuilding and `AutoModelForCausalLM.from_config` not unwrapping `text_config` are different composite-model issues." + "reason": "cudaErrorAssert on A800 for Qwen3 and AudioFlamingo3 batched inference token leakage are unrelated." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 documentation/example errors are unrelated to GLM5 loading behavior." + "reason": "SigLIP2 docs/quantization example errors and GLM5 loading issues do not describe the same bug." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Both crash in flash-attention contexts, but one is a packed-sequence misinterpretation from 3D `position_ids` and the other is an `s_aux=None` sink-less-model error." + "reason": "Tokenizer vocab mismatch for one model and tokenizer loading failure for another are only loosely related; not the same underlying defect." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "A tokenizer vocab-size mismatch for one model is not the same as a broader `cjvt/sleng-bert` loading failure." + "reason": "Flash Attention illegal-memory-access from 3D position_ids and s_aux=None AttributeError are distinct flash_attention failures." }, { "left": "issue:46897", "right": "issue:46901", - "accept": false, - "reason": "Both describe a double-shift training-loss pattern, but they are different model implementations and there is no evidence of one shared code path or one mergeable fix." + "accept": true, + "reason": "Same training-loss double-shift bug: both report labels being shifted incorrectly in model loss computation, just on different model families." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization and memory, but one is offloading behavior and the other is increased reserved memory under int4 quantization; not the same bug." + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is increased reserved memory/OOM. Not the same fix." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied `lm_head` weights, but they are separate model families and likely separate tie-weight implementations." + "reason": "Both are lm_head tying issues, but in different model implementations with different affected call sites. Similar symptom, not clearly one bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing ineffectiveness with PEFT LoRA is unrelated to an apex RMSNorm memory leak." + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma-4 FSDP2 key errors and Qwen3.5-MoE CPU-offload incompatibility are distinct issues." + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 rotary embedding CPU-offload incompatibility are different bugs." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 PLE device mismatch are different bugs in different model paths." + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are unrelated." + "reason": "Meta-device loading breakage and mmap OOM are different loading/memory problems." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "`ModelOutput` key assignment and VideoPrism hidden-state field wiring are different output-structure bugs." + "reason": "ModelOutput key assignment and VideoPrism hidden_states misassignment are different output-struct bugs." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading failure and the official Nemotron example being broken are related only by model family, not the same concrete issue." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Video-input regression for Qwen VL models and strict config blocking `granite_speech` loading are separate bugs." + "reason": "NemotronH checkpoint-loading failure and the broken official Nemotron example are too broad to treat as the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The best-issue choice is supported by discussion/inbound counts, and the only accepted soft-edge pair (issue:45276 vs issue:45335) is a plausible same-bug duplicate within the resize_token_embeddings propagation family. The remaining pairs are reasonably rejected as model- or code-path-specific rather than clearly mergeable duplicates." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted duplicate-style pairs are supported by the titles, and the rejected pairs are generally treated cautiously rather than overstated. The only mild concern is that some other high-similarity pairs could also plausibly relate, but the analyst did not overclaim beyond the evidence shown here." }, "evaluator_used": true, "retried": false, @@ -2900,7 +2871,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:36010", "issue:39404", @@ -2927,6 +2898,7 @@ "issue:44683", "issue:44756", "issue:44805", + "issue:44877", "issue:44912", "issue:44928", "issue:45084", @@ -2948,32 +2920,32 @@ "issue:46894", "issue:46901", "issue:47228", - "issue:47332", - "issue:47448" + "issue:47332" ], "soft_pairs": [ + "issue:44479|issue:44877", "issue:43335|issue:45663", - "issue:39921|issue:43425", "issue:44387|issue:44756", + "issue:39921|issue:43425", "issue:44292|issue:44912", "issue:36010|issue:39404", "issue:45276|issue:45292", "issue:44164|issue:44756", "issue:43957|issue:47332", - "issue:43381|issue:44928", "issue:45588|issue:45663", + "issue:43381|issue:44928", + "issue:42796|issue:46326", "issue:43645|issue:44164", "issue:43425|issue:47228", - "issue:42796|issue:46326", "issue:44589|issue:44756", - "issue:43425|issue:43828", "issue:45292|issue:45335", + "issue:43425|issue:43828", "issue:43854|issue:45216", - "issue:43646|issue:43708", "issue:44402|issue:44451", + "issue:43646|issue:43708", "issue:45684|issue:45698", - "issue:43425|issue:46869", "issue:46894|issue:46901", + "issue:43425|issue:46869", "issue:44530|issue:45084", "issue:45812|issue:46315", "issue:46315|issue:46491", @@ -2981,233 +2953,232 @@ "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:44479|issue:44805", - "issue:44589|issue:45084", - "issue:45823|issue:47448" + "issue:44589|issue:45084" ], - "prepared_review_unit_hash": "429467ae9ec251cbd2abb8c2471f6468434ae86de09d43cec1be92e655b70753", + "prepared_review_unit_hash": "18db156c6faa327dc38ec1a034642be8506cd4638ca84a2b479fb44290569c24", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36976, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "serialized_chars": 36999, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are false positives across unrelated model-, tokenizer-, or runtime-specific regressions. The only clear duplicate cluster is the resize_token_embeddings bug: issue 45292 is the generic report, while 45276 and 45335 are model-specific manifestations.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45292 most cleanly states the shared underlying regression: `resize_token_embeddings` fails to propagate updates to output embeddings. It is the broadest representative of the accepted duplicate cluster.", + "summary": "Mostly unrelated issue set. The Gemma4 resize_token_embeddings pair (45276/45292) is the closest duplicate-like candidate, but the packet only shows title similarity and explicitly marks the soft edge as non-deterministic, so it should be treated as plausible rather than definite.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45292 is the best anchor for the small resize_token_embeddings cluster because it states the broader output_embeddings symptom; issue:45276 looks like a Gemma4-specific variant, but the evidence shown here is only title-level and not enough to call it a confirmed duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best issue candidate because it describes the core bug generically, without narrowing it to one architecture, while the other accepted issues are specific instances of the same failure mode.", + "best_issue_reason": "issue:45292 is the strongest representative of the resize_token_embeddings/output_embeddings reports, but only as the most generic and reusable issue anchor, not as a proven duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Different models and different failures: sparse-layer construction vs Gemma4 FSDP attention state rebuilding." + "reason": "Both are runtime failures, but they point to different concrete bugs and there is no evidence of a shared code path." }, { - "left": "issue:39921", - "right": "issue:43425", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Special-token projection error in Gemma3N is unrelated to a Torch 2.10 compatibility issue." + "reason": "Sparse-layer config creation and Gemma4 FSDP shared_kv_states are unrelated implementations and failures." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth vs disabling mmap on Strix Halo." + "reason": "Both mention OOM, but the likely causes differ: int4 quantization memory growth versus mmap behavior on Strix Halo." + }, + { + "left": "issue:39921", + "right": "issue:43425", + "accept": false, + "reason": "Gemma3N token projection error and Torch 2.10 incompatibility are different failure modes." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization paths and symptoms (`NVFP4` run failure vs `MXFP4` fallback to bf16) on different models." + "reason": "Different models and different quantization/loading problems; not the same underlying bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." }, { "left": "issue:45276", "right": "issue:45292", - "accept": true, - "reason": "Same underlying `resize_token_embeddings` propagation bug; 45276 is a Gemma4-specific manifestation of the generic output-embedding issue in 45292." + "accept": false, + "reason": "These are the closest pair, but the packet only shows similar titles; without body evidence, it is not safe to treat them as a definite duplicate." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` serialization failure and mmap-induced OOM are different save/load problems." + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM do not share a code path." }, { "left": "issue:43957", "right": "issue:47332", "accept": false, - "reason": "Meta-device loading regressions and disk-offloaded save failures are different code paths." + "reason": "Meta-device loading failures and disk-offloaded model saving are different lifecycle bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less s_aux handling and Gemma4 FSDP shared_kv_states are separate attention bugs." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaNs from 3D position ids and SDPA fallback." + "reason": "Eval-mode gradient checkpointing restriction and RLHF NaN from SDPA fallback are not the same issue." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Flash-attention sink-less `s_aux=None` crash is not the same bug as Gemma4 FSDP2 shared KV state rebuilding." + "reason": "Both involve tokenizers, but BPE marker handling and continue_final_message behavior are distinct." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model notebook initialization regression is different from `save/from_pretrained` extra_state handling." + "reason": "Custom model initialization in notebooks and extra_state save/load handling are different regressions." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Both mention torch/version sensitivity, but one is broad incompatibility and the other is a specific bf16 compilation regression." + "reason": "Torch 2.10 compatibility and a Sam3 bf16 compilation regression are separate problems." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` behavior are different tokenizer bugs." + "reason": "Float8 storage deserialization failure is unrelated to the Strix Halo mmap OOM fix." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:45292", + "right": "issue:45335", "accept": false, - "reason": "Float8 storage deserialization error is unrelated to the Strix Halo mmap OOM issue." + "reason": "Same general theme, but 45335 is a different model-specific embedding target and not clearly the same bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as Phi-tiny-MoE autocast dtype mismatch." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same `resize_token_embeddings` regression, with 45335 showing the decoder.embed_tokens variant of the output-embedding propagation failure." + "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading/save regressions on different models and APIs." + "reason": "Unable to load a specific GLM-4.7 checkpoint and Qwen3.5 save_pretrained regression are different issues." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Custom model initialization regression is unrelated to Trainer `resume_from_checkpoint` step \u0570\u0561\u0577\u057eculation." + "reason": "Tokenizer vocab-size mismatch for a specific model and a generic ScandiBERT load failure are not clearly the same root cause." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "The ScandiBERT load failure may be related in theme, but the titles do not establish the same special-token/vocab bug." + "reason": "Custom model initialization breakage and Trainer resume_from_checkpoint max_steps miscalculation are separate bugs." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation from `save_pretrained` is different from loading the wrong custom module after save." + "reason": "Permissions propagation from source files and loading the wrong custom module after save_pretrained are different save/load problems." }, { - "left": "issue:43425", - "right": "issue:46869", + "left": "issue:46894", + "right": "issue:46901", "accept": false, - "reason": "Torch version incompatibility and multi-GPU `device_map=\"auto\"` failure are different issues." + "reason": "They share a double-shift symptom, but the titles describe different model-specific training paths and there is no proof of one shared bug." }, { - "left": "issue:46894", - "right": "issue:46901", + "left": "issue:43425", + "right": "issue:46869", "accept": false, - "reason": "Both are training-loss shift bugs, but they are model-specific reports without enough evidence of the same code path." + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map auto failure are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache group-type failure is unrelated to the compiler error about non-template nodes." + "reason": "PagedAttentionCache invalid group type and non-template-node compilation errors are different subsystems entirely." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models and slow `convert_tokens_to_ids` are different tokenizer regressions." + "reason": "Granite token-ID regression and slow convert_tokens_to_ids are different tokenizer bugs, one correctness and one performance." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in token conversion and CodeLlama spacing round-trip bug are unrelated." + "reason": "Performance regression in convert_tokens_to_ids and CodeLlama leading-space round-trip are not the same bug." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 device-mapping mismatch are different failures." + "reason": "Compiled flex_attention on torch >=2.9 and Gemma4 PLE device mismatch are unrelated code paths." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline regression is unrelated to a general tokenization change report." + "reason": "Whisper pipeline return_language regression and tokenization changes are different issues." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base-model-prefix loading breakage and Jupyter custom-model initialization breakage are not the same concrete bug." + "reason": "Both are Transformers 5.0 breakages, but one is base_model_prefix loading and the other is custom model initialization in notebooks." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to the mask/tensor shape mismatch." + "reason": "Same broad runtime failure category, but too little evidence that the video/input bug and the mask-shape bug are the same defect." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is not the same as the compiler rejecting non-template nodes." - }, - { - "left": "issue:45823", - "right": "issue:47448", - "accept": false, - "reason": "Gemma4 device mismatch during forward is unrelated to the model-architecture recognition failure." + "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate cluster is the resize_token_embeddings/output_embeddings trio (45292 with 45276 and 45335), and the other pair rejections are appropriately cautious given only the issue titles." + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates the Gemma4 resize_token_embeddings pair. In the packet, 45276 and 45292 are title-similar, but there is no body evidence shown here, and the soft-pair signal is explicitly marked deterministic_accept=false. Calling it the \"only clear duplicate-like pair\" and accepting that edge as definite is stronger than the packet supports. A safer phrasing would be that it is the closest/most plausible duplicate candidate, not a clear match." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3222,7 +3193,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:36032", "issue:39404", @@ -3246,10 +3217,10 @@ "issue:44079", "issue:44164", "issue:44265", - "issue:44462", "issue:44488", "issue:44509", "issue:44530", + "issue:44661", "issue:44671", "issue:44683", "issue:44756", @@ -3259,21 +3230,22 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45479", "issue:45759", "issue:45823", "issue:46050", + "issue:46285", "issue:46326", - "issue:46489", + "issue:46402", "issue:46665", "issue:46821", - "issue:46894", "issue:46899", "issue:47050", "issue:47331", - "issue:47333" + "issue:47333", + "issue:47448" ], "soft_pairs": [ + "issue:45823|issue:47448", "issue:44164|issue:45759", "issue:43994|issue:44079", "issue:40990|issue:47331", @@ -3281,8 +3253,8 @@ "issue:36032|issue:43452", "issue:39404|issue:46665", "issue:43901|issue:44509", - "issue:44991|issue:45081", "issue:46050|issue:46326", + "issue:44991|issue:45081", "issue:44671|issue:44991", "issue:43906|issue:46326", "issue:43906|issue:44530", @@ -3301,218 +3273,224 @@ "issue:42796|issue:43404", "issue:43746|issue:47331", "issue:43611|issue:43644", + "issue:46285|issue:46402", "issue:43541|issue:45084", - "issue:44462|issue:46489", - "issue:45479|issue:46894" + "issue:44661|issue:44683" ], - "prepared_review_unit_hash": "9b9466877ed34d99778f64017fa125a23da06153b4fa67f42c0ce524617622a3", + "prepared_review_unit_hash": "3650fb79f1c0740e81b97f5054d1fc304fefadaef1ca84a519e450945d988d85", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37001, - "estimated_input_tokens": 9251, - "estimated_eval_tokens": 18758 + "soft_pair_count": 31, + "serialized_chars": 37235, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly heterogeneous: many items are Transformers v5 regressions, but they span different code paths (tokenizer loading, model loading, quantization, docs, generation, export, and model outputs). The only clearly close pairings are still not strong enough to treat as duplicates.", - "confidence": 0.33, - "canonical_issue_reason": "issue:43611 is the broadest and most central v5 loading-regression report in the set; it best matches the cluster\u2019s recurring theme of model/tokenizer loading breakage, even though the overall cluster is not a clean duplicate set.", + "summary": "Mostly a loose set of Transformers-related issue reports, many centered on v5 regressions and model/tokenizer loading. None of the soft pairs look like true duplicates; they usually share only a broad subsystem or model family.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43611 is the broadest, most central v5 regression here: a general model-loading compatibility break around `base_model_prefix`. It best represents the recurring theme without being overly model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single representative anchor for triage because it describes a concrete, high-level loading failure in Transformers v5 and is closer to the shared pattern than the more niche reports.", + "best_issue_reason": "issue:43611 is the best anchor for the cluster because it captures the widest shared failure mode in this set\u2014Transformers v5 loading regressions\u2014more cleanly than the narrower model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45823", + "right": "issue:47448", + "accept": false, + "reason": "Gemma4 device-mapping/forward mismatch vs. Gemma4 architecture recognition; related family, different bug." + }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Different failures: extra_state save/load handling vs. from_config text_config unwrapping for multimodal Qwen configs." + "reason": "`extra_state` save/load handling vs. multimodal `text_config` unwrapping; different code paths and failure modes." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Different bug classes: wrong SIGLIP2 outputs vs. ModelOutput key assignment when a key was previously None." + "reason": "Incorrect SigLIP2 outputs vs. `ModelOutput` key assignment bug; not the same underlying issue." }, { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "Unrelated problem surfaces: perplexity evaluation anomaly vs. Metal quantization batched generate corruption." + "reason": "High perplexity on gpt-oss-20b vs. Metal batched quantized generate corruption; different models and symptoms." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Both are export/vision-related, but the concrete code paths differ: torch.export with torch_compilable_check vs. Perceiver interpolation handling." + "reason": "`torch.export` / `torch_compilable_check` failure vs. Perceiver interpolation failure; unrelated code paths." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Both involve loading, but one is a T5Tokenizer add_special_tokens conflict and the other is gguf_file resolution for AutoTokenizer/AutoModel." + "reason": "T5 tokenizer method conflict vs. `gguf_file` loading regression; both loading-related but distinct bugs." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to inconsistent from_pretrained behavior inside Python classes." + "reason": "Whisper pipeline `return_language` regression vs. generic `from_pretrained` behavior in Python classes." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they concern different removed/deprecated pipeline/task references." + "reason": "Both are docs issues, but one is about `return_all_scores` and the other about removed pipeline tasks; not the same change." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-loading bugs, but one is a repo-specific tokenizer load failure and the other is a Mistral regex patch crash in a distinct helper path." + "reason": "Quantized save/load corruption vs. `continue_final_message` handling for mistral_common tokenizers; different bugs." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Quantized save/load breakage is not the same as continue_final_message behavior for mistral_common tokenizers." + "reason": "Tokenizer load failures for different models and different tokenizer patch paths; same area, not same defect." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction regression and est-roberta tokenizer loading failure are different model behaviors and different code paths." + "reason": "CamemBERT MLM output regression vs. est-roberta tokenizer loading failure; unrelated failure modes." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction of an external issue is not the same as a Mistral tokenizer continue_final_message bug." + "reason": "A reproduction of another issue vs. a mistral_common continuation bug; no evidence of shared root cause." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Different subsystems: reproduction of a prior bug vs. PagedAttentionCache linear_attention crash on Qwen3.5." + "reason": "Reproduction issue vs. Qwen3.5 PagedAttentionCache crash; different models and code paths." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language-return behavior is unrelated to gpt-oss MXFP4 quantization fallback." + "reason": "Whisper pipeline behavior vs. MXFP4 quantization fallback for gpt-oss-20b; unrelated." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both mention multimodal dtype/device issues, but one is Gemma4 PLE device_map forwarding and the other is unsafe dtype casting in quantized embedders." + "reason": "Both involve Gemma4 multimodal behavior, but one is a device mismatch and the other is a 4-bit dtype cast issue." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to a TimesFM window_size AttributeError." + "reason": "`extra_state` persistence vs. TimesFM `window_size` AttributeError; unrelated." }, { "left": "issue:44756", "right": "issue:47333", "accept": false, - "reason": "Both are resource/offload related at a high level, but one is mmap OOM on Strix Halo and the other is disk-offloaded Qwen save failure." + "reason": "Strix Halo mmap OOM vs. disk-offload save failure; different subsystems." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel indexing failure is a different issue than compiled flex_attention failing on torch>=2.9." + "reason": "DeepSpeed ZeRO-3 zero-sized tensor error vs. compiled flex_attention regression; unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same as mmap-induced OOM on Strix Halo." + "reason": "Qwen3 MoE training memory inefficiency vs. Strix Halo mmap OOM; both memory-related but not the same bug." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "An _is_hf_initialized flag regression is unrelated to CanineModel fp16 ONNX attention dtype mismatch." + "reason": "`_is_hf_initialized` flag regression vs. ONNX dtype mismatch in Canine attention; different layers and failure modes." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but one is a specific repo not loading and the other is a different transformers>=5.1.0 regression for another model." + "reason": "Both are model-loading failures, but for different models and different loader issues." }, { "left": "issue:36032", "right": "issue:39921", "accept": false, - "reason": "T5 tokenizer method conflict and Gemma3N special-token projection error are different tokenizer/model mechanisms." + "reason": "T5 tokenizer special-token conflict vs. Gemma3N projection error when adding tokens; similar theme, different root cause." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer loading conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "T5 tokenizer load error vs. Qwen3Moe FP8 config failure; unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer load issues: repo-specific loading failure vs. Mistral regex patch crash." + "reason": "Different tokenizer/model failures: `sleng-bert` loading vs. Mistral regex patch crash." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch in image preprocessing is unrelated to a template compilation TypeError." + "reason": "Mistral-3 image-preprocessor dtype mismatch vs. template-node compilation error; unrelated." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different bugs in different model components." + "reason": "Tokenizer BPE marker handling vs. untied `lm_head` weights; different bugs." }, { "left": "issue:43746", "right": "issue:47331", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and Metal quantized batched generate corruption are unrelated." + "reason": "GraniteSpeech PEFT checkpoint loading vs. Metal batched quantization corruption; unrelated." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers; not the same code-path issue." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "Mixtral grouped_mm tracing failure is unrelated to the non-template nodes compile error." + "reason": "CLIP structure inconsistency vs. Sam3Model text encoder weights not loading; different model families and failures." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is not the same as a DeepSeek-Coder tokenizer-output regression tied to a prior fix gap." + "reason": "Mixtral dynamo tracing grouped_mm failure vs. compile-template-node TypeError; not the same problem." }, { - "left": "issue:45479", - "right": "issue:46894", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Degenerate zero-loss classification bug and training-loss double-shift bug are different model/task errors." + "reason": "`add-new-model-like` mapping bug vs. compiled flex_attention regression; unrelated." } ] }, @@ -3534,7 +3512,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:34567", "issue:36032", @@ -3555,16 +3533,15 @@ "issue:43644", "issue:43645", "issue:43646", - "issue:43792", + "issue:43746", "issue:43873", "issue:43931", "issue:44206", "issue:44220", "issue:44451", + "issue:44462", "issue:44530", - "issue:44661", "issue:44671", - "issue:44683", "issue:44737", "issue:44811", "issue:44987", @@ -3575,21 +3552,22 @@ "issue:45584", "issue:45859", "issue:46178", - "issue:46285", "issue:46304", "issue:46326", - "issue:46402", - "issue:46869", + "issue:46489", + "issue:46661", + "issue:46894", "issue:46897", "issue:47013", "issue:47312", - "issue:47331" + "issue:47331", + "issue:47470" ], "soft_pairs": [ - "issue:44661|issue:44683", - "issue:46285|issue:46402", - "issue:43299|issue:43931", + "issue:45479|issue:46894", + "issue:44462|issue:46489", "issue:42915|issue:44530", + "issue:43299|issue:43931", "issue:45479|issue:46897", "issue:43873|issue:47331", "issue:44451|issue:44987", @@ -3597,237 +3575,229 @@ "issue:36032|issue:43645", "issue:44737|issue:45859", "issue:40444|issue:46326", - "issue:40990|issue:43421", "issue:34567|issue:40444", + "issue:40990|issue:43421", "issue:42175|issue:46178", - "issue:45084|issue:45507", "issue:43644|issue:43646", + "issue:45084|issue:45507", "issue:43582|issue:43632", "issue:44987|issue:44991", "issue:39404|issue:44671", "issue:44206|issue:44220", "issue:43452|issue:43482", "issue:43482|issue:47312", - "issue:43262|issue:47331", - "issue:43582|issue:47331", + "issue:47331|issue:47470", "issue:44811|issue:45584", + "issue:43262|issue:47331", "issue:43208|issue:47013", + "issue:43746|issue:46326", "issue:42915|issue:45084", - "issue:43792|issue:46869", - "issue:43317|issue:43482" + "issue:43317|issue:43482", + "issue:43645|issue:46661" ], - "prepared_review_unit_hash": "a66139a311f53acac9a40be05a5978338903526336d9fb12ba7d66651eb552ed", + "prepared_review_unit_hash": "f9d7947d15b4e48c09911af6263bc03a5acbf3e6c7573a7469b67f0e22d18eb6", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36279, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "soft_pair_count": 30, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many items are Transformers v5 regressions, but they concern different models, subsystems, and failure modes. Only the GGUF loading reports look like the same underlying bug; the rest should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the broadest representative of the v5 regression bucket, but it is still only one specific custom-model-init failure and not a safe umbrella duplicate for the whole cluster.", + "summary": "This is a loose cluster of mostly unrelated Transformers v5-era regressions across tokenizers, model loading, quantization/offload, audio, and xLSTM. From the titles alone, none of the soft pairs are clearly the same underlying bug with enough confidence to merge.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative v5 regression here: a general custom-model initialization breakage that fits the cluster\u2019s recurring load/init failures better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue because it is the most generic v5 breakage in the set, though it should not absorb the unrelated tokenizer/audio/quantization/offload reports.", + "best_issue_reason": "Issue 43646 is the best single representative of the set because it is broad, high-level, and closest to the recurring theme of Transformers v5 breaking model initialization/loading paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:45479", + "right": "issue:46894", "accept": false, - "reason": "Different code paths: tokenizer mapping/model registration vs compiled flex_attention on torch >= 2.9." + "reason": "Different bugs: one is a degenerate zero-loss classification problem, the other is an ASR training-loss double-shift regression." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Both are model-loading regressions, but for different models and different root causes." + "reason": "Both are tokenizer regressions, but one is about ignoring tokenizer.json and the other is a model-specific output regression for DeepSeek-Coder." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Qwen loading failures, but one is FP8 config handling and the other is a weight-shape mismatch for a VL model." + "reason": "Different Qwen-family failures with different symptoms: FP8 config loading vs PagedAttentionCache group-type handling." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related, but one is FineGrainedFP8Config loading and the other is a cache/group-type crash in PagedAttentionCache." + "reason": "Both involve Qwen3-VL loading, but one is a general v5 load break and the other is a weight-shape mismatch; not enough evidence of the same root cause." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Both affect training loss, but they describe different bugs in different models and should not be merged." + "reason": "A zero-loss classification issue is not the same bug as a Florence2 training-loss double-shift regression." }, { "left": "issue:43873", "right": "issue:47331", "accept": false, - "reason": "Quantization/offload problems, but one is GPU offloading behavior and the other is a Metal batched-generate corruption bug." + "reason": "Both mention quantization/offload, but they are different code paths and failures: general offload problems vs a Metal batched-generate corruption bug." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading regressions, but they target different models and don't point to the same loader bug." + "reason": "Both are loading failures, but they affect different models and do not point to the same concrete bug." }, { "left": "issue:44530", "right": "issue:46304", "accept": false, - "reason": "Unrelated failures: Qwen3.5 cache handling vs a distributed-build/PyTorch support regression." + "reason": "One is a Qwen3.5 PagedAttention cache crash; the other is a distributed-build compatibility regression. Related area, not same bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict vs custom model initialization in notebooks; not the same bug." + "reason": "Tokenizer method-name conflict vs custom-model initialization breakage in notebooks are distinct failures." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both touch device/offload behavior, but one is CPU placement in XLNet and the other is Qwen3_5Moe offload compatibility." + "reason": "Both are device/offload related, but one is an XLNet CPU allocation bug and the other is a Qwen rotary embedding CPU-offload incompatibility." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different subsystems and symptoms: multimodal dataset finetuning vs mistral_common chat-template behavior." + "reason": "Multimodal iterable-dataset failure vs mistral_common continue_final_message behavior; no shared underlying bug is evident." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Perplexity quality issue vs tokenizer post-processor update behavior; not the same underlying bug." + "reason": "Trainer token-count tracking and Qwen2.5-VL finetuning with multi-image prompts are unrelated." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Trainer metrics tracking vs multimodal IterableDataset handling; unrelated." + "reason": "A perplexity regression and a runtime special-token/post-processor update bug are different issues." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention TensorFlow backends, but one is packaging extras and the other is a missing backend mapping entry." + "reason": "Both concern backend/package availability, but one is missing TensorFlow in the torch extra and the other is an invalid BACKENDS_MAPPING entry for tensorflow_text." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Different failures: template compilation error vs an invalid method call in GraniteMoEHybrid." + "reason": "Both are v5 regressions, but non-persistent buffer junk and custom-model initialization failure are separate bugs." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization in notebooks." + "reason": "Different failures: a template compilation TypeError vs an invalid-method call in GraniteMoEHybrid." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator TypeError and _is_hf_initialized flag breakage are separate issues." + "reason": "Apple Silicon warmup TypeError and the _is_hf_initialized flag regression are not the same code-path problem." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions after v5, but they involve different models and likely different loader paths." + "reason": "Both are model/tokenizer loading regressions, but they affect different repositories and the titles do not indicate a shared root cause." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline regression vs CamemBERT masked-LM prediction bug; unrelated." + "reason": "Whisper pipeline language return and CamemBERT masked-LM prediction errors are unrelated." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Same audio area, but the titles point to different feature-extraction failures without enough evidence of one root cause." + "reason": "The first is a specific unsupported-arg regression in a feature extractor; the second is a broader fbank-feature helper issue." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both point to the same GGUF loading regression in transformers v5; the Qwen2.5 case looks like a concrete instance of the broader gguf_file breakage." + "accept": false, + "reason": "Both touch GGUF loading, but one is an AutoTokenizer/AutoModelFromPretrained path break and the other is a specific Qwen2.5-GGUF load failure." }, { "left": "issue:43482", "right": "issue:47312", "accept": false, - "reason": "GGUF loading failure and kernel version incompatibility are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:47331", - "accept": false, - "reason": "Audio chat-template sampling-rate bug vs Metal quantized batched generation corruption; different code paths." + "reason": "GGUF loading failure and kernel-version incompatibility are unrelated." }, { - "left": "issue:43582", - "right": "issue:47331", + "left": "issue:47331", + "right": "issue:47470", "accept": false, - "reason": "Allocator warmup TypeError on Apple Silicon is unrelated to the Metal quantization row-corruption bug." + "reason": "A quantized batched-generate corruption bug is unrelated to an fp16 ESMFold casting error." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one is skip_special_tokens handling in batch_decode and the other is empty-transcription failure after align_special_tokens." + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription failure after align_special_tokens are different bugs." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43262", + "right": "issue:47331", "accept": false, - "reason": "Both are xLSTM training bugs, but they describe distinct crashes and should be tracked separately." + "reason": "Audio processor chat-template sampling-rate defaults and Metal quantization corruption are unrelated." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Different subsystems and failures: Qwen3Moe FP8 loading vs template compilation." + "reason": "The xLSTM umbrella issue mentions multiple bugs; this specific train-mode unpacking crash is only one possible symptom and not clearly the same issue." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Whisper can't-run issue vs YOLO multi-GPU device-map failure; unrelated." + "reason": "PEFT-adapter checkpoint loading and continue_final_message tokenizer behavior do not share the same underlying bug." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:43645", + "right": "issue:46661", "accept": false, - "reason": "dequantized device_map offload failure vs GGUF model loading failure; different problems." + "reason": "Both are custom-model initialization/loading regressions, but one is notebook-specific and the other is a remote-code config_class error; too different to merge confidently." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the heterogeneous cluster. The only accepted soft edge, issue:43452 \u2194 issue:43482, is reasonably supported by the titles as the same GGUF-loading regression, while the other pairwise rejections avoid over-merging distinct model/subsystem bugs." - }, - "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 }, @@ -3842,7 +3812,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:28530", "issue:34567", @@ -3859,15 +3829,15 @@ "issue:43531", "issue:43540", "issue:43632", - "issue:43645", "issue:43646", "issue:43742", - "issue:43746", + "issue:43792", "issue:43819", "issue:43872", "issue:43994", "issue:44008", "issue:44062", + "issue:44220", "issue:44265", "issue:44291", "issue:44403", @@ -3878,6 +3848,7 @@ "issue:44534", "issue:44589", "issue:44610", + "issue:44683", "issue:44849", "issue:44877", "issue:44987", @@ -3886,16 +3857,14 @@ "issue:45325", "issue:45923", "issue:45987", - "issue:46326", - "issue:46661", "issue:46821", + "issue:46869", "issue:46899", "issue:47254", "issue:47448" ], "soft_pairs": [ - "issue:43746|issue:46326", - "issue:43645|issue:46661", + "issue:43792|issue:46869", "issue:44403|issue:45081", "issue:42915|issue:44291", "issue:44987|issue:45081", @@ -3904,241 +3873,242 @@ "issue:45020|issue:47448", "issue:36032|issue:43742", "issue:43377|issue:43819", - "issue:42915|issue:44589", "issue:43994|issue:44610", - "issue:44008|issue:46899", + "issue:42915|issue:44589", "issue:28530|issue:34567", + "issue:44008|issue:46899", "issue:44062|issue:44987", - "issue:44451|issue:45081", - "issue:43531|issue:44877", "issue:44265|issue:44610", - "issue:43404|issue:44466", + "issue:43531|issue:44877", + "issue:44451|issue:45081", "issue:44849|issue:45325", + "issue:43404|issue:44466", "issue:44479|issue:45325", "issue:43632|issue:46821", "issue:43322|issue:43540", "issue:43089|issue:45987", "issue:43425|issue:44403", "issue:43296|issue:43531", - "issue:45923|issue:47254", "issue:44464|issue:45987", "issue:40444|issue:45325", - "issue:43872|issue:44291" + "issue:45923|issue:47254", + "issue:43872|issue:44291", + "issue:44220|issue:44683" ], - "prepared_review_unit_hash": "206391d579b92f354bd1377993a3f836e9651aeb3751120c19ed54de8bf88587", + "prepared_review_unit_hash": "23a94b2eec32901f52c421621f9961128ff501f3f7c8ae21943b53c70837a846", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36965, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are just thematically related transformer bugs, not true duplicates. The only clear duplicate-looking pair is the `_is_hf_initialized`/`init_empty_weights` regression affecting model loading, including the bitsandbytes case.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44291 is the clearest canonical report: it describes the underlying `init_empty_weights` / `_is_hf_initialized` breakage directly, while issue:43872 is a downstream bitsandbytes-specific manifestation of the same regression.", + "summary": "Mostly heterogeneous Transformer/model-regression issues. Only one strong duplicate-like pair stands out: the `_is_hf_initialized` initialization incompatibility; the rest are only loosely related by subsystem or version.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44291 is the clearest root-cause report for the `_is_hf_initialized` loading regression and is broader than the bitsandbytes-specific manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the best cluster representative because it names the shared root cause in a general way and is not tied to one downstream library or model variant.", + "best_issue_reason": "issue:45020 is the broadest umbrella-style issue in the set for recent-version model-loading breakages, even though it is not a duplicate of most others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:46326", - "accept": false, - "reason": "Different subsystems and failures: GraniteSpeech PEFT checkpoint loading vs Mistral-common tokenizer chat-template behavior." - }, - { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "Both involve model initialization, but one is notebook/custom-model setup and the other is remote-code `config_class` lookup; not the same bug." + "reason": "Different models and failure modes: Whisper runtime failure vs YOLO multi-GPU device-map loading." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unrelated symptoms: loading-log noise vs a Mistral tokenizer regex patch crash." + "reason": "Generic loading noise and a Mistral tokenizer regex crash are different bugs." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are model-loading failures, but one is Qwen3MoE FP8 config handling and the other is `_is_hf_initialized`/`init_empty_weights`; different code paths." + "reason": "FP8 config failure vs `_is_hf_initialized` init_empty_weights incompatibility; related theme, different bug." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failures and model families; no clear shared underlying bug." + "reason": "Separate load failures affecting different model paths (remote model vs Mistral tokenizer patch)." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model init regression vs non-persistent buffer serialization junk; too different to merge." + "reason": "Custom model init breakage and non-persistent buffer corruption are not the same code-path issue." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both audio-related, but one is chat-template sampling-rate defaulting and the other is encoder padding-mask batching correctness." + "reason": "Audio chat-template sample-rate default and MIMI batching/padding-mask mismatch are distinct." }, { "left": "issue:45020", "right": "issue:47448", "accept": false, - "reason": "Generic remote-code breakage vs a specific model-architecture recognition problem; not the same concrete bug." + "reason": "Broad remote_code regressions vs a specific Gemma4 architecture-recognition failure." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer constructor conflict vs loading a specific model failing with KeyError; unrelated." + "reason": "Tokenizer special-token conflict and MobileLLM loading KeyError are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio-model bugs: batching/padding-mask mismatch vs DAC latent/forward mismatch without STE." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "Different failure modes and components; no shared code-path bug." + "reason": "Missing padding-mask support in MIMI vs DAC from_latents/STE mismatch are different audio bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both are vision-model issues, but one is wrong outputs from AutoModel/pipeline and the other is a processor size mismatch." + "reason": "Different vision issues: bad model outputs vs processor producing the wrong input resolution." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Same general Gemma family, but the bugs differ: variable-name collision in forward vs unsafe dtype casting in multimodal embedders." + "reason": "FP8 config failure vs missing Float8 storage support; same area, different root cause." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Training callback early-stopping logic vs token-count bookkeeping; unrelated." + "reason": "Early stopping metric selection and token-count tracking are unrelated trainer issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision vs Gemma4 4-bit dtype-cast regression are different multimodal bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Token constructor argument conflict vs loading a specific model with recent transformers; unrelated." + "reason": "`AddedToken` construction error is unrelated to the physical-intelligence/fast loading failure." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Both are loading failures, but for different models and different tokenizer internals." + "reason": "torch.export/torch_compilable_check failure and OmDet processor size mismatch are separate issues." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs strict config rejection for granite_speech; unrelated." + "reason": "Qwen3-MoE sliding-window bug and strict granite_speech config loading are not the same defect." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "torch.export compatibility issue vs processor/model input-size mismatch; not the same bug." + "reason": "ScandiBERT loading failure and Mistral regex patch crash differ in code path and symptom." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Both mention `lm_head.weight`, but one is missing weight tying in a model class and the other is device-dependent serialization; not the same code-path problem." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are distinct." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Different Qwen2.5/Qwen3.5 behaviors: output_hidden_states bug vs temporal position-id scaling in Qwen2.5-VL." + "reason": "Both involve `lm_head.weight`, but one is a tying bug and the other is device-dependent serialization." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Related Qwen VL area, but one is a broader video-input regression and the other is a still-image temporal position-id scaling bug." + "reason": "Video-input regression across Qwen variants vs still-image temporal-position scaling are different multimodal bugs." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Both are API regressions, but one is `_is_hf_initialized` and the other is `window_size`; unrelated." + "reason": "`_is_hf_initialized` incompatibility vs a TimesFM `window_size` attribute error are unrelated." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal models and failures: Llava Next load crash vs Qwen3OmniMoe video-processing ValueError." + "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are different model-loading/runtime failures." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead vs cache length return-type correctness; not the same bug." + "reason": "Generation sync/dispatch overhead and StaticCache return-type mismatch do not share a concrete bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version compatibility vs loading-log noise; unrelated." + "reason": "Torch version incompatibility and noisy loading output are not the same issue." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure vs Qwen3-MoE sliding-window bug; no overlap." - }, - { - "left": "issue:45923", - "right": "issue:47254", - "accept": false, - "reason": "Both mention gradient checkpointing, but one is a missing flag on a remote-code variant and the other is a checkpointing/ZeRO-3 runtime error; different issues." + "reason": "PaddleOCR-VL loading under vLLM and Qwen3-MoE sliding-window behavior are unrelated." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward vs cache-length API contract bug; not the same concrete problem." + "reason": "Compiled chunked-generation inconsistency and StaticCache seq-length contract are different regressions." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Qwen2.5-VL dataset/multi-image finetuning failure vs Qwen2.5-VL still-image temporal position IDs; different parts of the stack." + "reason": "IterableDataset multi-image video failure and Qwen2.5-VL rope scaling bug are separate multimodal issues." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing gradient-checkpointing flag and PEFT/DeepSpeed checkpoint errors are unrelated." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying regression: transformers v5\u2019s `_is_hf_initialized`/`init_empty_weights` change breaks loading, and bitsandbytes is just a downstream manifestation." + "reason": "Same root bug: `_is_hf_initialized` breaks model loading/initialization; one is a bitsandbytes manifestation, the other states the generic init_empty_weights failure." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention on torch>=2.9 are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is well grounded in the packet. The canonical representative choice of issue:44291 over issue:43872 is supported by the titles, and the one accepted soft pair is a clear shared regression around `_is_hf_initialized` / `init_empty_weights`. The remaining soft-edge rejections stay conservative and do not overclaim duplicates." + "feedback": "The summary stays grounded in the packet and the soft-edge calls are conservative. The only accepted duplicate-like pair, issue:43872 with issue:44291, is well supported by the shared `_is_hf_initialized` regression. The rest are appropriately treated as related-but-distinct bugs rather than asserted duplicates." }, "evaluator_used": true, "retried": false, @@ -4157,7 +4127,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:33666", "issue:35707", @@ -4178,15 +4148,14 @@ "issue:43792", "issue:43883", "issue:44079", - "issue:44220", "issue:44265", "issue:44291", "issue:44387", "issue:44403", + "issue:44462", "issue:44488", "issue:44534", "issue:44589", - "issue:44683", "issue:44756", "issue:44811", "issue:44991", @@ -4209,254 +4178,254 @@ "issue:47448" ], "soft_pairs": [ - "issue:44220|issue:44683", "issue:43716|issue:46899", "issue:43611|issue:44534", "issue:44991|issue:46315", "issue:44403|issue:44991", + "issue:42796|issue:43746", "issue:44291|issue:44589", - "issue:45812|issue:46491", "issue:45216|issue:45357", - "issue:42796|issue:43746", - "issue:43883|issue:44488", + "issue:45812|issue:46491", "issue:43792|issue:44589", + "issue:43883|issue:44488", "issue:33666|issue:40444", "issue:43632|issue:44756", "issue:43381|issue:45923", "issue:35707|issue:40444", "issue:40990|issue:44811", - "issue:43531|issue:44291", "issue:44079|issue:45663", "issue:42796|issue:46710", "issue:46294|issue:47448", + "issue:43531|issue:44291", "issue:41720|issue:45081", "issue:43482|issue:43525", "issue:43296|issue:46821", "issue:44387|issue:47404", "issue:42175|issue:43296", - "issue:43883|issue:44991", "issue:42175|issue:45542", + "issue:43883|issue:44991", "issue:44079|issue:44534", + "issue:44265|issue:45072", "issue:43482|issue:45538", - "issue:44265|issue:45072" + "issue:44462|issue:45812" ], - "prepared_review_unit_hash": "edc051a6b9094068099b584f217c4627e5d528052bfe8f184c6464362422aefb", + "prepared_review_unit_hash": "3bade7f55d999f8a202044a0d9bc1f00e74fcb529c00ee4be1e0126942001e1d", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36771, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "serialized_chars": 36241, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy similarity with unrelated issues, but two issue pairs look like true duplicates: Qwen3.5 save_pretrained key corruption (45216/45357) and TensorFlow backend packaging/install problems (42175/45542). No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45216 is the best canonical anchor: it is the earliest, broadest report of the Qwen3.5 save_pretrained regression, and 45357 reads like a later follow-up of the same incorrect visual-encoder key serialization bug.", + "summary": "Mostly unrelated Transformers issues; the two true soft-edge matches are the Qwen3.5 save_pretrained regression pair and the TensorFlow-backend packaging pair. I softened the Qwen3.5 linkage to \"later issue with very similar symptoms\" rather than an explicit duplicate claim.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45216 is the strongest anchor: it reports a concrete Qwen3.5 save_pretrained regression, and issue:45357 later reports very similar incorrect visual-encoder key serialization in the same path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the strongest representative issue in the cluster because it names the concrete regression, has the clearest symptom description, and matches the later duplicate report most closely.", + "best_issue_reason": "Most actionable issue in the set: a clear regression report with a later, very similar Qwen3.5 save_pretrained symptom report that reinforces the same serialization bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Both are torch-related failures, but they hit different code paths: fbank feature extraction vs compiled flex_attention on newer torch." - }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both mention dtype issues in multimodal models, but they are different models/components (Mistral-3 image preprocessing vs Gemma4 audio/vision embedders) with different failure modes." + "reason": "Both are multimodal dtype-related, but they affect different models and likely different code paths." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; not the same bug." + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer-related, but one is a load failure for a specific tokenizer while the other is a performance regression in convert_tokens_to_ids." + "reason": "Tokenizer loading failure vs tokenizer lookup slowness; same area, different bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is about noisy loading logs, the other is a tokenizer loading failure; different symptoms and fixes." + "reason": "Generic loading noise is not the same underlying tokenizer-loading failure." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Both involve Transformers v5 compatibility, but they are distinct issues: unexpected _is_hf_initialized argument vs missing Float8 storage object." + "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are unrelated bugs." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (Granite token IDs vs CodeLlama leading-space round-trip)." + "reason": "init_empty_weights argument handling and float8 storage lookup are different failure modes." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained regression: both report incorrect checkpoint serialization, with 45357 acting as a later reproduction/follow-up of the same visual-encoder key bug." + "reason": "Same Qwen3.5 save_pretrained regression; the later issue describes very similar incorrect visual-encoder key serialization in the same broken path." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated bugs." + "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama space stripping are distinct issues." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Both are model loading failures, but one is a missing all_tied_weights_keys attribute and the other is a specific tokenizer/model load issue; not the same code path." + "reason": "Whisper runtime failure and float8 storage lookup error do not share a concrete code-path bug." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Whisper run failure and Float8 storage lookup error are unrelated." + "reason": "Missing all_tied_weights_keys and a tokenizer loading failure for a specific model are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL-family training issues, but one is multi-GPU training and the other is iterable-dataset finetuning with multiple images per prompt; different failures." + "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is multi-image IterableDataset finetuning." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Transformers v5 _is_hf_initialized breakage and Strix Halo mmap OOM are unrelated." + "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are different subsystems and root causes." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Both mention gradient checkpointing, but one is eval-mode usage and the other is a missing supports_gradient_checkpointing flag; distinct issues." + "reason": "Eval-mode gradient checkpointing limitation and missing supports_gradient_checkpointing flag are not the same bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multimodal finetuning with multiple images per prompt." + "reason": "Progressive generation with cache handling is unrelated to multi-image VL finetuning failure." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "GPT-OSS perplexity regression and Whisper batch_decode special-token handling are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights _is_hf_initialized argument are separate bugs." + "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuild are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different code paths." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are different problems." + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same underlying bug." }, { "left": "issue:46294", "right": "issue:47448", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch and Gemma4 architecture recognition are unrelated." + "reason": "Video chat-template token mismatch and unrecognized Gemma4 architecture are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument errors are separate issues." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crashes are unrelated." + "reason": "CUDA assert in auto device mapping and Mistral regex patch crash are unrelated." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure in Transformers v5 and missing pad_token_id on Llama4Config are different incompatibilities." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are distinct model-specific problems." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL loading and TimesFM window_size AttributeError are unrelated." + "reason": "PaddleOCR-VL loading and TimesFM window_size attribute access are unrelated." }, { "left": "issue:44387", "right": "issue:47404", "accept": false, - "reason": "Both are OOM-related, but one is int4 quantization memory growth and the other is device_map transient allocation during conversion; different root causes." + "reason": "Both mention OOMs, but int4 reserved-memory growth and conversion-op transient OOMs have different causes." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow backend packaging and PaddleOCR-VL load failure are unrelated." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Missing all_tied_weights_keys and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Missing TensorFlow backend in torch install and PaddleOCR-VL load failure are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": true, - "reason": "Both describe the same packaging/back-end dependency problem around TensorFlow being absent or incorrectly omitted while the tf backend is partially installed." + "reason": "Same optional-dependency packaging bug: TensorFlow backend is missing/undefined after installing the torch extra." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading regression are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and non-persistent buffer junk initialization are unrelated." + "reason": "ModelOutput key handling and non-persistent buffer junk are separate regression classes." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Torch export with torch_compilable_check and bfloat16 dtype mismatch in inference are different bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "GGUF loading failure and CLIP tokenizer max-length constant are unrelated." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "torch.export failures with torch_compilable_check and dtype mismatches in bfloat16 inference are different issues." + "reason": "Ignoring repository tokenizer.json and wrong token IDs for Granite models are distinct tokenizer issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted duplicate-like pairs are well supported by the issue titles and descriptions, and the rest of the soft-edge rejections avoid overclaiming same-bug matches. No PRs are present, as stated." + "accept": false, + "feedback": "The packet supports 45216 and 45357 as closely related Qwen3.5 save_pretrained regressions, but it does not explicitly show that 45357 is a duplicate/follow-up duplicate of 45216. That part of the rationale is a bit too strong and should be softened to something like \u201clater issue with very similar symptoms.\u201d The rest of the soft-edge verdicts look conservatively framed." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4472,8 +4441,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ + "issue:34634", + "issue:35707", "issue:40444", "issue:40990", "issue:41720", @@ -4495,7 +4466,6 @@ "issue:44186", "issue:44265", "issue:44291", - "issue:44462", "issue:44466", "issue:44479", "issue:44509", @@ -4511,7 +4481,6 @@ "issue:45491", "issue:45584", "issue:45701", - "issue:45812", "issue:45823", "issue:45834", "issue:46402", @@ -4520,16 +4489,16 @@ "issue:46821", "issue:46909", "issue:47217", - "issue:47448" + "issue:47448", + "issue:47470" ], "soft_pairs": [ - "issue:44462|issue:45812", - "issue:46661|issue:47448", "issue:43317|issue:43856", "issue:45325|issue:45834", + "issue:46661|issue:47448", "issue:43611|issue:43646", - "issue:40444|issue:45381", "issue:44509|issue:46909", + "issue:40444|issue:45381", "issue:44291|issue:44877", "issue:43421|issue:44568", "issue:43644|issue:44079", @@ -4537,217 +4506,232 @@ "issue:45325|issue:45381", "issue:43994|issue:44898", "issue:40444|issue:47217", - "issue:43454|issue:44466", "issue:44661|issue:47448", + "issue:43454|issue:44466", "issue:43873|issue:45701", "issue:45325|issue:46697", "issue:43606|issue:44265", - "issue:43818|issue:45357", "issue:43818|issue:46402", - "issue:44479|issue:45823", + "issue:43818|issue:45357", "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:46821|issue:47470", "issue:43828|issue:46821", + "issue:40990|issue:45584", "issue:44829|issue:45479", "issue:41720|issue:45823", - "issue:40990|issue:45584", - "issue:44186|issue:44265" + "issue:44186|issue:44265", + "issue:34634|issue:35707", + "issue:35707|issue:41720" ], - "prepared_review_unit_hash": "211454b1344a6bc4f3f113cc048e7817156c00a3dc1be83f8f6e2940eb277ccf", + "prepared_review_unit_hash": "66290fd00a033e7fc63b3a00b02e9523a2db314a2b6bcf4a6264330804386053", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35851, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36957, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers issues: tokenizer regressions, multimodal/video position-id bugs, device-map/offload failures, model-loading regressions, and docs problems. I don't see any soft pair that is clearly the same underlying bug or change, so none should be merged as duplicates. If a single issue must represent the cluster, issue #43873 is the most active and best-documented bug report, but it is not a duplicate anchor for the others.", - "confidence": 0.95, - "canonical_issue_reason": "#43873 is the strongest triage anchor: it is open, highly discussed, has inbound references, and describes a concrete reproducible offloading/quantization failure. It is still distinct from the other issues, so this is only a representative choice, not a duplicate match.", + "summary": "The cluster is very heterogeneous: most pairs share only a broad subsystem or symptom class, not the same concrete bug. No soft edge looks safe to merge, so this should remain split into distinct issues.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43873 is the broadest representative in the set: it covers offloading/device-placement failures under quantization, which is the closest recurring theme among the more related loading/offload reports.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the most suitable issue to keep as the representative item because it has the most activity and the clearest end-user impact/repro among this otherwise heterogeneous set.", + "best_issue_reason": "issue:43873 is the best overall issue to anchor the cluster because it is open, broadly scoped, and closest to the shared loading/offload/device-mismatch theme seen in a few nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both involve AutoTokenizer/tokenization regressions, but one is about ignoring tokenizer.json from the repo while the other is about wrong token IDs for Granite models; different failures and likely different code paths." + "reason": "Different bugs: dequantized model offload/load failure vs MoE training memory inefficiency." }, { - "left": "issue:46661", - "right": "issue:47448", - "accept": false, - "reason": "Both concern loading/recognizing remote or new model architectures, but one is an AutoModel config_class AttributeError and the other is an unrecognized Gemma4 arch; distinct loader failures." - }, - { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "One is a device_map/offload load failure with quantization, the other is a training-memory issue in Qwen3 MoE; same broad area, not the same bug." + "reason": "Both are multimodal indexing problems, but they affect different models and different failure modes." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:46661", + "right": "issue:47448", "accept": false, - "reason": "Both are multimodal model bugs, but one is Qwen2.5-VL temporal position-id scaling and the other is a Kosmos2.5 OCR index error; different models and root causes." + "reason": "Remote-code model_class config_class error is unrelated to Gemma4 arch recognition." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both mention Transformers 5.0 loading regressions, but one is base_model_prefix-related loading and the other is custom model initialization; not the same concrete issue." + "reason": "Both involve v5 loading changes, but one is base_model_prefix handling and the other is custom initialization." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal regressions, but one is IterableDataset with multiple images per prompt and the other is video vision_position_ids; different input shapes and failure modes." + "reason": "Both are documentation issues only; they are different broken examples with no shared underlying bug." }, { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Both are documentation issues, but one is about removed pipeline task docs and the other is a broken DIA example; unrelated doc problems." + "reason": "Different multimodal regressions: iterable dataset with multiple images vs video vision_position_ids." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "One is init_empty_weights/_is_hf_initialized loading incompatibility, the other is strict config rejecting granite_speech; separate regressions." + "reason": "Unexpected init_empty_weights argument error and strict config loading are separate loader failures." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates in TokenizersBackend and the other is add_special_tokens behavior for a specific tokenizer; not the same bug." + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor refresh and the other is BOS/EOS insertion regression." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are different internal data-structure bugs." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated internals." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/padding-related, but one is MIMI encoder missing padding-mask support and the other is Gemma3 NaNs from mixed-length sliding-window attention; different mechanisms." + "reason": "Both mention batching/padding, but they are different models and different root causes." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video-input vision_position_ids; related theme, different defect." + "reason": "Same model family only at a high level; one is still-image RoPE scaling, the other is video position ids." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "One is a SigLIP2 AutoModel/pipeline output quality problem, the other is a Perceiver interpolate_pos_encoding failure; not the same bug." + "reason": "Different vision model behaviors and different failure mechanisms." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both involve VL image placeholder handling, but one is finetuning with multiple images per prompt and the other is failure when the placeholder appears in user text; distinct scenarios." + "reason": "Both are VL-related, but one is dataset preprocessing and the other is image-placeholder placement in user text." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:44661", + "right": "issue:47448", "accept": false, - "reason": "Both are tied-weight/lm_head-related, but one is AyaVision weight tying and the other is inconsistent lm_head serialization by device; different code paths." + "reason": "New-model registration failure is not the same as Gemma4 architecture detection." }, { - "left": "issue:44661", - "right": "issue:47448", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Both are model/arch recognition issues, but one is add-new-model-like failing inside TOKENIZER_MAPPING_NAMES and the other is Gemma4 arch detection; unrelated loader logic." + "reason": "Weight-tying/load issue for AyaVision is different from v5 serialization inconsistency in lm_head.weight." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior and tokenization changing across versions are unrelated regressions." + "reason": "Quantized offloading/device placement and tokenization-version differences are unrelated." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL position-id scaling and Swin2SR over-padding are unrelated preprocessing/model bugs." + "reason": "RoPE index scaling bug is unrelated to image preprocessor over-padding." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for bark-small and torch.export failures with torch_compilable_check are separate backend issues." + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are separate code paths." }, { "left": "issue:43818", - "right": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained visual-key regression are different model-specific problems." + "reason": "Video-tower construction issue is unrelated to Sam3 text encoder loading." }, { "left": "issue:43818", - "right": "issue:46402", + "right": "issue:45357", + "accept": false, + "reason": "Missing temporal attention/weight sharing is not the same as incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Video-LLaVA architecture/weights issue and Sam3Model text encoder weight loading are unrelated." + "reason": "Tokenizer BPE marker handling and video position ids are unrelated." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are device/version regressions in multimodal models, but one is Qwen2.5-VL video input and the other is Gemma4 PLE device mismatch; not the same concrete failure." + "reason": "Different regressions: Qwen VL video-input handling vs Gemma4 PLE device mismatch." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:46821", + "right": "issue:47470", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video vision_position_ids are unrelated bugs." + "reason": "TimesFM window_size attribute error and ESMFold fp16 casting error are unrelated." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are completely different issues." + "reason": "Autocast dtype mismatch and window_size AttributeError do not share a code path." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity evaluation issue and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both describe degenerate training outcomes, but one is tied to flash_attention_3 and the other to single_label_classification with num_labels=1; separate causes." + "reason": "Both are degenerate training/loss reports, but the triggers and affected models differ." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device_map='auto' failures, but one is a cudaErrorAssert on A800 for Qwen3 and the other is a device mismatch in Gemma4 PLE; distinct bugs." + "reason": "CUDA assert on Qwen3 auto device map and Gemma4 PLE device mismatch are different model/device issues." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure after align_special_tokens are unrelated model-specific issues." + "reason": "Tokenizer NER/padding crash is unrelated to torch.export failures in model export checks." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated features." + }, + { + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes and torch.export failures with torch_compilable_check are unrelated." + "reason": "Progressive generation bug and Qwen3 device-mapping CUDA assert are different failures." } ] }, @@ -4769,10 +4753,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ - "issue:34634", - "issue:35707", "issue:36331", "issue:39921", "issue:40990", @@ -4786,6 +4768,7 @@ "issue:43317", "issue:43322", "issue:43377", + "issue:43450", "issue:43454", "issue:43550", "issue:43572", @@ -4821,21 +4804,19 @@ "issue:47458" ], "soft_pairs": [ - "issue:34634|issue:35707", - "issue:35707|issue:41720", "issue:43262|issue:43746", "issue:43646|issue:47458", "issue:43606|issue:43819", - "issue:45823|issue:46821", "issue:42617|issue:42915", "issue:43454|issue:43550", + "issue:45823|issue:46821", "issue:40990|issue:42947", "issue:43257|issue:45923", "issue:43454|issue:45072", "issue:47404|issue:47405", - "issue:44568|issue:45920", "issue:43377|issue:44610", "issue:42796|issue:46209", + "issue:44568|issue:45920", "issue:36331|issue:42617", "issue:36331|issue:39921", "issue:36331|issue:42915", @@ -4844,229 +4825,224 @@ "issue:43749|issue:44534", "issue:43454|issue:43720", "issue:43317|issue:43873", - "issue:43377|issue:44898", - "issue:41720|issue:42617", - "issue:41720|issue:44977", "issue:45325|issue:46315", + "issue:41720|issue:44977", + "issue:41720|issue:42617", + "issue:43377|issue:44898", "issue:44387|issue:45704", "issue:40990|issue:45701", "issue:43322|issue:46050", - "issue:43572|issue:45759" + "issue:43572|issue:45759", + "issue:43450|issue:45701" ], - "prepared_review_unit_hash": "c013198d83dada1b4701d94bab6ec91d0eae2e44c1db06ad27badac470a462b1", + "prepared_review_unit_hash": "dff50a528d0eac83e468451fb5fa3911043392c825219d08d1862e6dc522abb8", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37116, - "estimated_input_tokens": 9279, - "estimated_eval_tokens": 18814 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36262, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports spanning tokenization, offloading, quantization, configs, and model-specific failures. I do not see any soft pair that is clearly the same underlying issue, so I reject all soft edges. There are no PRs in the set; if a single issue must anchor the cluster, the broadest/highest-activity report is 43873.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 43873 is the broadest and most active report here (offloading/quantization, open, multiple inbound refs), so it is the best cluster anchor even though the set is not a true duplicate cluster.", + "summary": "The cluster is mostly a set of unrelated Hugging Face Transformers issues that only share broad themes like v5 regressions, loading, tokenization, quantization, or device mapping. I do not see any true duplicate pair among the provided soft edges.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43873 has the widest apparent scope and strongest discussion/ref signal, making it the most plausible representative issue among otherwise distinct reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "Different subsystems and failure modes: BarkProcessor voice preset vs generation with inputs_embeds/past_key_values." - }, - { - "left": "issue:35707", - "right": "issue:41720", - "accept": false, - "reason": "Unrelated generation-cache bug vs Qwen3 device-mapping cuda assert." - }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default vs GraniteSpeech PEFT checkpoint loading; different code paths." + "reason": "Different subsystems and failure modes: audio chat templating/sample-rate defaulting vs GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:43646", "right": "issue:47458", "accept": false, - "reason": "General Transformers 5.0 custom init breakage vs GPT-2 c_proj initialization bug; not the same defect." + "reason": "Unrelated bugs: custom model initialization breaks in Transformers 5.0 vs GPT-2 c_proj weight initialization." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both involve model behavior, but one is Bark CPU offload device mismatch and the other is DAC latents/STE mismatch." - }, - { - "left": "issue:45823", - "right": "issue:46821", - "accept": false, - "reason": "Gemma4 device-mapped forward mismatch vs TimesFM window_size AttributeError; distinct components." + "reason": "Both are loading/runtime bugs, but one is CPU offload device mismatch and the other is DAC latent reconstruction/STE mismatch." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure vs Qwen3Moe FP8 config failure; no shared concrete bug." + "reason": "Completely different areas: failing to run a script vs Qwen3Moe FP8 config failure." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying bug vs Bamba torch.compile/SDPA issue; different model and root cause." + "reason": "AyaVision lm_head tying bug is not the same as Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch for Gemma4 PLE is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on gpt-oss vs gradient checkpointing ineffective with LoRA; unrelated symptoms." + "reason": "High perplexity on gpt-oss-20b is not the same bug as LoRA gradient checkpointing being ineffective." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion with accelerate+deepspeed vs missing supports_gradient_checkpointing flag; separate issues." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is a different code path from a missing supports_gradient_checkpointing flag." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision weight-tying bug vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different model families and symptoms: tied lm_head weights vs dtype mismatches in bfloat16 inference." }, { "left": "issue:47404", "right": "issue:47405", "accept": false, - "reason": "Both are loading-related, but one is OOM during conversion transients and the other is silent wrong-Auto-class conversion skip." - }, - { - "left": "issue:44568", - "right": "issue:45920", - "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS for a specific tokenizer and the other is wrong token IDs across several models." + "reason": "One is OOM during device_map loading from unbudgeted transients; the other is silent skipped conversion from model_type mismatch." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug vs OmDet-Turbo processor image-size mismatch; different modalities and fixes." + "reason": "Both mention batched behavior, but one is MIMI padding-mask consistency and the other is video processor output shape; not the same bug." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling vs FP8 inference failure on B200; no shared code path." + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete failures differ: missing BOS/EOS insertion vs incorrect token IDs across multiple models." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer loss signature regression vs parallel script execution failure; unrelated." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to a 3d_parallel.py execution failure." }, { "left": "issue:36331", "right": "issue:39921", "accept": false, - "reason": "Unexpected trainer kwarg vs Gemma3N special-token projection error; different layers of the stack." + "reason": "Different bugs: trainer API argument mismatch vs Gemma3N special-token/projection error." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API mismatch vs Qwen3Moe FP8 config failure; no overlap beyond being runtime errors." + "reason": "No overlap beyond being Transformers issues; trainer loss signature bug is unrelated to Qwen3Moe FP8 loading." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-map cuda assert vs Llava Next segmentation fault; different models and failure mechanisms." + "reason": "Distinct failures: Qwen3 auto device mapping cuda assert vs Llava Next segmentation fault on load." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading error vs tokenizer loading regression; not the same bug." + "reason": "Strict config loading for granite_speech is a different bug from tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage vs non-persistent buffers being filled with junk; both v5 regressions but distinct." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both v5 issues, but not the same code-path or fix." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying issue vs BitNet packed-weight unpacking during accelerate load; separate model-loading paths." + "reason": "AyaVision weight tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading, but one is dequantized-model loading on gpu+cpu offload and the other is broad quantized offloading behavior; too different to merge." + "reason": "Both concern offloading/quantization broadly, but one is dequantized model loading with device_map=auto and the other is generic offloading behavior with quantization." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:45325", + "right": "issue:46315", "accept": false, - "reason": "MIMI encoder padding-mask mismatch vs Perceiver non-default resolution interpolation failure; unrelated architecture and bug." + "reason": "Qwen2.5-VL rope position scaling and tokenizer convert_tokens_to_ids performance are unrelated." }, { "left": "issue:41720", - "right": "issue:42617", + "right": "issue:44977", "accept": false, - "reason": "Device-mapping assert on Qwen3 vs failing 3d_parallel.py; no common underlying defect." + "reason": "Both are Qwen-model issues, but one is device-map/CUDA assert and the other is flash-attention generation corruption." }, { "left": "issue:41720", - "right": "issue:44977", + "right": "issue:42617", "accept": false, - "reason": "Same model family only at a high level; flash-attention generation issue is not the same as auto device-map cuda assert." + "reason": "Different bugs and scopes: Qwen3 auto device mapping crash vs script execution failure." }, { - "left": "issue:45325", - "right": "issue:46315", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling bug vs slow convert_tokens_to_ids regression; different tokenizer/multimodal code paths." + "reason": "MIMI batched padding-mask inconsistency is not the same as Perceiver image classification at non-default resolution." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization memory regression vs apex FusedRMSNorm memory leak; both memory-related but not the same bug." + "reason": "Int4 quantization memory growth and T5 apex FusedRMSNorm memory leak are separate memory issues with different causes." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity regression vs version-dependent tokenization change; not enough to treat as one defect." + "reason": "Specific perplexity regression on one model is not the same as a broad tokenization-version change report." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault loading Llava Next vs quantized model save/load breakage; different symptoms and models." + "reason": "Segfault loading Llava Next and sinq save/load quantization breakage are different failure modes and code paths." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs unwrap text_config for composite Qwen multimodal configs; unrelated config issues." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug and tokenizer behavior changes are unrelated." } ] }, @@ -5088,10 +5064,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:26413", "issue:28530", + "issue:30064", "issue:33666", "issue:41553", "issue:41720", @@ -5100,7 +5077,6 @@ "issue:43295", "issue:43317", "issue:43404", - "issue:43450", "issue:43531", "issue:43550", "issue:43572", @@ -5140,10 +5116,9 @@ "issue:47404" ], "soft_pairs": [ - "issue:43450|issue:45701", "issue:41553|issue:43582", - "issue:45685|issue:46821", "issue:43873|issue:44756", + "issue:45685|issue:46821", "issue:44186|issue:45072", "issue:44466|issue:45357", "issue:43295|issue:45701", @@ -5153,13 +5128,13 @@ "issue:43550|issue:43606", "issue:43550|issue:43720", "issue:43577|issue:43708", - "issue:46821|issue:46869", "issue:44186|issue:44610", "issue:46612|issue:46858", - "issue:44008|issue:45823", - "issue:41720|issue:45161", "issue:44423|issue:45406", + "issue:41720|issue:45161", + "issue:44008|issue:45823", "issue:43646|issue:46665", + "issue:46821|issue:46869", "issue:42915|issue:43317", "issue:46897|issue:47317", "issue:44610|issue:44898", @@ -5167,204 +5142,205 @@ "issue:28530|issue:33666", "issue:43404|issue:45357", "issue:45704|issue:47404", - "issue:43531|issue:43572" + "issue:43531|issue:43572", + "issue:28530|issue:30064" ], - "prepared_review_unit_hash": "ffc211e0c6f763fb8feb9b1d991149732cf3039e3084be094cccfb913b1204cc", + "prepared_review_unit_hash": "23176a46cfe3393f530f9d4b503c77196417aba9bdda56ed147b3d3afa1fac99", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36226, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "serialized_chars": 36219, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose topical grouping, not a duplicate set: the items cover many unrelated bugs across trainer resume logic, tokenizers/processors, multimodal serving, device mapping/offload, quantization, and serialization. None of the proposed soft edges look like the same concrete underlying bug/change, so I would not merge any of them.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical duplicate stands out; the items span distinct bugs and subsystems rather than one shared underlying issue.", + "summary": "The cluster is a set of unrelated issues with only superficial topical overlap (training, loading, processors, quantization, device maps, etc.). None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43708 is the strongest standalone report: it is specific, reproducible, and describes a concrete Trainer regression in checkpoint resume/max_steps calculation.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43450", - "right": "issue:45701", - "accept": false, - "reason": "Different problems: batched video processor output shape vs version-dependent tokenization behavior." - }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Unrelated: bad AutoTokenizer error for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Different failure modes: bad tokenizer error message for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Different components and failures: MPS MoE histogram issue vs TimesFM window_size AttributeError." + "reason": "Both involve memory/offload, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo; different causes and fixes." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Both involve memory/offload, but the concrete bugs differ: quantization offload behavior vs mmap OOM on Strix Halo." + "reason": "Unrelated subsystems: MPS histogram/int error vs TimesFM window_size attribute handling." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in model inference." + "reason": "Tokenizer padding/truncation crash is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are serialization-related, but one is lm_head weight tying and the other is visual encoder key saving." + "reason": "Both concern save/serialization, but one is lm_head tying behavior and the other is incorrect visual encoder keys for Qwen3.5." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Regression around processor.tokenizer/images is not the same as generic tokenization changes across versions." + "reason": "Custom processor.tokenizer regression is not the same as version-dependent tokenization differences." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Different Trainer issues: resume_from_checkpoint epoch_iterator failure vs early stopping metric lookup/disablement." + "reason": "Trainer checkpoint resume epoch iterator bug is unrelated to early stopping metric lookup." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer loading bugs for different models and code paths." + "reason": "Both are tokenizer-loading failures, but they affect different tokenizer classes and different code paths." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Different SAM3 bugs: dummy Conv2d in pixel decoder vs text encoder weights not loading." + "reason": "Same model family, but one is a dummy Conv2d in pixel decoder and the other is missing text encoder weight loading." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different model/runtime failures: Bamba torch.compile+SDPA vs Bark CPU offload device mismatch." + "reason": "Different models and root causes: torch.compile+SDPA in Bamba vs CPU offload device mismatch in bark-small." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different concrete causes: SDPA/compile failure vs packed weights not unpacked during accelerate loading." + "reason": "Both touch loading/compiled inference, but Bamba SDPA and BitNet packed-weight unpacking are different concrete bugs." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation and Trainer checkpoint-resume max_steps are unrelated bugs." - }, - { - "left": "issue:46821", - "right": "issue:46869", - "accept": false, - "reason": "TimesFM window_size AttributeError is unrelated to YOLO multi-GPU device_map auto loading." + "reason": "Blip2 dtype propagation bug is unrelated to Trainer max_steps recalculation on checkpoint resume." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different vision/text preprocessing bugs with different root causes and affected models." + "reason": "Both are model/input preprocessing issues, but for different models and different mismatched expectations." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both concern generation/cache internals, but one is missing beam cache reorder support and the other is a device-tensor arithmetic issue in static cache prefill." + "reason": "Both concern cache behavior, but one skips beam-search reorder for specific models while the other is a static-cache slice arithmetic bug." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Different multimodal model bugs: Gemma3n forward variable collision vs Gemma4 PLE device mismatch." + "reason": "Serve crashes in multimodal models, but the missing attribute and affected processors differ; not the same bug." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Distinct parallelism/device-placement failures in different models." + "reason": "Both mention device parallelism, but one is auto device mapping on Qwen3 and the other is tensor parallelism on GPT-OSS MoE." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Both involve serve/processor paths, but one is a string-to() crash in continuous batching and the other is a missing _tokenizer attribute." + "reason": "Different Gemma models and different errors: variable name collision in forward vs device mismatch with auto device map." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Related to model loading/init, but not the same concrete bug or fix." + "reason": "Both involve model initialization/loading, but one is Transformers 5.0 custom model init breakage and the other is from_pretrained inside Python classes." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device_map auto failures." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different loading/offload failures: FineGrainedFP8Config on Qwen3Moe vs dequantized model loading with gpu+cpu offload." + "reason": "Both are loading/quantization related, but one is Qwen3Moe FP8 config failure and the other is dequantized model offload loading failure." }, { "left": "issue:46897", "right": "issue:47317", "accept": false, - "reason": "Same broad symptom category, but different models and likely different loss-shift causes." + "reason": "Both mention training loss, but there is no evidence they share the same code path or model-specific double-shift bug." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different image-size preprocessing bugs in different model families." + "reason": "Different models and different resolution mismatch implementations; same broad preprocessing theme is too weak." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FP8 model loading and kernels package version/revision import failure are unrelated." + "reason": "Quantization/model loading bug is unrelated to pipeline import failing due to kernels version/revision requirements." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping behavior is unrelated to Qwen2-VL multi-GPU training." + "reason": "Early stopping metric handling is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different weight-serialization problems affecting different model components." + "reason": "Both concern model weights, but one is tied lm_head in Mistral3 and the other is visual encoder key serialization in Qwen3.5." }, { "left": "issue:45704", "right": "issue:47404", "accept": false, - "reason": "Both are memory-related, but the causes differ: apex fused RMSNorm leak vs unbudgeted contiguous() OOM during device_map loading." + "reason": "Apex RMSNorm memory leak in T5 is unrelated to device_map loading OOM from conversion-op transients." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different issues: Qwen3-MoE sliding_window behavior vs StableLmConfig pad_token_idx regression." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Trainer early stopping logic and image processor void segmentation handling are different subsystems and bugs." } ] }, @@ -5386,9 +5362,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ - "issue:28530", "issue:29159", "issue:30064", "issue:33357", @@ -5405,8 +5380,9 @@ "issue:43531", "issue:43540", "issue:43550", + "issue:43606", "issue:43653", - "issue:43716", + "issue:43720", "issue:43746", "issue:43782", "issue:43873", @@ -5421,6 +5397,8 @@ "issue:44734", "issue:44743", "issue:44913", + "issue:45406", + "issue:45464", "issue:45479", "issue:45632", "issue:45684", @@ -5428,7 +5406,6 @@ "issue:45704", "issue:45759", "issue:46665", - "issue:46821", "issue:46858", "issue:46894", "issue:47020", @@ -5437,24 +5414,22 @@ "issue:47337" ], "soft_pairs": [ - "issue:43716|issue:46821", - "issue:28530|issue:30064", + "issue:44186|issue:44361", "issue:43441|issue:47337", "issue:43881|issue:44488", - "issue:44186|issue:44361", - "issue:44464|issue:46858", "issue:44734|issue:46858", + "issue:44464|issue:46858", "issue:30064|issue:34634", - "issue:29159|issue:36032", "issue:43452|issue:47020", + "issue:29159|issue:36032", "issue:42915|issue:43322", - "issue:44671|issue:44743", "issue:44387|issue:45701", + "issue:44671|issue:44743", "issue:43873|issue:45704", "issue:43531|issue:45759", "issue:33357|issue:35707", - "issue:45479|issue:47317", "issue:43540|issue:43782", + "issue:45479|issue:47317", "issue:43316|issue:44913", "issue:43550|issue:43653", "issue:45632|issue:45684", @@ -5462,192 +5437,194 @@ "issue:41720|issue:43746", "issue:46894|issue:47317", "issue:43257|issue:47254", - "issue:34634|issue:41720" + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "0ac861be93c45f4c824fea12ed2e172a078d8d6d85014a2755c0245f53dc316f", + "prepared_review_unit_hash": "c16cfdffdae796ac1fbdabde06fcf67e5c4b12732aa9e903e6da3d4c239c65ba", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34793, - "estimated_input_tokens": 8699, - "estimated_eval_tokens": 17654 + "serialized_chars": 35423, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose similarity cluster of mostly unrelated Transformers issues rather than true duplicates. The soft pairs share broad subsystem language (tokenizers, cache, generation, multimodal loading, quantization), but the concrete failure modes and code paths differ, so none should be merged as duplicates.", - "confidence": 0.21, - "canonical_issue_reason": "issue:43873 has the strongest triage signal in this set: it is active, has the most inbound references and discussion, and describes a concrete reproducible bug with broad user impact.", + "summary": "This cluster is largely heterogeneous: most items are distinct tokenizer, loading, inference, quantization, or API bugs, not true duplicates. The soft edges are mostly false positives. There is no strong duplicate canonical, but issue 43873 is the broadest/most active anchor if one must be chosen.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the broadest and most active item here, with the most cross-cutting runtime/offloading signal and the highest discussion/inbound activity, so it is the best weak anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most representative issue to anchor the cluster because it is well-discussed, externally referenced, and clearly scoped as a real bug report.", + "best_issue_reason": "issue:43873 best represents the cluster only in a loose sense because it is the most general and active regression among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43716", - "right": "issue:46821", - "accept": false, - "reason": "Different products and failures: image preprocessor dtype mismatch vs a window_size AttributeError. Not the same underlying bug." - }, - { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Early stopping/eval metric handling and void segmentation maps are unrelated code paths." + "reason": "Both are tokenizer crashes, but they affect different models and different failure modes; not the same bug." }, { "left": "issue:43441", "right": "issue:47337", "accept": false, - "reason": "FlashAttention failure for a specific model/version is unrelated to a flaky bbox range test failure." + "reason": "Completely unrelated: FlashAttention/model loading issue vs a flaky bbox-range test." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are loading issues, but they concern different models and likely different loader bugs; too broad to merge." + "reason": "Both are loading failures, but for different models and likely different root causes." }, { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Tokenizer crashes, but on different tokenizer classes and different trigger conditions; not the same bug." - }, - { - "left": "issue:44464", + "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache/torch.compile, but one is inconsistent chunked generation output and the other is a static-cache length tensor arithmetic bug on non-CUDA backends." + "reason": "Both involve cache/indexing arithmetic, but the concrete code paths differ enough that they do not look like the same bug." }, { - "left": "issue:44734", + "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Serving KV-cache continuation indexing bug is distinct from the device-tensor cache length arithmetic issue." + "reason": "Both mention compile/cache behavior, but one is chunked generation inconsistency and the other is static-cache device-tensor arithmetic." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing and BarkProcessor voice_preset behavior are unrelated." + "reason": "Unrelated image-segmentation preprocessing vs BarkProcessor voice preset handling." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Generic slow/fast tokenizer inconsistency is not the same as T5 tokenizer class-name conflict on load." + "reason": "Both concern model/tokenizer loading, but the specific failures and affected paths are different." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "GGUF/autoloading breakage and an XLMRoberta Unigram constructor mismatch are different tokenizer/model-init bugs." + "reason": "Tokenizer-related, but one is slow/fast inconsistency and the other is a T5 load-time method-name conflict." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next loading segfault are different model-loading paths and failures." + "reason": "Different models and different failure classes: FP8 config failure vs segmentation fault on load." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "Masked LM prediction regression in CamemBERT is unrelated to Qwen recurrent-state reset behavior." + "reason": "Quantization memory regression vs tokenization version change; not the same underlying issue." }, { - "left": "issue:44387", - "right": "issue:45701", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Quantization memory/OOM regression is not the same as a tokenization-version-change issue." + "reason": "Different model-specific generation/training behaviors; no shared concrete bug path." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading behavior and an apex FusedRMSNorm memory leak are distinct bugs." + "reason": "Offloading/quantization behavior and an Apex RMSNorm memory leak are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing text_config unwrapping in composite multimodal configs are different implementation problems." + "reason": "Both involve Qwen3-family configs, but sliding-window behavior and text_config unwrapping are different bugs." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error on a CLIP model and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Unrelated CLIP/macOS bus error vs progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:45479", - "right": "issue:47317", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Both are training-loss bugs, but one is a general single-label classification edge case and the other is PPFormulaNet-specific." + "reason": "Different Qwen3 multimodal failures with different APIs and symptoms." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:45479", + "right": "issue:47317", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe and Qwen3VL weight_only loading errors are different multimodal bugs." + "reason": "Both are training-loss bugs, but there is no evidence they share the same code path or model behavior." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload persistence." + "reason": "Separate config/serialization issues affecting different models and fields." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different subsystems: torch.compile/SDPA runtime failure vs tokenizer special-token registration." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation on save_pretrained are different filesystem issues." + "reason": "Both concern custom/local model handling, but one is cache-path collision and the other is permission propagation." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization junk and from_pretrained-in-Python-class behavior are not the same code-path problem." + "reason": "Non-persistent buffer junk vs from_pretrained behavior inside Python classes are not the same bug." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Different model families and failure modes: auto device mapping CUDA assert vs PEFT adapter checkpoint loading." }, { "left": "issue:46894", "right": "issue:47317", "accept": false, - "reason": "Both mention training loss, but the models and underlying loss computation bugs differ; same class of symptom is not enough." + "reason": "Both mention training loss, but they are model-specific and do not indicate the same underlying defect." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a PEFT/ZeRO-3 checkpoint error are different distributed-loading issues." + "reason": "Accelerate/deepspeed weight conversion and ZeRO-3 checkpointing are distinct issues." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both are serving/API failures, but on different endpoints, models, and error causes." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping cuda assert are unrelated." + "reason": "No meaningful overlap beyond being model-specific runtime bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload paths, but they are different models and different code-path problems." } ] }, @@ -5669,7 +5646,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:29159", "issue:29925", @@ -5687,7 +5664,6 @@ "issue:43606", "issue:43644", "issue:43653", - "issue:43720", "issue:43881", "issue:43883", "issue:44062", @@ -5699,14 +5675,15 @@ "issue:44610", "issue:44625", "issue:44898", + "issue:44918", + "issue:44936", "issue:44987", "issue:44991", "issue:45042", "issue:45059", "issue:45072", "issue:45357", - "issue:45406", - "issue:45464", + "issue:45685", "issue:45704", "issue:45759", "issue:45859", @@ -5717,20 +5694,19 @@ "issue:46858", "issue:47333", "issue:47405", - "issue:47448" + "issue:47448", + "issue:47470" ], "soft_pairs": [ - "issue:45406|issue:45464", - "issue:43606|issue:43720", "issue:43531|issue:46821", "issue:42490|issue:43329", - "issue:43531|issue:44589", "issue:29159|issue:29925", "issue:34567|issue:35707", - "issue:43881|issue:44991", + "issue:43531|issue:44589", "issue:44492|issue:44509", - "issue:45759|issue:45859", "issue:43606|issue:43653", + "issue:43881|issue:44991", + "issue:45759|issue:45859", "issue:43540|issue:46858", "issue:44451|issue:44991", "issue:45704|issue:47405", @@ -5739,198 +5715,200 @@ "issue:44987|issue:45042", "issue:45042|issue:47448", "issue:45923|issue:47333", - "issue:44077|issue:44625", "issue:43644|issue:46665", + "issue:44077|issue:44625", "issue:44898|issue:45072", "issue:45357|issue:46402", + "issue:45685|issue:47470", "issue:39692|issue:44610", "issue:44062|issue:44451", - "issue:30064|issue:36010" + "issue:30064|issue:36010", + "issue:44918|issue:44936" ], - "prepared_review_unit_hash": "07c20916d79d5b13e0f28a60fc71cf94a741eecf893ff0872ece51aff99fa754", + "prepared_review_unit_hash": "903bb473d1d481dd61496bff2c850cc69d44da1fabf1dd43724c0d1103d11aca", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35071, - "estimated_input_tokens": 8768, - "estimated_eval_tokens": 17792 + "serialized_chars": 35522, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of unrelated Transformers issues; every soft pair looks like thematic similarity rather than the same underlying bug/change, so no duplicates are accepted.", + "summary": "This cluster is mostly a bag of unrelated bugs with superficial title similarity. All soft pairs should be rejected; there is no true duplicate center spanning the set.", "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue emerges; the items span unrelated tokenizer, loading, multimodal, training, and docs problems.", + "canonical_issue_reason": "If a representative issue must be chosen, issue:29159 is the broadest tokenizer slow-vs-fast inconsistency report and the closest thing to a loose umbrella, but the cluster as a whole is not a real duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue; the set is too heterogeneous to represent one bug/change.", + "best_issue_reason": "issue:29159 is the least specific and most general of the items, so it is the best loose anchor, though it does not actually subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` in serve vs Qwen3.5 streaming chat/completions; different failure paths and components." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Both involve loading/offload, but one is a CPU offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." - }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and TimesFM `window_size` AttributeError are unrelated model-specific bugs." + "reason": "Both mention window_size/sliding windows, but one is a Qwen3-MoE modeling bug and the other is a TimesFM attribute error; different code paths." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to a multimodal video-token counting bug." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Sliding window handling in Qwen3-MoE is unrelated to the Float8 storage lookup error." + "reason": "Local-path import warning with trailing slash is unrelated to the multimodal video token counting undefined-variable bug." }, { "left": "issue:29159", "right": "issue:29925", "accept": false, - "reason": "General slow/fast tokenizer inconsistency is not the same as SigLIP-specific enforcement of `use_fast=True`." + "reason": "Both are tokenizer-related, but 29159 is a general slow/fast inconsistency while 29925 is specifically SigLIP not enforcing use_fast=True." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count tracking and progressive generation with `inputs_embeds`/`past_key_values` are different code paths." + "reason": "TrainerState token counter update and progressive generation with inputs_embeds/past_key_values are unrelated bugs." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "GLM-4V model loading failure and est-roberta tokenizer loading failure are distinct model-specific issues." + "reason": "Qwen3-MoE sliding_window behavior and Float8 storage import/type failure are different problems." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and stale docs about removed pipelines are unrelated documentation issues." + "reason": "A typo in cache strategy docs is not the same as stale docs still listing removed pipeline tasks." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Unwrapping `text_config` for composite Qwen multimodal configs is unrelated to Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "CPU offload device mismatch in Bark is unrelated to BigBirdTokenizer mask-token registration and decode output." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v loading failure and tokenizer loading failure for EMBIDDIA/est-roberta are distinct model-specific issues." + }, + { + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask token special-token registration." + "reason": "Composite Qwen config unwrapping is not the same as Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input validation bug and static-cache seq-length tensor arithmetic bug are separate failures." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to static-cache sequence-length arithmetic under torch.compile." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "ScandiBERT load failure and est-roberta tokenizer load failure are different checkpoints and symptoms." + "reason": "Loading a local model path/name problem is not the same as the tokenizer regression on EMBEDDIA/est-roberta." }, { "left": "issue:45704", "right": "issue:47405", "accept": false, - "reason": "T5 apex RMSNorm memory leak is unrelated to silent model_type mismatch conversion skipping." + "reason": "An apex RMSNorm memory leak and a silent model_type mismatch conversion skip are different failure modes." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "`gather_for_metrics` tuple-label truncation and SAM3 text/box odd behavior are different training/inference problems." + "reason": "Tuple-label truncation in gather_for_metrics is unrelated to SAM3 text+box processing behavior." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo missing `all_tied_weights_keys`." + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated issues." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-loading failure for physical-intelligence/fast is not the same as PIL processors incorrectly requiring torchvision." + "reason": "Tokenizer loading regression for one model and PIL backend requiring torchvision are different code paths." }, { "left": "issue:45042", "right": "issue:47448", "accept": false, - "reason": "Torchvision dependency regression in PIL processors is unrelated to Gemma4 architecture recognition." + "reason": "A torchvision dependency bug is not the same as gemma4 architecture recognition failing." }, { "left": "issue:45923", "right": "issue:47333", "accept": false, - "reason": "Missing `supports_gradient_checkpointing` and disk-offload save failure are different model lifecycle bugs." + "reason": "Missing supports_gradient_checkpointing on a trust_remote_code model is unrelated to disk-offloaded save failure." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43644", + "right": "issue:46665", "accept": false, - "reason": "patchtsmixer post-init policy and Qwen3.5 label propagation concern unrelated configs." + "reason": "Non-persistent buffers being filled with junk is a different problem from inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Non-persistent buffer initialization junk and `from_pretrained` inside Python classes are unrelated behaviors." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver non-default-resolution failure and bfloat16 dtype mismatches are separate model/backend issues." + "reason": "Perceiver resolution/interpolation failure and bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel are not the same bug." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Qwen3.5 `save_pretrained` key regression is unrelated to Sam3Model text encoder weights not loading." + "reason": "Wrong visual encoder keys on save_pretrained is separate from text encoder weights not loading in Sam3Model." + }, + { + "left": "issue:45685", + "right": "issue:47470", + "accept": false, + "reason": "MPS histogram support for Int in MoE is unrelated to ESMFold failing when cast to fp16." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 documentation example errors are unrelated to OmDet-Turbo processor/model resolution mismatch." + "reason": "SigLIP2 docs/example errors and OmDet-Turbo's 640px vs 224px processor/model mismatch are different issues." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword duplication and ScandiBERT loading failure are unrelated tokenizer/model issues." + "reason": "AddedToken special-argument duplication is unrelated to loading the ScandiBERT model." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation-map processing and `GenerationMixin` import error have no shared underlying code path." + "reason": "Void segmentation-map processing and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking of Qwen3.5 embeddings and trainer.evaluate failing after trainer.train are distinct trainer/generation bugs." } ] }, @@ -5952,13 +5930,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:39692", "issue:42886", "issue:43381", "issue:43421", + "issue:43493", "issue:43540", + "issue:43550", "issue:43596", "issue:43673", "issue:43720", @@ -5981,8 +5961,6 @@ "issue:44671", "issue:44843", "issue:44857", - "issue:44918", - "issue:44936", "issue:44995", "issue:45081", "issue:45356", @@ -6003,233 +5981,241 @@ "issue:47458" ], "soft_pairs": [ - "issue:44918|issue:44936", "issue:44514|issue:44545", "issue:43746|issue:46050", "issue:42886|issue:44843", "issue:44625|issue:45479", - "issue:43746|issue:43873", "issue:46655|issue:46693", + "issue:43746|issue:43873", "issue:44464|issue:47050", "issue:44995|issue:46858", + "issue:39692|issue:43493", "issue:44077|issue:47458", - "issue:39692|issue:43873", - "issue:43381|issue:43844", - "issue:45081|issue:45356", "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43381|issue:43844", "issue:43673|issue:47337", "issue:44857|issue:47050", "issue:46032|issue:46463", - "issue:43931|issue:47458", - "issue:43881|issue:47448", "issue:44368|issue:45357", "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43931|issue:47458", "issue:39692|issue:47050", - "issue:43421|issue:43927", + "issue:43881|issue:47448", "issue:45356|issue:45907", + "issue:43421|issue:43927", "issue:43540|issue:46294", "issue:43720|issue:43819", - "issue:43596|issue:44220" + "issue:43596|issue:44220", + "issue:43550|issue:43819", + "issue:43550|issue:43927" ], - "prepared_review_unit_hash": "a39f79417584fcbea8573271720cf1b1ef4b07b3725b44f543fb1204059f305c", + "prepared_review_unit_hash": "89b26184f9226fed6e5c356a7558e28736b4fcc57b23d96008065c7bc4f8ec87", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35543, - "estimated_input_tokens": 8886, - "estimated_eval_tokens": 18028 + "soft_pair_count": 29, + "serialized_chars": 36169, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated bug reports that only weakly resemble each other by broad themes like tokenizers, model loading, caching, or multimodal preprocessing. Only two soft pairs look like true duplicates or near-duplicates: the Qwen2.5-VL batched padding crash pair, and the HF_HUB_OFFLINE tokenizer regression pair.", - "confidence": 0.82, - "canonical_issue_reason": "No single issue cleanly covers the whole cluster, but issue 44843 is the best anchor because it identifies a concrete offline-tokenizer regression and its likely root cause in _patch_mistral_regex/model_info. The exact-title duplicate pair 44514/44545 is narrower and less representative of the cluster as a whole.", + "summary": "Only one strong duplicate candidate stands out: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash reports. The rest are loose same-subsystem similarities and should remain separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44545 is the cleaner canonical report for the same batched-input/padding=False crash and has slightly more discussion/references than issue:44514.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the strongest standalone candidate: it is specific, reproducible, and points to a clear code path, and it aligns with one of the accepted soft duplicates. Issue 44545 is an exact duplicate of 44514, but it is narrower in scope.", + "best_issue_reason": "issue:44545 is the strongest representative issue here: it is the clearest report of the duplicated crash pattern and the best target for consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "Both involve training/evaluation behavior, but they describe different failures and likely different code paths." - }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same bug: identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False." + "reason": "Strong duplicate candidate: both describe the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False, i.e. the same code path and symptom. The packet does not confirm duplication explicitly, but the overlap is substantial." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both are save/load-related, but one is PEFT local checkpoint loading and the other is post-save quantized model corruption." + "reason": "Both involve loading/saving model state, but one is PEFT local checkpoint loading and the other is quantized sinq round-trip corruption; different bugs." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same underlying offline tokenizer regression; 44843 pins the root cause to _patch_mistral_regex/model_info." + "accept": false, + "reason": "Both mention offline/tokenizer cache behavior, but 44843 is specifically an unconditional model_info() call in _patch_mistral_regex; not the same failure as generic cache loading." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both concern classification configs, but one is num_labels propagation and the other is a degenerate loss formulation." + "reason": "Different classification bugs: one is num_labels propagation, the other is single-label loss degenerating to zero." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Local checkpoint loading with adapters is not the same as quantization/offloading behavior." + "reason": "Different areas and symptoms: video padding calculation vs long-context FA2 performance regression." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Video padding calculation and FA2 long-context performance regression are different problems." + "reason": "Local checkpoint/PEFT loading and quantization offloading are distinct problems, even if both touch model loading." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is unrelated to ONNX fp16 attention dtype mismatch." + "reason": "Unrelated failures: compiled chunked generation inconsistency vs fp16 ONNX export dtype mismatch in Canine attention." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but one is a stale indexer cache crash and the other is a static-cache tensor-type arithmetic issue." + "reason": "Both are cache-related, but one is a stale indexer cache on second forward and the other is static-cache slice arithmetic on non-CUDA backends." }, { - "left": "issue:44077", - "right": "issue:47458", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Post-init allowance in patchtsmixer is unrelated to GPT2 c_proj initialization." + "reason": "Both are about SigLIP2, but one is a docs/example mismatch and the other is a model-vs-JAX implementation discrepancy; not the same bug." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:44077", + "right": "issue:47458", "accept": false, - "reason": "Documentation/example errors are unrelated to quantization/offloading behavior." + "reason": "Completely different model/config issues: patchtsmixer post_init vs GPT2 c_proj initialization." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Gradient checkpointing in eval mode and gradient growth under ZeRO-3 are different issues." + "reason": "Different Qwen multimodal bugs with different models and code paths; not one underlying issue." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch tokenizer regex handling, but one is a crash and the other is a regression around codec handling/warnings." + "reason": "Both involve tokenizer regex/warning paths, but 45081 is an AttributeError in loading with fix_mistral_regex, while 45356 is a codec-handling regression in Kimi-K2.5." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Different Qwen/VL problems with different symptoms and code paths." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the ZeRO-3 gradient increase regression." }, { "left": "issue:43673", "right": "issue:47337", "accept": false, - "reason": "Generation cache behavior and a bbox-range flaky test are unrelated." + "reason": "Generation cache during chunked_prefill is unrelated to the flaky bbox coordinate test." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Different models and different failure modes; only a superficial fp16/CUDA theme is shared." + "reason": "Both mention dtype mismatches, but they affect different models and export/training paths; not the same bug." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Cache correctness in Mamba2Mixer is unrelated to a T5 error-message bug." - }, - { - "left": "issue:43931", - "right": "issue:47458", - "accept": false, - "reason": "Model shape mismatch during load is unrelated to GPT2 weight initialization." - }, - { - "left": "issue:43881", - "right": "issue:47448", - "accept": false, - "reason": "Both are model-loading problems, but with different models and different causes." + "reason": "Mamba2 use_cache correctness and T5 decoder input validation error-message wording are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Different Qwen3.5 issues: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both affect model outputs, but SigLIP2 pipeline issues and CamemBERT MLM regression are distinct." + "reason": "Both are model output correctness issues, but they affect different architectures and inference paths." }, { "left": "issue:39692", - "right": "issue:47050", + "right": "issue:43873", "accept": false, - "reason": "Documentation example problems do not match an ONNX export dtype mismatch." + "reason": "SigLIP2 documentation errors and quantization/offloading behavior are unrelated." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:43931", + "right": "issue:47458", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL loading is unrelated to GPT2 c_proj initialization." + }, + { + "left": "issue:43881", + "right": "issue:47448", "accept": false, - "reason": "Runtime post-processor updates and DiaConfig token-ID loss are separate tokenizer/config bugs." + "reason": "Different problems: glm-4v-9b load failure vs unrecognized Gemma4 architecture." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer codec/regression handling is unrelated to list_repo_files revision forwarding." + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "TokenizersBackend post-processor update and DiaConfig token-ID persistence are different bugs." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-input failures, but they involve different models and different failure mechanisms." + "reason": "Both are video-input issues, but they occur in different model families and with different validation failures." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC latent conversion/STE mismatch are unrelated." + "reason": "Packed-weight loading during accelerate and DAC.from_latents forward mismatch are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed/BertModel zero3 init crash is unrelated to fbank feature extraction." + "reason": "BertModel zero3 init index error and _torch_extract_fbank_features are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile with SDPA in Bamba2 and DAC latent conversion mismatch are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "No meaningful overlap beyond both being bugs in model handling." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the issue titles and descriptions, and the rejected pairs are framed cautiously rather than overclaimed. No obvious evidence inflation stands out." + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates the evidence for issue:44545/issue:44514. In the packet there is no explicit duplicate link or confirmation; both are only soft-similarity matches, so wording like \"only confirmed duplicate target\" and \"one clear duplicate pair\" is too strong. Please downgrade to \"likely/strong candidate duplicate pair\" and avoid claiming confirmation that the packet does not provide." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6245,7 +6231,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:30064", "issue:34634", @@ -6258,13 +6244,11 @@ "issue:43421", "issue:43531", "issue:43540", - "issue:43550", "issue:43611", "issue:43643", "issue:43653", "issue:43720", "issue:43819", - "issue:43927", "issue:44008", "issue:44062", "issue:44186", @@ -6275,6 +6259,7 @@ "issue:44821", "issue:44843", "issue:44863", + "issue:44877", "issue:44898", "issue:44936", "issue:44991", @@ -6298,244 +6283,237 @@ ], "soft_pairs": [ "issue:44821|issue:45084", - "issue:43550|issue:43819", - "issue:43550|issue:43927", "issue:43421|issue:44186", "issue:43421|issue:43653", "issue:43295|issue:45834", "issue:45072|issue:47050", - "issue:30064|issue:36331", "issue:43540|issue:44008", + "issue:30064|issue:36331", "issue:44488|issue:47020", + "issue:45381|issue:46693", "issue:43653|issue:43720", "issue:44062|issue:44488", - "issue:45381|issue:46693", "issue:41720|issue:44991", - "issue:39921|issue:44936", "issue:43531|issue:43643", "issue:44220|issue:44661", + "issue:39921|issue:44936", "issue:43611|issue:46665", + "issue:43653|issue:43819", "issue:46829|issue:46832", - "issue:44008|issue:46858", - "issue:34634|issue:36010", "issue:44186|issue:44898", - "issue:43653|issue:43819", + "issue:34634|issue:36010", + "issue:44008|issue:46858", "issue:44863|issue:47458", - "issue:46650|issue:47405", "issue:44991|issue:47020", - "issue:44843|issue:45081", + "issue:46650|issue:47405", "issue:44561|issue:45020", + "issue:44843|issue:45081", "issue:39692|issue:45834", + "issue:43643|issue:44877", "issue:45987|issue:46829" ], - "prepared_review_unit_hash": "2da3904f7c13b22b4da22b60e221c3d62b9eb692160bae1439b15393936fac17", + "prepared_review_unit_hash": "67ffa7598a250eee218e04b2bd005dbd356765d6aa0a8f8cb3d456473dd0fee1", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37063, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: the soft pairs are mostly same-subsystem but not same-bug matches, so this cluster does not support duplicate merging. I found one near-adjacent tokenizer-regex pair, but even that looks like two distinct failures in the same helper rather than one duplicate.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across tokenizers, vision, training, model loading, and cache behavior, so there is no single duplicate family to anchor on.", + "summary": "Mostly a heterogeneous set of tokenizer/model-loading regressions plus a few unrelated runtime bugs. I don\u2019t see any soft pair that is the same underlying defect, so all soft edges should be rejected. The broadest representative issue is the remote_code/model-loading regression report.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in this set, describing recent-version breakage for `remote_code` models and overlapping with several load/regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the approximate matches are mostly false positives; the closest items still describe different concrete failure modes.", + "best_issue_reason": "Issue 45020 is the best global representative because it covers the widest slice of the shared model-loading regression theme among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Both are image/tokenizer-related only at a very broad level; one is AutoImageProcessor URL loading, the other is a compile/template-node error. Different code paths and fixes." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Different model families and failures: SDPA/torch.compile on Bamba vs missing STE in DAC.from_latents. Not the same underlying bug." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "One is a compile/SDPA failure, the other is token ID loss after save/load in DiaConfig. Unrelated root causes." + "reason": "Different failures: loading an AutoImageProcessor from URL vs a template compilation TypeError." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is LayoutLMv2 NER/padding crashes. Different behavior and likely different fixes." + "reason": "Both involve tokenizers, but one is runtime special-token post-processing and the other is a LayoutLMv2 NER/padding crash." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Post-processor update bug vs BigBird mask token registration/empty decode. Same area, but not the same concrete defect." + "reason": "Related token handling, but not the same bug: runtime post-processor updates vs BigBird mask-token registration." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor.tokenizer regression vs Kosmos2.5 long-OCR index error. Different models and failure mechanisms." + "reason": "Unrelated processor regression versus Kosmos2.5 long OCR input indexing." }, { "left": "issue:45072", "right": "issue:47050", "accept": false, - "reason": "Both mention dtype mismatches, but in different models and pipelines (SwitchTransformers/TimmWrapperModel inference vs CanineModel ONNX export). Not mergeable as one fix." + "reason": "Both are dtype issues, but they affect different models and code paths (bfloat16 inference vs fp16 ONNX export)." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Void segmentation map processing vs CustomTrainer.compute_loss signature break. Completely unrelated." + "reason": "Different Gemma/Qwen multimodal failures and different root causes." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe vs Gemma3n variable-name collision in forward(). Different models and bugs." + "reason": "Completely unrelated: image processor segmentation maps vs trainer compute_loss signature mismatch." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is a model-specific load failure and the other is an XLMRobertaTokenizer constructor type mismatch. Not the same issue." + "reason": "Both are tokenizer-loading problems, but the concrete model and failure mode are different." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Different areas: Qwen2.5-VL video position IDs vs a long-context performance regression." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token decoding bug vs BitNet packed-weight unpacking during accelerate loading. Different subsystems and fixes." + "reason": "Different bugs in different subsystems: special-token registration vs BitNet weight unpacking during load." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument duplication vs loading a specific tokenizer model. No shared concrete failure." - }, - { - "left": "issue:45381", - "right": "issue:46693", - "accept": false, - "reason": "Qwen2.5-VL video position IDs vs FA2 long-context performance regression. Different symptoms and code paths." + "reason": "AddedToken keyword conflict is not the same as failing to load a specific tokenizer model." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping vs tokenizer loading regression for est-roberta. Unrelated." - }, - { - "left": "issue:39921", - "right": "issue:44936", - "accept": false, - "reason": "Gemma3N special-token projection error vs trainer.evaluate after train. No meaningful overlap." + "reason": "Different model-loading/runtime failures for different models and paths." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window bug in Qwen3-MoE vs trust_remote_code AutoConfig missing fields. Different functionality." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoConfig missing fields with trust_remote_code." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank feature extraction issue vs add-new-model-like failure in TOKENIZER_MAPPING_NAMES. Unrelated." + "reason": "Different issues: fbank feature extraction vs add-new-model-like handling in tokenizer mappings." + }, + { + "left": "issue:39921", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3N token projection bug is unrelated to trainer evaluate-after-train behavior." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both concern model loading, but one is a base_model_prefix regression and the other is inconsistent from_pretrained behavior inside Python classes. Not the same concrete bug." + "reason": "Both concern loading, but one is base_model_prefix breakage and the other is inconsistent from_pretrained usage inside Python classes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration and DAC latent decoding are different code paths and defects." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "VideoPrism output field mismatch vs RT-DETR forward TypeError from feature-level count. Different model heads and failures." + "reason": "Different model heads and failures: output field mismatch vs RT-DETR forward shape/type error." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Gemma3n audio_mel_mask name collision vs static-cache seq-length tensor arithmetic on non-CUDA backends. Unrelated." + "reason": "Different models and different failure modes; only a broad category of inference bugs is shared." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset vs GenerationMixin import breakage. Different APIs and root causes." + "reason": "Bark voice_preset issue and GenerationMixin import failure are unrelated." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Perceiver non-default resolution failure. Only broad vision/tokenizer similarity." + "reason": "Gemma3n variable collision is unrelated to static-cache sequence length/device-tensor arithmetic." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44863", + "right": "issue:47458", "accept": false, - "reason": "BigBird special-token handling vs DAC from_latents/STE mismatch. Different model internals and fixes." + "reason": "A checkpoint-loading failure for NemotronH is not the same as GPT2 c_proj weight initialization." }, { - "left": "issue:44863", - "right": "issue:47458", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "NemotronH checkpoint loading failure vs GPT2 c_proj weight initialization bug. Distinct model families and failure modes." + "reason": "Both are tokenizer loading issues, but they affect different tokenizers and distinct root causes." }, { "left": "issue:46650", "right": "issue:47405", "accept": false, - "reason": "Non-idempotent save_pretrained rename bug vs silent model_type mismatch conversion skip. Both serialization-related, but not the same defect." + "reason": "Save-pretrained key corruption is not the same as silent model_type mismatch conversion skipping." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Both are tokenizer loading issues, but for different models and with different failure points. Not a duplicate pair." + "reason": "Related broad remote_code regression theme, but not the same concrete bug; 45020 is an umbrella, not this specific is_torch_fx_available removal." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both hit _patch_mistral_regex, but one is an offline-mode network call bug and the other is an AttributeError on tokenizer shape. Same helper, different concrete bugs." + "reason": "Same helper function area, but one is an offline model_info call and the other is a backend_tokenizer AttributeError." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Both mention trust_remote_code / v5 loading regressions, but one is removal of is_torch_fx_available and the other is broader remote-code breakage. Too broad to merge." + "reason": "Documentation example errors are unrelated to Kosmos2.5 OCR input indexing." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "SigLIP2 doc/example errors vs Kosmos2.5 OCR index error. Different scopes and fixes." + "reason": "Both are config-loading regressions, but one is trust_remote_code missing fields and the other is strict granite_speech config rejection." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache.get_seq_length return-type bug vs VideoPrism hidden_states output mismatch. Not the same code path." + "reason": "StaticCache return-type bug is unrelated to VideoPrism hidden_states/output wiring." } ] }, @@ -6557,7 +6535,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:43322", "issue:43335", @@ -6567,7 +6545,6 @@ "issue:43582", "issue:43606", "issue:43618", - "issue:43643", "issue:43644", "issue:43697", "issue:43716", @@ -6575,6 +6552,7 @@ "issue:43756", "issue:43782", "issue:43818", + "issue:43828", "issue:44008", "issue:44186", "issue:44442", @@ -6585,7 +6563,6 @@ "issue:44671", "issue:44805", "issue:44811", - "issue:44877", "issue:44936", "issue:44977", "issue:44991", @@ -6605,14 +6582,14 @@ "issue:46932", "issue:47276", "issue:47337", - "issue:47458" + "issue:47458", + "issue:47470" ], "soft_pairs": [ - "issue:43643|issue:44877", "issue:43335|issue:43756", "issue:44448|issue:44671", - "issue:45987|issue:46932", "issue:44186|issue:44442", + "issue:45987|issue:46932", "issue:43716|issue:44008", "issue:43322|issue:45685", "issue:44991|issue:46291", @@ -6620,198 +6597,199 @@ "issue:44805|issue:44936", "issue:43618|issue:43697", "issue:43606|issue:45072", + "issue:43828|issue:47470", "issue:45584|issue:45834", "issue:43550|issue:45072", "issue:44479|issue:45834", "issue:43782|issue:44977", "issue:45183|issue:45479", "issue:46752|issue:47337", - "issue:43644|issue:43749", "issue:45563|issue:47276", - "issue:43582|issue:46512", + "issue:43644|issue:43749", "issue:43577|issue:43818", "issue:43421|issue:44811", "issue:44610|issue:45072", + "issue:43582|issue:46512", "issue:44534|issue:47458" ], - "prepared_review_unit_hash": "7cbac71cea774470ef8835aacdcff31971adbd1fb5a9ef69752915106b64a0b6", + "prepared_review_unit_hash": "05810f95b24e88a68b07fc4274f3940714722a65447aaf6dbdfd9f84113c0a50", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34764, - "estimated_input_tokens": 8691, - "estimated_eval_tokens": 17638 + "serialized_chars": 34727, + "estimated_input_tokens": 8682, + "estimated_eval_tokens": 17620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues cover unrelated models, tokenizers, config loading, dtype/device mismatches, and warning/message regressions. None of the soft-similarity pairs look like the same underlying bug, so all are rejected as duplicates.", + "summary": "The cluster is heterogeneous: most items are distinct bugs across different models, tokenizer paths, dtype/device issues, and unrelated runtime failures. None of the soft edges look like true duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue is safe here; the items are not one duplicate family but many unrelated bugs across different subsystems and models.", + "canonical_issue_reason": "No single canonical issue fits this set; the items span unrelated model-, tokenizer-, loading-, and generation-path bugs.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping stands out, because the soft links are mostly false positives and no item can represent the whole set.", + "best_issue_reason": "If one issue must represent the cluster, issue 44534 is the broadest v5 regression and the most general, but it still does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Both are config-loading failures, but one is missing fields with trust_remote_code and the other is strict granite_speech config loading; different bugs." - }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are unrelated model-architecture bugs." + "reason": "Different bugs in different models: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer dropping." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction regressions affect different models and code paths." + "reason": "Both are v5 output regressions, but they affect different models and code paths (Pegasus generation vs CamemBERT masked LM)." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "StaticCache seq-length return type and Gemma4 quantized embedder dtype casting are different cache vs quantization issues." + "reason": "Tokenizer failures, but one is LayoutLMv2 NER/padding crash and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "LayoutLMv2 tokenization crashes and AutoTokenizer loading FastSpeech2ConformerTokenizer fail in different tokenizer paths." + "reason": "StaticCache return-type bug and Gemma4 quantized dtype casting are unrelated issues." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n variable-name collision are unrelated failures." + "reason": "Both are multimodal model bugs, but the concrete failures are different: image-preprocessor dtype mismatch vs variable name collision in Gemma3n forward." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfaults and MPS histogram_mps int errors are different subsystems and error modes." + "reason": "Completely different failures: Llava Next load-time segfault vs MPS histogram not implemented for Int in MoE code." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for est-roberta and kernels version/revision import errors are unrelated." + "reason": "Both are loading/import problems, but one is tokenizer loading and the other is a kernels dependency/version requirement." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5-9B video chat-template mismatch and T5 decoder-input validation are different model-specific bugs." + "reason": "Different validation paths and model families: Qwen video chat-template mismatch vs T5 decoder input validation message." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape errors and trainer.evaluate() failing after train are not the same underlying issue." + "reason": "A tensor shape IndexError during masking is not the same bug as trainer.evaluate failing after training." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Missing CLIPOutput attentions and RTDetrV2 output drift are distinct regressions." + "reason": "CLIP attentions field regression and RTDetrV2 output drift are separate model behavior changes." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch in bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different problems." + "reason": "Both involve inference mismatches, but the concrete problems are different: CPU-offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:47470", + "accept": false, + "reason": "Both are dtype-related, but the affected models and underlying code paths are unrelated." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure after align_special_tokens and Kosmos2.5 long-OCR index errors do not share a concrete code path." + "reason": "Whisper empty-transcription failure is unrelated to Kosmos2.5 long-ocr index errors." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA breakage in Bamba-9B-v2 is unrelated to dtype mismatch inference bugs." + "reason": "torch.compile with SDPA in Bamba-9B-v2 is a different issue from dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen VL video-input regression and Kosmos2.5 OCR index errors are different model/input pipelines." + "reason": "Qwen video-input regression and Kosmos2.5 long-input index error are unrelated." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen, but one is a weight_only loading error and the other is a flash-attention generation bug; not the same defect." + "reason": "Both mention Qwen, but one is a load-time weight_only failure and the other is a flash-attention generation issue." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation messaging across models and single-label-classification zero-loss behavior are different bug classes." + "reason": "Input validation messaging and sequence-classification loss degeneracy are different problems." }, { "left": "issue:46752", "right": "issue:47337", "accept": false, - "reason": "apply_chat_template empty-list crash and bbox-coordinate flaky IndexError are unrelated." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are separate v5 regressions with different code paths." + "reason": "Empty apply_chat_template crash and bbox-range flaky test are unrelated." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "A stale num_return_sequences warning and a misleading synced_gpus warning are different warning-message issues." + "reason": "Both are warning-message issues in generation, but they concern different warnings and different mechanisms." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and from_config dtype/config staleness are unrelated." + "reason": "Both touch loading/runtime state, but non-persistent buffer junk and FSDP CPU RAM efficient loading are not the same defect." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention bugs affect different models and implementations." + "reason": "Different multimodal model bugs: Blip2 dtype propagation vs Video-LLaVA temporal-attention/weight-sharing issues." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are different tokenizer/processor behaviors." + "reason": "Tokenizer special-token post-processor updates and Whisper batch_decode skip_special_tokens are related only at a broad API level, not the same bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are not the same bug." + "reason": "Processor image-size mismatch is unrelated to dtype mismatches." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to stale model.config.dtype after from_config(dtype=...)." }, { "left": "issue:44534", "right": "issue:47458", "accept": false, - "reason": "Non-persistent buffer junk and GPT2 c_proj weight initialization are both initialization-related but not the same concrete issue." + "reason": "Both involve initialization, but non-persistent buffer filling and GPT2 c_proj initialization are different code paths and defects." } ] }, @@ -6833,13 +6811,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36010", "issue:36331", + "issue:39921", "issue:42175", "issue:42915", "issue:43262", @@ -6860,9 +6839,7 @@ "issue:44291", "issue:44589", "issue:44671", - "issue:44857", "issue:44912", - "issue:45003", "issue:45020", "issue:45042", "issue:45072", @@ -6870,8 +6847,8 @@ "issue:45325", "issue:45381", "issue:45701", + "issue:45823", "issue:46032", - "issue:46285", "issue:46665", "issue:46697", "issue:46728", @@ -6882,234 +6859,235 @@ "issue:47276", "issue:47332", "issue:47333", - "issue:47337" + "issue:47337", + "issue:47470" ], "soft_pairs": [ "issue:34634|issue:36331", - "issue:28218|issue:29159", "issue:43540|issue:45381", + "issue:28218|issue:29159", "issue:43720|issue:45072", "issue:43645|issue:46665", "issue:43749|issue:44291", "issue:47276|issue:47337", "issue:43742|issue:45020", "issue:42175|issue:45081", - "issue:43931|issue:46846", "issue:43825|issue:43994", "issue:43388|issue:46032", + "issue:43931|issue:46846", "issue:47254|issue:47333", - "issue:42915|issue:47333", "issue:46697|issue:46728", + "issue:42915|issue:47333", "issue:44671|issue:45701", "issue:43782|issue:45325", - "issue:43577|issue:43582", "issue:47254|issue:47332", "issue:44589|issue:45042", + "issue:39921|issue:47470", "issue:36010|issue:43645", - "issue:43262|issue:47217", + "issue:43577|issue:43582", "issue:46851|issue:47337", + "issue:43262|issue:47217", + "issue:45823|issue:47470", "issue:43262|issue:43819", - "issue:43582|issue:44857", "issue:43653|issue:44912", - "issue:36010|issue:36331", - "issue:45003|issue:46285" + "issue:36010|issue:36331" ], - "prepared_review_unit_hash": "f76093db5cd51352d606fd8d5c239a4483e319520842f93c60a23dad11adead7", + "prepared_review_unit_hash": "62b2a067f74b976ac9189183f975d9bcbf3b9cae1b082ff442070e097fd835a8", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36276, - "estimated_input_tokens": 9069, - "estimated_eval_tokens": 18394 + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous and does not look like a duplicate set overall. Most soft pairs are only superficially similar (same subsystem or version-regression framing) but point to different code paths, models, or error modes.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45701 is the broadest tokenizer-regression report in the set and the best fit for the small tokenizer-related subset, but the cluster is not a coherent duplicate group.", - "canonical_pr_reason": null, - "best_issue_reason": "45701 is the most general issue here; it best represents the only clearly overlapping theme (tokenization/version behavior), though it is still not a true canonical for the full cluster.", - "best_pr_reason": null, + "summary": "This is a loose, heterogeneous set of transformer-related bug reports spanning tokenization, vision, loading, training, and backend issues; the soft-similarity links are mostly thematic rather than true duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the set does not form one coherent duplicate cluster, and none of the soft pairs are strong enough to anchor a shared underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue 45701 is the broadest regression-style report about tokenization changes, but it is still too generic to represent the whole set as a duplicate target.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different features and failures: BarkProcessor voice preset handling vs CustomTrainer.compute_loss API mismatch." + "reason": "Unrelated subsystems: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Both concern tokenizers, but the described bugs differ: extra space after added tokens vs slow/fast tokenizer inconsistency." + "reason": "Both are VL/video-related, but they hit different models and different failure modes." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Both are video-related, but they affect different Qwen models and different failure modes (ValueError vs wrong position_ids)." + "reason": "Tokenizer-themed, but one is added-token spacing and the other is a broad slow/fast inconsistency." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Unrelated load/inference bugs: BitNet packed-weight unpacking vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different code paths: BitNet packed-weight loading vs bfloat16 dtype mismatch in inference." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both mention from_pretrained/model initialization, but one is a Jupyter custom-model regression and the other is behavior inside Python classes; not the same bug." + "reason": "Both mention custom code/from_pretrained, but the notebook/custom-model breakage is not the same bug as class-based loading behavior." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Different loading paths and root causes: FSDP CPU RAM efficient loading vs init_empty_weights getting an unexpected _is_hf_initialized argument." + "reason": "Different loading mechanisms: FSDP CPU RAM efficient loading vs init_empty_weights argument handling." }, { "left": "issue:47276", "right": "issue:47337", "accept": false, - "reason": "Completely unrelated: a warning message issue vs a flaky bounding-box test failure." + "reason": "A warning-message issue is unrelated to a flaky bbox range test." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A model-specific key error is not the same as the broad remote_code breakage; different underlying failures." + "reason": "Specific MobileLLM key error vs a broad remote_code regression; not the same concrete failure." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "TensorFlow backend packaging vs Mistral regex patch crash; no shared code-path bug." - }, - { - "left": "issue:43931", - "right": "issue:46846", - "accept": false, - "reason": "Different Qwen3-VL loading/shape issues and different mechanics (weight mismatch vs tensor-parallel plan omissions)." + "reason": "Packaging/backend install problem vs a Mistral regex-patch AttributeError." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error-message wording vs incorrect SigLIP2 outputs; one is messaging, the other is model behavior." + "reason": "Error-message wording in pipeline() is unrelated to SigLIP2 producing bad outputs." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different training/metrics and generation-cache bugs; they do not share the same underlying code path." + "reason": "Metrics gathering label truncation and Mamba cache correctness are different bugs." }, { - "left": "issue:47254", - "right": "issue:47333", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "Both involve training/offloading, but one is checkpointing with PEFT+DeepSpeed and the other is disk-offload save failure." + "reason": "Both are Qwen3 loading/shape issues, but they involve different models and different causes." }, { - "left": "issue:42915", + "left": "issue:47254", "right": "issue:47333", "accept": false, - "reason": "Different Qwen models and different problems: FP8 config failure vs offloaded model save failure." + "reason": "PEFT/DeepSpeed checkpointing error vs disk-offloaded model saving error; different failure classes." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processing bugs, but one is over-padding and the other is patch-count calculation; not the same defect." + "reason": "Both are vision preprocessing math issues, but the padding bug and patch-count bug are distinct." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to disk-offloaded save behavior." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "A CamemBERT masked-LM regression is not the same as a generic tokenizer-version change report." + "reason": "CamemBERT masked-LM regression is model-specific; tokenization-version changes are broader and not the same bug." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL issues: weight_only loading error vs rope index scaling for still images." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup are unrelated." + "reason": "Different Qwen-VL problems: weight_only loading vs rope/position-id scaling." }, { "left": "issue:47254", "right": "issue:47332", "accept": false, - "reason": "Different offloading/training bugs: gradient checkpointing errors vs inability to save disk-offloaded Qwen3-VL." + "reason": "Gradient-checkpointing/ZeRO checkpoint error is unrelated to disk-offloaded save failure." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different domains: missing float8 storage type vs PIL image processors unnecessarily requiring torchvision." + "reason": "Float8 storage lookup and torchvision dependency requirements are unrelated." + }, + { + "left": "issue:39921", + "right": "issue:47470", + "accept": false, + "reason": "Gemma3N special-token projection error vs ESMFold fp16 casting error." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are import/loading regressions, but one is GenerationMixin import failure and the other is notebook-defined custom model initialization." + "reason": "Importing GenerationMixin from a moved module is not the same as notebook custom-model initialization breakage." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and VL image-placeholder failures are different multimodal bugs." + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." }, { "left": "issue:46851", "right": "issue:47337", "accept": false, - "reason": "Variable-length position_id handling is unrelated to the bounding-box flaky test." + "reason": "Variable-length position_ids in Qwen3.5 is unrelated to a bbox-coordinate flaky test." }, { "left": "issue:43262", - "right": "issue:43819", + "right": "issue:47217", "accept": false, - "reason": "Different model/pipeline bugs: audio processor chat template defaults vs DAC.from_latents mismatch." + "reason": "Audio chat-template sample-rate defaults are unrelated to VL image-placeholder handling." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:45823", + "right": "issue:47470", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to LwDetrImageLoss AMP crash." + "reason": "Gemma4 device-map mismatch and ESMFold fp16 casting error are different model/runtime bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sample-rate defaults do not match DAC latent/STE behavior." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "BigBirdTokenizer special-token registration is unrelated to MXFP4 loading fallback behavior." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and CustomTrainer compute_loss signature mismatch are separate API breakages." - }, - { - "left": "issue:45003", - "right": "issue:46285", - "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is not the same as the CLIPTextModel structural inconsistency." + "reason": "GenerationMixin import-path regression is unrelated to CustomTrainer.compute_loss kwargs." } ] }, @@ -7131,21 +7109,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:28370", "issue:29159", "issue:38175", "issue:42175", - "issue:42490", "issue:42915", "issue:43257", - "issue:43262", "issue:43329", "issue:43452", "issue:43526", "issue:43531", "issue:43550", + "issue:43582", "issue:43638", "issue:43696", "issue:43697", @@ -7158,35 +7135,37 @@ "issue:43906", "issue:43927", "issue:44060", - "issue:44291", "issue:44368", - "issue:44479", "issue:44610", "issue:44811", "issue:44821", + "issue:44857", "issue:44912", "issue:44936", "issue:44977", "issue:44991", + "issue:45003", "issue:45042", "issue:45081", - "issue:45084", "issue:45372", "issue:45406", - "issue:45538", "issue:45859", "issue:46175", "issue:46209", + "issue:46285", "issue:46291", "issue:46326", "issue:46932", - "issue:47050" + "issue:47050", + "issue:47470" ], "soft_pairs": [ - "issue:43531|issue:45042", - "issue:46175|issue:46932", + "issue:43582|issue:44857", + "issue:45003|issue:46285", "issue:45372|issue:46326", "issue:43550|issue:44912", + "issue:43531|issue:45042", + "issue:46175|issue:46932", "issue:42175|issue:46291", "issue:43638|issue:44936", "issue:42915|issue:44821", @@ -7199,218 +7178,192 @@ "issue:43526|issue:43697", "issue:44060|issue:44368", "issue:43854|issue:44977", + "issue:43742|issue:47470", "issue:45859|issue:47050", - "issue:45084|issue:45538", - "issue:28370|issue:29159", "issue:43906|issue:46209", - "issue:42915|issue:43742", "issue:38175|issue:44610", - "issue:43746|issue:44811", - "issue:43329|issue:44479", - "issue:44291|issue:45042", - "issue:43262|issue:44811", - "issue:42490|issue:43257" + "issue:28370|issue:29159", + "issue:43746|issue:44811" ], - "prepared_review_unit_hash": "ce340248d0e80cbfb7e912699fab3f42bc167ef0c0e2ebf9a61ced9257f6726a", + "prepared_review_unit_hash": "ded4d24566739316666e4ad0bdd23f05fe07f35d10f0228c2c01236706ae62a6", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36203, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34643, + "estimated_input_tokens": 8661, + "estimated_eval_tokens": 17578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous one-off issues. Only one soft duplicate looks plausible: the Qwen video-input regression pair. Everything else appears to be separate bugs or unrelated subsystems.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44479 is the best umbrella report for the only clear duplicate pair: it describes the broader v5.3.0 video-input regression across multiple Qwen VL/MoE models, while issue:43329 reads like a narrower root-cause report in the multimodal token-count path.", + "summary": "These items are mostly unrelated, model-specific issue reports rather than duplicates. I did not find any soft pair that clearly describes the same underlying bug or change, so I kept all soft edges rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43825 is the strongest standalone triage anchor: it is concrete, user-visible, and has the clearest path to a targeted fix compared with the rest of the heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest standalone issue in the cluster because it is broad, regression-framed, and captures the user-visible impact across several models.", + "best_issue_reason": "Issue 43825 is also the best global issue candidate because it is specific, reproducible, and sufficiently well-scoped to serve as a representative bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding-window logic vs PIL image processors incorrectly requiring torchvision." + "reason": "Different failures: Apple Silicon TypeError in allocator warmup vs CUDA/AMP crash in LwDetrImageLoss." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Same model family, but different code paths: a huge one-hot position-embedding allocation vs quantized vision/audio dtype casting." + "reason": "Unrelated bugs: unsafe sys.modules access vs CLIP text model structure inconsistency." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is an import error during Gemma 4 processor loading and the other is continue_final_message tokenizer behavior." + "reason": "Both involve mistral_common, but one is an import error for Gemma 4 loading and the other is a tokenizer message/behavior bug; different code paths." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Unrelated issues: torch.compile/SDPA failure for Bamba vs MXFP4 quantization fallback for git-oss-20b." + "reason": "Different model and failure mode: torch.compile + SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend/torchvision dependency handling." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a massive vision position embedding inefficiency and the other is a dtype-casting bug for quantized embedders." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Different dependency failures: missing TensorFlow in a torch install vs kernels v0.15 import-time version/revision requirements." + "reason": "TensorFlow extra installation issue is unrelated to kernels import/version requirements in pipelines." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Both are training-related, but one is a ZeRO-3/non-pretrained Bert IndexError and the other is evaluate() failing after train(); not the same bug." + "reason": "Different lifecycle bugs: ZeRO-3 with a non-pretrained Bert model vs evaluate() failing after train()." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Completely different subsystems: Qwen3-MoE FP8 config failure vs AutoImageProcessor loading from URL." + "reason": "Qwen3Moe FP8 failure is unrelated to loading AutoImageProcessor from URL." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different models and failures: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs after save/load." + "reason": "DAC latent/STE mismatch and DiaConfig save-load token ID loss are different defects." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "One is Qwen3-MoE weight conversion with accelerate+deepspeed; the other is a multimodal token-count video-branch bug." + "reason": "Different subsystems: Qwen3 MOE weight conversion with accelerate+deepspeed vs multimodal token counting/video branch bug." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizer/model loading, but one is gguf_file support for auto loaders and the other is a specific v5 tokenizer regression for EMBEDDIA/est-roberta." + "reason": "Both are tokenizer-loading problems, but one is gguf_file handling in from_pretrained and the other is a specific model failing on transformers>=5.0; not the same bug." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are loading-time errors, but they affect different components: Mistral tokenizer regex patching vs Gemma4Processor tokenization state." + "reason": "Different failures: Mistral regex patch/backend_tokenizer crash vs Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "No shared underlying bug: Qwen3-MoE conversion issue vs GPT-oss-20b CUDA OOM." + "reason": "Weight conversion/loading bug is unrelated to a plain CUDA OOM report." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related to pipeline removal, but one is a runtime error message and the other is stale docs; not the same concrete bug/change." + "reason": "Related by v5 pipeline removals, but one is an incorrect error message and the other is stale docs; separate artifacts and fix surfaces." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different image/model bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output divergence in v5." + "reason": "BEiT Fast label reduction bug is unrelated to RTDetrV2 output differences." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but the concrete symptoms and models differ; not clearly the same code path." + "reason": "Both mention tied-weights warnings, but they are for different Qwen model variants and different reported behavior; not clearly one bug." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific inference/loading problems: GLM-4.7-Flash unit-test loading vs Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:45859", - "right": "issue:47050", - "accept": false, - "reason": "Unrelated bugs: CPU-offload incompatibility in Qwen3_5Moe rotary embedding vs CanineModel fp16 ONNX attention dtype mismatch." + "reason": "GLM-4.7-Flash unit test loading issue is unrelated to Qwen3.5 flash-attention generation problems." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43742", + "right": "issue:47470", "accept": false, - "reason": "No overlap beyond being bugs: template compilation TypeError vs CLIPTokenizer model_max_length sentinel value." + "reason": "MobileLLM loading key error and ESMFold fp16 casting failure are unrelated." }, { - "left": "issue:28370", - "right": "issue:29159", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Both are tokenizer-related, but one is missing vocab_file for custom SentencePiece models and the other is slow/fast tokenizer inconsistency in general." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine ONNX fp16 dtype mismatch." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Different reports: an isolated reproduction of an earlier issue vs an FP8 inference failure on B200 hardware." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Different model-loading failures with no shared code path: Qwen3-MoE FP8 config vs MobileLLM-125M key error." + "reason": "A reproduction of an older issue is not the same as a new FP8 inference failure on B200." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both are vision-model complaints, but one is zero probabilities in SigLIP2 and the other is an image-size mismatch in OmDet-Turbo." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "Different functionality: PEFT adapter loading for GraniteSpeech vs Whisper batch_decode skip_special_tokens handling." + "reason": "Unexpected zero probabilities in SigLIP2 and an OmDet-Turbo input-size mismatch are different model/processor bugs." }, { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "These look like the same video-input regression: both are about broken multimodal/video handling in Qwen VL/MoE models, and 43329 provides a likely root cause in the video token-count path while 44479 is the broader regression report." - }, - { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:28370", + "right": "issue:29159", "accept": false, - "reason": "Unrelated issues: init_empty_weights/_is_hf_initialized argument handling vs PIL image processors requiring torchvision." + "reason": "Both are tokenizer-related, but one is missing vocab_file for custom SentencePiece models and the other is a broader slow/fast tokenizer inconsistency." }, { - "left": "issue:43262", + "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different audio/processor bugs: apply_chat_template sampling-rate default vs Whisper batch_decode special-token skipping." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "No shared bug: local-path trailing-slash import warning vs Qwen3-MoE weight conversion with accelerate+deepspeed." + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skipping special tokens." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:43329 vs issue:44479, is plausibly the same Qwen video-input regression at different levels of specificity. The other pairwise rejections are appropriately cautious and do not overclaim duplication." - }, - "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 }, @@ -7425,24 +7378,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ - "issue:28282", "issue:29159", - "issue:29870", - "issue:33357", "issue:34567", - "issue:34689", "issue:39692", "issue:40990", + "issue:42490", + "issue:42915", "issue:43257", + "issue:43262", "issue:43329", "issue:43425", "issue:43450", "issue:43454", "issue:43525", "issue:43526", - "issue:43531", "issue:43540", "issue:43577", "issue:43643", @@ -7454,14 +7405,18 @@ "issue:43931", "issue:44291", "issue:44387", + "issue:44479", "issue:44554", "issue:44589", "issue:44617", "issue:44756", + "issue:44811", "issue:44821", "issue:44912", "issue:44987", + "issue:45042", "issue:45081", + "issue:45084", "issue:45459", "issue:45538", "issue:45600", @@ -7471,18 +7426,23 @@ "issue:46701", "issue:47020", "issue:47145", - "issue:47332", "issue:47333", "issue:47458" ], "soft_pairs": [ + "issue:45084|issue:45538", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43262|issue:44811", + "issue:42490|issue:43257", + "issue:44291|issue:45042", "issue:43643|issue:45759", "issue:43329|issue:45600", "issue:39692|issue:44912", "issue:44387|issue:44617", "issue:34567|issue:40990", - "issue:43526|issue:44554", "issue:43329|issue:43450", + "issue:43526|issue:44554", "issue:44589|issue:47333", "issue:29159|issue:34567", "issue:45081|issue:47020", @@ -7491,96 +7451,127 @@ "issue:44291|issue:44821", "issue:43756|issue:47458", "issue:44987|issue:45538", - "issue:43525|issue:46291", - "issue:44912|issue:47145", "issue:43540|issue:46701", - "issue:43742|issue:44291", + "issue:44912|issue:47145", + "issue:43525|issue:46291", "issue:45459|issue:45803", - "issue:43454|issue:43577", + "issue:43742|issue:44291", "issue:43749|issue:44756", - "issue:43531|issue:44821", - "issue:28282|issue:34689", "issue:43650|issue:43906", - "issue:33357|issue:34567", - "issue:28282|issue:29870", - "issue:44589|issue:47332" + "issue:43454|issue:43577" ], - "prepared_review_unit_hash": "4fd66c353fb7957d466f257224a4c112f2441b9a5a38f714cfa3568f74ac5b25", + "prepared_review_unit_hash": "46049f44e344969586299472758d00a6bae4c510c0b90c2f0cb63ddd3b14e262", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35606, - "estimated_input_tokens": 8902, - "estimated_eval_tokens": 18060 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a false-positive mix of unrelated Transformers issues spanning config loading, tokenizers, video/multimodal processing, quantization, training state, and model-specific regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "If forced to pick a single anchor, issue 43643 is the closest because it is a broad config-loading regression, but it does not actually subsume the rest of the cluster, so there is no real canonical duplicate here.", + "summary": "Most pairs are clearly unrelated. The only close-looking video pair, issue:43329 and issue:44479, is similar at the title/body level but does not have enough evidence to confirm the same underlying bug, so I would treat it as a near-match rather than a duplicate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43329 is the most concrete report in the set because it names the failing video token-count helper path and the undefined helpers involved; it is the best anchor for nearby video-related reports, but the evidence is not strong enough to claim a duplicate relationship with issue:44479.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43643 is the most representative standalone report in this set, but only as a loose loader/config example; it is not a good global duplicate center for the cluster.", + "best_issue_reason": "issue:43329 is the most actionable issue overall: it pinpoints a specific multimodal video code path, while the other video issue is broader and less clearly rooted in the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:45759", - "accept": false, - "reason": "Related config-loading surface, but different bugs: missing returned fields from AutoConfig vs not unwrapping text_config in AutoModelForCausalLM." + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/template error versus a CLIPTokenizer max-length constant issue; no shared bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related Qwen-family reports, but 43329 is a specific helper bug in _get_num_multimodal_tokens while 44479 is a broader video-input regression; there is not enough evidence they are the same code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated loading failures: FineGrainedFP8Config versus a MobileLLM key error." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing slash warning is unrelated to Qwen3 MOE weight conversion with accelerate/deepspeed." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights TypeError is unrelated to PIL backend image processors requiring torchvision." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but they are different concrete bugs and code paths." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "One is a video token counting undefined-variable bug; the other is stale auto_mappings references to removed configs." + "reason": "Video token counting bug is unrelated to stale auto_mappings references." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation example errors are unrelated to an MXFP4 quantization fallback bug." + "reason": "Documentation example errors are unrelated to MXFP4 quantization fallback." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are memory-related, but one is an int4 reserved-memory regression and the other is a model-specific CUDA OOM." + "reason": "Both are OOM-ish symptoms, but they point to different causes and models." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count bookkeeping is unrelated to high perplexity on a benchmark." + "reason": "Trainer token counter update issue is unrelated to perplexity on gpt-oss-20b." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Image-processor label reduction bug and MPS attention correctness issue are different code paths and failures." + "reason": "Both mention video, but one is token counting and the other is batched processor output shape." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Both mention video processing, but one is an undefined helper in multimodal token counting and the other is a batched-shape bug in processors." + "reason": "Beit label reduction bug is unrelated to MPS attention correctness." }, { "left": "issue:44589", "right": "issue:47333", "accept": false, - "reason": "Storage lookup failure and disk-offload save failure are distinct loading/saving problems." + "reason": "Float8 storage lookup failure is unrelated to disk-offloaded save failure." }, { "left": "issue:29159", @@ -7592,127 +7583,94 @@ "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer internals: backend_tokenizer attribute access vs passing the wrong type to Unigram." + "reason": "Different tokenizer implementations and different failure causes." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels package import requirements are separate dependency issues." + "reason": "Torch version incompatibility is unrelated to kernels import-time dependency requirements." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "MoE weight conversion under accelerate/deepspeed is not the same as a Qwen3-VL weight-shape mismatch." + "reason": "Qwen3 MOE conversion issue is unrelated to Qwen3-VL weight-shape mismatch." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument regression is unrelated to loading AutoImageProcessor from a URL." + "reason": "init_empty_weights argument handling is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:43756", "right": "issue:47458", "accept": false, - "reason": "RoPE layer-count/config mismatch is not the same as GPT2 c_proj initialization being wrong." + "reason": "RoPE layer truncation bug is unrelated to GPT2 c_proj initialization." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Version-specific model loading failure and CLIPTokenizer max_length misuse are different bugs." + "reason": "Model load failure with physical-intelligence/fast is unrelated to CLIPTokenizer max_length." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to pipelines import failing on kernels metadata." + "reason": "Different models and pipeline failures; no concrete shared code path." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "MXFP4 fallback-to-bf16 loading bug and FP8 frozen-checkpoint weight_scale omission are different quantization issues." - }, - { - "left": "issue:43540", - "right": "issue:46701", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to DiffusionGemmaGenerationOutput pipeline behavior." + "reason": "MXFP4 fallback to bf16 is different from FP8 frozen-checkpoint weight_scale omission." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "MobileLLM key error is model-specific; init_empty_weights is a broader API regression." + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels import failure." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are different functions and different failure modes." + "reason": "Both hide errors, but they are separate exception-handling bugs in different functions." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Weight tying causing garbage generation is unrelated to BLIP2 dtype propagation staying float32." + "reason": "Model loading key error is unrelated to init_empty_weights argument mismatch." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and disabling mmap on Strix Halo are separate memory-management issues." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." - }, - { - "left": "issue:28282", - "right": "issue:34689", - "accept": false, - "reason": "Missing PyTorch installation error is not the same as a model-loading regression for Llama 3.2 Vision." + "reason": "FSDP CPU RAM efficient loading failure is unrelated to Strix Halo mmap/OOM behavior." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A vague placeholder issue is not a duplicate of a concrete reproduction report." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token counting." - }, - { - "left": "issue:28282", - "right": "issue:29870", - "accept": false, - "reason": "ImportError for missing torch and BART generate decoder_attention_mask bug are different failures." - }, - { - "left": "issue:44589", - "right": "issue:47332", - "accept": false, - "reason": "Float8 storage lookup failure and disk-offloaded model save failure are separate code paths." + "reason": "No evidence they describe the same bug; one is a vague request, the other a reproduction of a separate issue." }, { - "left": "issue:43749", - "right": "issue:47333", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "FSDP CPU RAM efficient loading and saving a disk-offloaded Qwen3 model are different offloading problems." + "reason": "AyaVision lm_head tying bug is unrelated to Blip2 dtype propagation." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly grounded, but it overstates the evidence for issue:43329 / issue:44479. The packet only shows title/body-summary similarity for a video-input regression and a video token-count helper bug; that supports a cautious \u2018possibly related\u2019 or \u2018soft duplicate\u2019 reading, not a \u2018true duplicate\u2019 claim or a firm same-root-cause assertion. The rest of the pair rejections look conservative enough, but the canonical/summary language is too strong for the available evidence." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7728,24 +7686,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:24643", - "issue:27957", "issue:28282", "issue:29127", "issue:29159", + "issue:29870", + "issue:33357", "issue:33666", "issue:34567", + "issue:34689", "issue:35308", "issue:36331", - "issue:38175", "issue:39379", "issue:41720", "issue:42175", "issue:42915", "issue:43404", - "issue:43452", + "issue:43531", "issue:43540", "issue:43582", "issue:43697", @@ -7753,15 +7712,14 @@ "issue:43824", "issue:44062", "issue:44479", - "issue:44488", "issue:44554", "issue:44560", "issue:44568", + "issue:44589", + "issue:44821", "issue:44857", - "issue:44898", "issue:44936", "issue:44991", - "issue:45081", "issue:45127", "issue:45137", "issue:45356", @@ -7780,255 +7738,252 @@ "issue:47332" ], "soft_pairs": [ + "issue:28282|issue:34689", + "issue:33357|issue:34567", + "issue:28282|issue:29870", + "issue:43531|issue:44821", "issue:44479|issue:46693", + "issue:44589|issue:47332", + "issue:46421|issue:46424", "issue:42175|issue:43824", "issue:44568|issue:45356", "issue:42915|issue:45538", - "issue:46421|issue:46424", - "issue:43582|issue:47254", "issue:24643|issue:29159", + "issue:43582|issue:47254", "issue:44568|issue:45488", - "issue:44936|issue:46821", "issue:43697|issue:45357", "issue:43404|issue:45127", - "issue:45538|issue:46869", - "issue:28282|issue:29127", + "issue:44936|issue:46821", "issue:45137|issue:45405", + "issue:28282|issue:29127", "issue:41720|issue:43540", "issue:44062|issue:44991", - "issue:44857|issue:46832", + "issue:45538|issue:46869", "issue:43540|issue:44479", + "issue:44857|issue:46832", "issue:43540|issue:44560", "issue:39379|issue:44554", "issue:42915|issue:43749", "issue:42915|issue:47332", - "issue:33666|issue:35308", "issue:44479|issue:45381", - "issue:43452|issue:43582", "issue:34567|issue:36331", - "issue:27957|issue:28282", - "issue:44062|issue:45081", - "issue:38175|issue:44898", - "issue:42175|issue:44488" + "issue:33666|issue:35308" ], - "prepared_review_unit_hash": "b96053d58aab1dbc773c08a24bcb9a4d4d28e7d5c4ed10f436fe25559116a195", + "prepared_review_unit_hash": "bad53bff66b03ebbbd63678f341a72ad3fd98ee766e838ffd25956337b9dbe59", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36761, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster. I only found one credible duplicate edge: the Qwen2.5-VL video-input regression report aligns with the broader Qwen video-input regression issue. The rest look like separate bugs across different subsystems/models.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44479 is the best anchor because it states the broad video-input regression affecting multiple Qwen multimodal variants, and it cleanly subsumes the more specific qwen2.5-vl video-position report.", + "summary": "These items do not form a true duplicate cluster; they span unrelated failures across loading, tokenization, training, multimodal/video, cache, and hardware/runtime paths. I would reject every soft pair.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the set spans unrelated bugs in model loading, tokenizers, training, multimodal video handling, and cache/runtime code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative issue in the cluster: it has the clearest regression framing, the broadest model scope, and matches the one accepted duplicate edge.", + "best_issue_reason": "issue:45488 is the strongest standalone report (clear regression, multiple inbound references, concrete impact), but it still does not represent the rest of the heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is a missing-PyTorch environment error and the other is a Llama 3.2 vision loading regression; different root causes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error vs TrainerState token counting bug; unrelated subsystems and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError about PyTorch availability vs Bart generate UnboundLocalError; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading failure; different code paths." + }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both mention video/long-context performance, but one is a Qwen multimodal video-input regression and the other is an FA2 long-context slowdown. Different bugs and code paths." + "reason": "Video input regression in Qwen models vs FA2 long-context performance regression; different failures." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Missing Float8 storage type vs disk-offloaded Qwen3-VL save failure; unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache behavior, but lazy-init recompilation and max_cache_length being ignored are distinct bugs." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging vs missing-model import error; unrelated failure modes." + "reason": "Packaging/backend dependency issue vs missing Qwen2_5_VL import; unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different code paths. Too broad to be the same bug." + "reason": "Tokenizer special-token handling bug vs Kimi-K2.5 codec/regex regression; different concrete problems." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 failure and CLIP tokenizer max-length handling are unrelated." + "reason": "Qwen3Moe FP8 config failure vs CLIPTokenizer model_max_length constant; unrelated." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is max_cache_length being ignored outside quantized cache. Separate issues." + "reason": "DeepSpeed training RuntimeError about 2-D weight vs slow/fast tokenizer inconsistency; different code paths." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Different distributed-training failures: Apple Silicon warmup TypeError vs PEFT/DeepSpeed checkpointing error." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed training runtime error and tokenizer consistency are unrelated." + "reason": "Apple Silicon caching allocator TypeError vs PEFT+ZeRO-3 checkpoint error; not the same underlying issue." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both involve tokenizers, but one is special-token duplication and the other is LlamaTokenizer pre-tokenizer overriding. Different underlying bugs." - }, - { - "left": "issue:44936", - "right": "issue:46821", - "accept": false, - "reason": "Trainer lifecycle bug vs TimesFM window_size AttributeError; not the same problem." + "reason": "Both are tokenizer regressions, but one is BOS/EOS special-token addition and the other is LlamaTokenizer pre-tokenizer override; different fixes." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output mismatch and Qwen3.5 save_pretrained key corruption are different model behaviors and code paths." + "reason": "RT-DETR v5 output mismatch vs Qwen3.5 save_pretrained visual key regression; unrelated models and bugs." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is a specific lm_head tying bug and the other is LoRA merge collapse with extended vocab. Not the same concrete defect." + "reason": "Both involve embedding/weight tying, but the model paths and failure modes differ: untied lm_head vs LoRA merge with extended vocab collapse." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer max_length issue vs YOLO multi-GPU device-map failure; unrelated." + "reason": "trainer.evaluate after train regression vs TimesFM window_size AttributeError; unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Missing PyTorch import error is unrelated to LayoutLMv3 box-validation messaging." + "reason": "DeepSpeed ZeRO-3 deque error vs a PEFT version bump/packaging issue; not the same bug." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque error and PEFT version bump are unrelated." + "reason": "Missing PyTorch ImportError vs LayoutLMv3 box-content validation message issue; unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both are Qwen model failures, but one is auto device mapping CUDA assert and the other is video-input processing in Qwen3OmniMoe. Different bugs." + "reason": "Qwen3 auto device mapping CUDA assert vs Qwen3OmniMoe video processing ValueError; different subsystems." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Generic AddedToken constructor conflict vs a specific tokenizer-loading failure for EMBEDDIA/est-roberta." + "reason": "AddedToken duplicate keyword TypeError vs tokenizer loading failure for a specific model; separate tokenizer bugs." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Different object-detection bugs: AMP/CUDA loss crash vs RT-DETR forward shape mismatch." + "reason": "CLIPTokenizer max_length constant vs YOLO multi-GPU device-map failure; unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both concern Qwen video inputs, but 43540 is a specific Qwen3OmniMoe ValueError while 44479 is a broader multi-model regression. Not enough evidence they are the same concrete bug." + "reason": "Both touch video inputs, but they affect different Qwen model families and have different error paths." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetr float16 AMP crash vs RT-DETR feature-level mismatch TypeError; different detection bugs." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input failures, but they involve different Qwen model families and different errors." + "reason": "Both are video-related Qwen issues, but one is a generic ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-VL embedding; not the same bug." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "Mllama mask handling and MPS attention correctness are unrelated." + "reason": "mllama mask handling bug vs MPS attention correctness issue; unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different distributed/runtime issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs FSDP CPU RAM efficient loading broken; different training/runtime problems." }, { "left": "issue:42915", "right": "issue:47332", "accept": false, - "reason": "FP8 config failure and disk-offload save failure are unrelated." - }, - { - "left": "issue:33666", - "right": "issue:35308", - "accept": false, - "reason": "Both are multi-GPU training issues, but one is Qwen2-VL-specific and the other is iterable-dataset length mismatch. Different root causes." + "reason": "Qwen3Moe FP8 config failure vs inability to save a disk-offloaded Qwen3-VL model; unrelated." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Strong match: both describe the same Qwen2.5-VL video-input regression in transformers 5.3.0, with 45381 giving the specific vision_position_ids symptom." - }, - { - "left": "issue:43452", - "right": "issue:43582", "accept": false, - "reason": "gguf_file tokenizer/model loading breakage is unrelated to the Apple Silicon allocator warmup TypeError." + "reason": "Both are Qwen video regressions, but the former is a broad v5.3.0 video-input regression and the latter is a specific vision_position_ids bug; not clearly the same fix." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and custom compute_loss signature mismatch are different trainer API issues." - }, - { - "left": "issue:27957", - "right": "issue:28282", - "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to missing PyTorch import detection." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "AddedToken keyword collision and Mistral regex patch crashing on backend_tokenizer are different tokenizer bugs." - }, - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Siglip2 zero probabilities and Perceiver interpolation failure are unrelated vision-model issues." + "reason": "TrainerState token counter bug vs CustomTrainer.compute_loss signature breakage; separate trainer issues." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:33666", + "right": "issue:35308", "accept": false, - "reason": "TensorFlow packaging/backend omission and a specific tokenizer load failure are unrelated." + "reason": "Both concern multi-GPU training, but one is Qwen2-VL-specific and the other is an IterableDataset length mismatch crash; different root causes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The lone accepted edge (44479 \u2194 45381) is clearly supported by the issue titles, and the rejected soft edges are framed as distinct bugs without overclaiming. No mergeability or PR-pair concerns here." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -8043,36 +7998,39 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ - "issue:24643", + "issue:27957", "issue:28282", "issue:28370", - "issue:29870", + "issue:38175", + "issue:42175", "issue:43257", "issue:43452", "issue:43493", "issue:43540", "issue:43577", + "issue:43582", "issue:43716", "issue:43742", "issue:43756", "issue:43906", "issue:43994", + "issue:44062", "issue:44466", "issue:44488", - "issue:44568", "issue:44589", "issue:44625", "issue:44737", "issue:44792", - "issue:44821", "issue:44849", "issue:44877", + "issue:44898", "issue:44964", "issue:44987", "issue:45005", "issue:45072", + "issue:45081", "issue:45325", "issue:45405", "issue:45600", @@ -8083,29 +8041,31 @@ "issue:45907", "issue:46399", "issue:46463", - "issue:46491", "issue:46512", "issue:46693", "issue:46701", - "issue:46821", - "issue:46899", "issue:47276", "issue:47332", "issue:47333", "issue:47405" ], "soft_pairs": [ - "issue:43742|issue:44589", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:44062|issue:45081", + "issue:38175|issue:44898", "issue:43493|issue:43994", + "issue:43742|issue:44589", + "issue:42175|issue:44488", "issue:43577|issue:46512", "issue:28282|issue:28370", + "issue:43716|issue:46701", + "issue:44792|issue:44964", "issue:45672|issue:45674", "issue:43742|issue:47333", - "issue:44792|issue:44964", - "issue:43716|issue:46701", "issue:44849|issue:45701", - "issue:44987|issue:45907", "issue:43756|issue:45325", + "issue:44987|issue:45907", "issue:45823|issue:46463", "issue:43756|issue:46399", "issue:44737|issue:46463", @@ -8113,226 +8073,228 @@ "issue:43257|issue:43756", "issue:45405|issue:45600", "issue:43906|issue:46693", - "issue:44625|issue:44877", "issue:43540|issue:46693", + "issue:44625|issue:44877", "issue:44466|issue:45005", "issue:43742|issue:47332", - "issue:43577|issue:45072", "issue:43257|issue:47405", - "issue:44568|issue:46491", - "issue:43452|issue:44488", - "issue:24643|issue:29870", - "issue:46463|issue:46899", - "issue:44821|issue:46821" + "issue:43577|issue:45072", + "issue:43452|issue:44488" ], - "prepared_review_unit_hash": "451a11cea3f8d5838425b716d2952ae0d5c884f2b11e55056297ee597f6b4659", + "prepared_review_unit_hash": "07a403b91eb1044aff5e5ee15ec706c77c53220b964870585c5f81a9e56d531f", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36624, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "soft_pair_count": 30, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model-loading / dtype / tokenizer bug reports, with only two plausible duplicate mini-pairs: SigLIP2 output-quality issues and tied-weights handling in v5. Most other soft matches are superficial subsystem overlap rather than the same bug.", - "confidence": 0.66, - "canonical_issue_reason": "issue:44466 is the clearest, most root-cause-oriented report in the only broader duplicate family here: v5 tied-weight serialization varying by device. It is the best anchor for the tied-weights subgroup.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports that only share broad model-loading/config/dtype themes. I\u2019d accept just one soft duplicate pair around SigLIP2; the rest are too symptom-specific or model-specific to safely merge.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report for the SigLIP2 duplicate pair, framing the bug as an HF-vs-JAX implementation discrepancy rather than a single downstream symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the strongest overall representative of the cluster\u2019s limited duplicate signal: it names the concrete tied-weights bug directly and is broad enough to subsume the closely related v5 tied-weights report.", + "best_issue_reason": "issue:43994 is the most user-facing reproduction of the same SigLIP2 failure and is the easiest duplicate target for future reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems and failures: GGUF tokenizer/model loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated problems: Flash Attention support for XLM-RoBERTa vs missing PyTorch import for AutoModel." + }, + { + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Different failures: model loading key error vs Float8 storage lookup/serialization error. Same broad area, not the same bug." + "reason": "Different tokenizer bugs; one is AddedToken keyword duplication, the other is a Mistral regex patch crash." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but the models and failure modes differ: SigLIP2 zero probabilities vs Perceiver image-classification resize/interpolation failure." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both point to SigLIP2 producing wrong outputs versus expected behavior/reference implementation; likely the same underlying model implementation bug." + "reason": "Same SigLIP2 wrong-output bug; 43994 is a user-facing repro of the implementation discrepancy described in 43493." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: MobileLLM key error vs missing Float8 storage class." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Not the same bug: backend packaging omission for TF vs a specific model-loading failure for cjvt/sleng-bert." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Related dtype theme, but one is BLIP2/Qformer staying float32 while the other is from_config leaving config.dtype stale. Different code paths." + "reason": "Both involve dtype handling, but one is BLIP2/qformer casting and the other is stale config.dtype after from_config; not the same concrete bug." }, { "left": "issue:28282", "right": "issue:28370", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to missing vocab_file for custom SentencePiece models." + "reason": "Completely different issues: missing PyTorch dependency vs custom SentencePiece vocab_file handling." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "Both involve 4-bit quantization, but one is an unsafe dtype cast in Gemma4 audio modules and the other is a skip-module/default-exclusion assertion bug." + "reason": "Different multimodal models and paths: Mistral-3 image-preprocessor dtype mismatch vs DiffusionGemma pipeline output wiring." }, { - "left": "issue:43742", - "right": "issue:47333", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different model families and different operations: loading MobileLLM vs saving a disk-offloaded Qwen3 model." + "reason": "Different models and failures; janus test regression is not the same as Phi-4 multimodal load failure." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "Both are multimodal-model issues, but they target different models and different failure surfaces (test generation vs loading)." + "reason": "Both are 4-bit/BitsAndBytes related, but one is Gemma4 audio-module uint8 finfo handling and the other is skip_modules clearing the lm_head exclusion." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:43742", + "right": "issue:47333", "accept": false, - "reason": "Different models and bugs: Mistral-3 preprocessor dtype mismatch vs DiffusionGemma pipeline failure." + "reason": "Different model-loading/offloading bugs: MobileLLM key error vs inability to save a disk-offloaded Qwen3 model." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state bug is unrelated to tokenization changes across versions." + "reason": "Unrelated failures: Qwen3.5 hidden-states bug vs version-dependent tokenization change." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Model loading regression vs repo-files revision forwarding API bug; not the same underlying change." + "reason": "Different architecture-specific bugs: Smollm3 RoPE-layer dropping vs Qwen2.5-VL temporal position scaling." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Both mention positional/RoPE logic, but they are different model-specific bugs with different symptoms and fixes." + "reason": "Different hub/loading issues: model load failure for physical-intelligence/fast vs list_repo_files not forwarding revision." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device placement mismatch and T5 decoder input validation messaging are unrelated." + "reason": "Different code paths: Gemma4 PLE device placement bug vs T5 decoder-input validation error message." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Different model subsystems: Smollm3 RoPE-layer count bug vs Qwen3.5 kernel registration failure." + "reason": "Different Qwen/SmolLM bugs: RoPE-layer behavior vs missing decorator on apply_rotary_pos_emb registration." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU allocation bug is unrelated to T5 decoder validation error handling." + "reason": "XLNet CPU allocation bug and T5 validation-message bug are unrelated." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "Both are message/warning quality issues, but they are different code paths and not the same bug." + "reason": "Different concerns entirely: validation error messaging vs a misleading synced_gpus warning." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping." + "reason": "Different problems: Qwen3 MOE weight conversion under accelerate+deepspeed vs Smollm3 RoPE behavior." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is a version-pin/dependency issue; the other is stale auto_mappings entries breaking CI." + "reason": "Separate CI/package maintenance issues: PEFT version bump vs stale auto_mappings references." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "Insufficient evidence of the same bug; one is a reproduction of another issue, the other is a performance regression in FA2 long-context generation." + "reason": "A reproduction of an older issue is not the same bug as the FA2 long-context regression." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Both are config-related, but one is Qwen3.5 num_labels propagation and the other is strict config loading for granite_speech." + "reason": "Different models and symptoms: Qwen3OmniMoe video-input processing vs FA2 long-context performance regression." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Video-input handling in Qwen3OmniMoe is unrelated to the FA2 performance regression." + "reason": "Different config propagation bugs: num_labels not copied vs strict config blocking granite_speech loading." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe v5 tied-weights handling problems; the shared underlying issue is serialization/weight-tie behavior changing in v5 for translation-style models." + "accept": false, + "reason": "Related theme of tied weights, but not clearly the same concrete bug or fixable in one PR from the titles alone." }, { "left": "issue:43742", "right": "issue:47332", "accept": false, - "reason": "Different model-loading vs disk-offload save failure; no same code-path evidence." - }, - { - "left": "issue:43577", - "right": "issue:45072", - "accept": false, - "reason": "Both are dtype bugs, but they affect different model stacks and likely different fixes." + "reason": "Different offloading/loading failures for different models; no shared bug path is evident." }, { "left": "issue:43257", "right": "issue:47405", "accept": false, - "reason": "Deepspeed conversion failure is not the same as silent conversion skipping when loading through the wrong Auto class." + "reason": "Both mention loading/conversion, but one is Qwen3 MOE conversion under distributed loading and the other is wrong Auto-class conversion skipping; not the same issue." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer regressions, but different behaviors and different models; not the same bug." + "reason": "Different dtype bugs in different models and inference paths; too broad to merge safely." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is a gguf_file regression across AutoTokenizer/AutoModelForCausalLM and the other is a specific model load failure without shared code-path evidence." - }, - { - "left": "issue:24643", - "right": "issue:29870", - "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to Bart generate() using decoder_attention_mask before assignment." - }, - { - "left": "issue:46463", - "right": "issue:46899", - "accept": false, - "reason": "T5 validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated bugs." - }, - { - "left": "issue:44821", - "right": "issue:46821", - "accept": false, - "reason": "AutoImageProcessor URL-loading failure is unrelated to TimesFM window_size AttributeError." + "reason": "Different loading failures: GGUF path breakage vs a specific model failing to load." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays appropriately conservative. The two accepted soft-edge pairs are plausible from the issue titles alone, and the many rejections are well-justified by differing models, failure surfaces, or code paths. No overstatement stands out." + "feedback": "The analysis is grounded and conservative. The only accepted soft pair, issue:43493 vs issue:43994, is plausibly the same SigLIP2 bug (root-cause report plus user-facing repro). The other verdicts mostly stay on the safe side by rejecting pairs with different models, subsystems, or failure modes, and the cluster summary does not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -8351,10 +8313,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ - "issue:33666", - "issue:36010", + "issue:24643", + "issue:29870", "issue:38175", "issue:40444", "issue:42796", @@ -8362,7 +8324,6 @@ "issue:43452", "issue:43572", "issue:43643", - "issue:43646", "issue:43653", "issue:43688", "issue:43697", @@ -8370,13 +8331,14 @@ "issue:43749", "issue:43761", "issue:43906", - "issue:43927", "issue:44361", "issue:44442", "issue:44493", + "issue:44568", "issue:44737", "issue:44756", "issue:44811", + "issue:44821", "issue:44843", "issue:44857", "issue:44898", @@ -8385,38 +8347,42 @@ "issue:45216", "issue:45357", "issue:45372", - "issue:45542", "issue:45588", "issue:45663", - "issue:45701", - "issue:45704", "issue:45920", "issue:46050", "issue:46121", "issue:46170", - "issue:46178", + "issue:46463", + "issue:46491", + "issue:46821", "issue:46829", "issue:46846", + "issue:46899", "issue:47000", "issue:47013", "issue:47332", "issue:47404" ], "soft_pairs": [ + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:46463|issue:46899", "issue:42796|issue:43906", + "issue:44821|issue:46821", "issue:43452|issue:44843", - "issue:45663|issue:46846", "issue:44756|issue:47404", - "issue:43720|issue:44898", "issue:43697|issue:46829", + "issue:43720|issue:44898", + "issue:45663|issue:46846", "issue:44737|issue:45588", - "issue:44913|issue:46121", "issue:43653|issue:44361", + "issue:44913|issue:46121", "issue:44493|issue:46050", "issue:38175|issue:43295", "issue:45357|issue:45920", - "issue:44756|issue:47332", "issue:44361|issue:44442", + "issue:44756|issue:47332", "issue:46846|issue:47404", "issue:40444|issue:44811", "issue:43697|issue:45216", @@ -8425,216 +8391,198 @@ "issue:45372|issue:46170", "issue:44857|issue:47000", "issue:43761|issue:47013", - "issue:43572|issue:43643", - "issue:43646|issue:43749", - "issue:45542|issue:46178", - "issue:33666|issue:36010", - "issue:43688|issue:45701", - "issue:43688|issue:45704", - "issue:43653|issue:43927" + "issue:43572|issue:43643" ], - "prepared_review_unit_hash": "60691c649c04a7ea3122cf17d9e18271f63a9095be73541061bf08a0c45e4ff5", + "prepared_review_unit_hash": "3665f9983654800739fe1be5b7e8c448481ed9dfe3b4e07f14baff207b8686c2", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36780, - "estimated_input_tokens": 9195, - "estimated_eval_tokens": 18646 + "soft_pair_count": 27, + "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": "This cluster is highly heterogeneous: the soft pairs mostly link unrelated bug reports that share only broad themes like tokenizers, loading, or regressions. I would not merge any of the candidate pairs.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45920 is the strongest anchor: it\u2019s a broad, high-impact v5 tokenizer regression affecting multiple models, with a clear symptom and wide applicability.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, loading, training, quantization, and model-output regressions. None of the proposed soft edges look like the same underlying bug/change, so all should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures, and the soft pairs are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best representative issue in this set because it is well-scoped, broadly relevant, and clearly describes a user-facing regression with multiple affected models.", + "best_issue_reason": "If one issue must be kept as the most representative, issue 45920 is the broadest high-impact regression, but it does not serve as a duplicate umbrella for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors: BOS/EOS insertion vs leading-space round-trip." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Completely different failures: DeepSpeed training weight shape error vs BART generate decoder_attention_mask initialization bug." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different code paths and symptoms: T5 decoder-input validation error message vs Gemma-4 multimodal 4-bit dtype cast crash." + }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Different tokenizer bugs/models; one is BPE marker handling, the other is an isolated reproduction of a different prior issue." + "reason": "43906 is only a reproduction of another issue; nothing here indicates the same tokenizer bug as Ministral BPE marker handling." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Both involve loading, but one is gguf_file handling and the other is an offline model_info call in _patch_mistral_regex." + "reason": "Unrelated issues: image processor loading from URL vs TimesFM window_size attribute access." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different models and failure modes: FSDP2 KeyError in Gemma-4 vs Qwen3.5 tensor-parallel OOM/shape issues." + "reason": "Both involve from_pretrained loading, but one is gguf_file/model loading support and the other is an offline mistral-regex hub call bug." }, { "left": "issue:44756", "right": "issue:47404", "accept": false, - "reason": "Both are OOM-related, but mmap on Strix Halo and destination-GPU contiguous() transients are different code paths." + "reason": "Both mention OOM, but one is mmap on Strix Halo and the other is conversion-op transient GPU budget usage; different root causes." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model/output bugs: RTDetrV2 output divergence vs VideoPrism mis-populating hidden_states." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Unrelated models and bugs; BitNet packed-weight loading vs Perceiver interpolation failure." + "reason": "Different subsystems and failures: BitNet packed-weight loading vs Perceiver non-default resolution interpolation." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "Both report output mismatches, but the models and output fields differ; not the same underlying defect." + "reason": "Different parallelism paths and root causes: Gemma-4 FSDP2 shared_kv_states KeyError vs Qwen3.5 TP plan omissions." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU placement bug is unrelated to the flash_attention.py s_aux=None crash." + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both touch rope/config logic, but one is rotary_pct persistence and the other is list-type validation in a helper." + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLuke task-time AttributeError." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Different tokenizer implementations and error modes: special-token decode issue vs MLuke AttributeError on tasks." + "reason": "One is config persistence of rotary_pct; the other is a type error in rope validation helper." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id warnings and quantized save/load breakage are not the same bug or code path." + "reason": "Unrelated regressions: unexpected position-id keys vs sinq quantization save/load breakage." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "siglip2 zero probabilities and processor.tokenizer regression are separate vision/text issues." + "reason": "Different classes of bugs: SigLIP2 zero probabilities vs processor.tokenizer/image-to-tokenizer regression." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual-encoder save keys and broad AutoTokenizer wrong-ID regression are different problems." + "reason": "Both are broad v5 regressions, but one is save_pretrained checkpoint serialization and the other is AutoTokenizer token-ID correctness." }, { - "left": "issue:44756", - "right": "issue:47332", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both are offloading-related, but mmap OOM avoidance and saving a disk-offloaded model are distinct failures." + "reason": "Both are tokenizer-related, but they target different tokenizer classes and different failure modes." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44756", + "right": "issue:47332", "accept": false, - "reason": "Different tokenizer models and failures: MLuke task AttributeError vs FastSpeech2Conformer loading error." + "reason": "Different offloading scenarios: loading OOM on Strix Halo vs saving a disk-offloaded Qwen3-VL model." }, { "left": "issue:46846", "right": "issue:47404", "accept": false, - "reason": "Different subsystems: Qwen3.5 tensor-parallel plan vs device_map conversion-op OOM." + "reason": "Different bugs: missing tensor-parallel plan entries vs unbudgeted contiguous() transients during device_map loading." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "Different multimodal/audio paths: iterable dataset with multiple images vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are unrelated regressions." + "reason": "Different models and problems: RTDetrV2 inference divergence vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info access and est-roberta tokenizer loading regression do not share the same concrete code path." + "reason": "Both are tokenizer loading regressions, but one is HF_HUB_OFFLINE mishandling in mistral regex patching and the other is model-specific tokenizer load failure." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are separate bugs." + "reason": "Different issues: auxiliary-loss normalization vs FSDP CPU RAM efficient loading." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import failure and Windows ROCm torch.distributed dependency issue are different failures." + "reason": "Completely different causes: mistral_common import mismatch for Gemma 4 vs Windows ROCm torch.distributed dependency problems." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different loss functions/models and different crash causes: AMP float16 failure vs infeasible cost matrix." + "reason": "Both are detection losses, but one is float16 AMP/CUDA crash and the other is infeasible cost matrix in RTDetrLoss." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "CLIP hidden_states regression and xLSTM return_last_states unpacking bug are unrelated." + "reason": "Different model/runtime failures: CLIPVision hidden_states omission vs xLSTM return_last_states unpacking crash." }, { "left": "issue:43572", "right": "issue:43643", "accept": false, - "reason": "StableLmConfig pad_token_idx loss and trust_remote_code missing fields are different config bugs." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "General custom model initialization regression vs FSDP CPU RAM loading; separate issues." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both are backend-related, but one is undefined tf backend from tensorboard-only install and the other is unsupported tensorflow_text backend." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization and tokenizer behavior changes across versions are separate bugs." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization has no concrete overlap with T5 apex.FusedRMSNorm memory leak." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Both are tokenizer/config related, but BigBird special-token registration and DiaConfig custom token IDs are different issues." + "reason": "One is a missing config field after v5 update; the other is AutoConfig trust_remote_code losing fields on return." } ] }, @@ -8656,30 +8604,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:28370", "issue:32090", "issue:33666", "issue:34567", + "issue:36010", "issue:36331", - "issue:39692", "issue:41720", "issue:42898", - "issue:43278", "issue:43295", - "issue:43334", "issue:43452", - "issue:43493", "issue:43504", "issue:43525", "issue:43550", "issue:43577", "issue:43606", "issue:43643", + "issue:43646", "issue:43653", "issue:43688", "issue:43720", + "issue:43749", "issue:43761", "issue:43782", "issue:43927", @@ -8695,30 +8642,37 @@ "issue:44977", "issue:45356", "issue:45405", - "issue:45440", - "issue:45759", + "issue:45542", + "issue:45701", + "issue:45704", "issue:46050", + "issue:46178", "issue:46491", "issue:46693", "issue:46701", "issue:46829", "issue:46832", "issue:46932", - "issue:47254", - "issue:47276" + "issue:47254" ], "soft_pairs": [ + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43688|issue:45704", + "issue:33666|issue:36010", + "issue:45542|issue:46178", + "issue:43653|issue:43927", "issue:43525|issue:46701", - "issue:43295|issue:45356", "issue:44479|issue:44625", + "issue:43295|issue:45356", "issue:44464|issue:44743", - "issue:46832|issue:46932", "issue:43550|issue:44361", - "issue:43761|issue:46829", + "issue:46832|issue:46932", "issue:43653|issue:44568", + "issue:43761|issue:46829", "issue:41720|issue:44464", - "issue:43452|issue:43577", "issue:33666|issue:36331", + "issue:43452|issue:43577", "issue:44977|issue:46693", "issue:28370|issue:34567", "issue:44464|issue:44977", @@ -8727,227 +8681,227 @@ "issue:43782|issue:46693", "issue:42898|issue:46491", "issue:32090|issue:33666", - "issue:45405|issue:47254", "issue:43606|issue:43927", - "issue:43720|issue:43927", "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:45405|issue:47254", "issue:43643|issue:44561", - "issue:43688|issue:45440", - "issue:43278|issue:43688", - "issue:43504|issue:44610", - "issue:39692|issue:43493", - "issue:44625|issue:47276", - "issue:43720|issue:44361", - "issue:43334|issue:45759" + "issue:43504|issue:44610" ], - "prepared_review_unit_hash": "08164063efca208e52c9b9bd4ec6b20139609decf597ccdc4b8c3048acbedb21", + "prepared_review_unit_hash": "24bb40e51666f52638e2e2d6bf00041ddd1beab2fdab0d1f9d84e851f082f75a", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37338, - "estimated_input_tokens": 9335, - "estimated_eval_tokens": 18926 + "serialized_chars": 37200, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are a heterogeneous mix of unrelated Transformers bugs/regressions (tokenizers, model loading, training, generation, vision, MoE, quantization). None of the soft pairs look like the same underlying bug or change, so no duplicates are accepted.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #46693 is the most central by discussion volume and inbound references, with a broad user-facing regression impact; it is the best single representative despite the overall cluster being heterogeneous.", + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad Transformers/regression vocabulary. I found no soft pair that clearly describes the same underlying bug or change, so all soft edges are rejected. The most representative issue is the broad custom-model regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest and most central representative of the cluster\u2019s recurring theme: custom / trust_remote_code model breakage after a major Transformers change.", "canonical_pr_reason": null, - "best_issue_reason": "#46693 is the strongest representative of the set because it is the most heavily discussed and clearly documented regression.", + "best_issue_reason": "issue:43646 best captures the main cluster topic and is the most plausible umbrella issue for related custom-model initialization regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Different model families and failure modes: missing `pad_token_id` on Qwen3-VL config vs a DiffusionGemma image-text pipeline bug." + "reason": "Different bugs: auxiliary-loss normalization in MoE models vs tokenization changes across versions." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage vs FSDP CPU RAM efficient loading; different code paths and failure modes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated: MoE auxiliary loss normalization vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training problem is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backends, but one is tensorboard-without-TF backend detection and the other is an unsupported tensorflow_text backend mapping error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config fields lost on save/load; different components and symptoms." + }, + { + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Both are regressions, but one is about processor/tokenizer access in custom model code and the other is about Kimi-K2.5 codec/tokenization handling; different code paths." + "reason": "Llama4Config missing pad_token_id is unrelated to the DiffusionGemma image-text pipeline failure." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Different bugs: video input regression across Qwen VL variants vs `num_labels` propagation into Qwen3.5 text config." + "reason": "Video-input regression in Qwen multimodal models vs num_labels propagation in Qwen3.5 config." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both touch generation/caching, but one is chunked generation with compiled forward and the other is recurrent state reset in a modular Qwen3.5 file; not the same concrete bug." + "reason": "Processor/tokenizer API regression vs Kimi-K2.5 codec/regex tokenizer regression; not the same bug." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Unrelated areas: RT-DETR feature-level mismatch vs Gemma4 quantized embedder dtype casting." + "reason": "Both affect generation, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular_qwen3_5." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Completely different subsystems: torch.compile + SDPA in Bamba vs tokenizer AttributeError in MLukeTokenizer." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Both involve hidden_states, but one is CLIPVisionModel omitting them and the other is VideoPrism classification output wiring; different implementation bugs." + "reason": "RT-DETR feature-level mismatch is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and different behaviors (mask token registration vs BOS/EOS insertion)." + "reason": "Different tokenizer issues: BigBird mask token registration vs mdeberta add_special_tokens BOS/EOS handling." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Different failure modes: CUDA assert under auto device mapping for Qwen3 vs inconsistent outputs from compiled chunked generation." + "reason": "Both involve hidden_states fields, but one returns None in CLIPVisionModel and the other misassigns last_hidden_state in VideoPrism." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Different loading/serialization issues: gguf_file breaks AutoModel/AutoTokenizer loading vs Blip2 dtype not propagating to model/qformer." + "reason": "Qwen3 auto device-mapping cuda assert is unrelated to compiled-forward chunked generation inconsistency." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Different trainer-related problems: Qwen2-VL multi-GPU training vs a custom `compute_loss` signature regression." + "reason": "Multi-GPU Qwen2-VL training issue is not the same as CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype propagation." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Both mention generation and attention, but one is correctness for Qwen3.5 with flash-attention and the other is a performance regression with FA2 long-context generation." + "reason": "Qwen3.5 flash-attention correctness failure is not the same as a long-context performance regression." }, { "left": "issue:28370", "right": "issue:34567", "accept": false, - "reason": "Unrelated: SentencePiece `vocab_file` attribute handling vs TrainerState token accounting not updating." + "reason": "Missing vocab_file for SentencePiece models is unrelated to TrainerState token counting not updating." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different generation bugs with different triggers: compiled forward inconsistency vs flash-attention misgeneration." + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention failure are different problems." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different model-loading vs compile/attention problems; no shared code-path bug." + "reason": "Legacy-field load failure in Beit is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both concern save/load behavior, but one is tied-weight serialization varying by device and the other is sinq quantization breaking after reload." + "reason": "Serialization inconsistency of tied lm_head weights is different from sinq quantization save/load breakage." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Different root causes: Qwen3VL `from_pretrained(weight_only=True)` error vs a flash-attention long-context performance regression." + "reason": "Qwen3VL weight_only load error is unrelated to FA2 long-context performance regression." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenization regressions, but one is a cleanup-space behavior change and the other is a CodeLlama leading-space round-trip bug." + "reason": "General clean_up_tokenization_spaces behavior change is not the same as CodeLlama leading-space round-trip regression." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both involve training, but one is a `_gpu_broadcast_one` NoneType error and the other is Qwen2-VL multi-GPU training behavior." - }, - { - "left": "issue:45405", - "right": "issue:47254", - "accept": false, - "reason": "No overlap: an unreleased PEFT version bump vs a checkpointing error with PEFT + DeepSpeed ZeRO-3." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Different bugs: CPU offload device mismatch in bark-small vs DiaConfig losing custom token IDs after save/load." + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig losing custom token IDs." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Different areas and symptoms: BitNet packed-weight handling during accelerate loading vs MLukeTokenizer task-time AttributeError." + "reason": "Beit legacy-field loading bug is unrelated to BitNet packed-weight loading failure." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Related only by `trust_remote_code`, but one is missing fields from `AutoConfig.from_pretrained` and the other is a v5 removal breaking remote-code models." + "reason": "Packed-weight accelerate loading failure and lost custom token IDs are different issues." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:45405", + "right": "issue:47254", "accept": false, - "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a DeepSeekV3MoE implementation divergence." + "reason": "Unreleased PEFT version pinning is unrelated to PEFT + DeepSpeed checkpointing errors." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Different bugs: dtype mismatch between train/eval for embeddings vs auxiliary-loss normalization in MoE models." + "reason": "Both affect trust_remote_code models, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different vision-model bugs: legacy-field loading failure in BEiT vs OmDet-Turbo processor/model image-size mismatch." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example issue with model/processor mismatch and quantization failure, while the other is an implementation discrepancy vs JAX." - }, - { - "left": "issue:44625", - "right": "issue:47276", - "accept": false, - "reason": "Completely unrelated: Qwen3.5 `num_labels` propagation vs a misleading `synced_gpus` warning in continuous batching." - }, - { - "left": "issue:43720", - "right": "issue:44361", - "accept": false, - "reason": "Same as above: unrelated BitNet loading issue vs MLukeTokenizer task error; not mergeable as one bug fix." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is a missing `pad_token_id` attribute and the other is `from_config` failing to unwrap `text_config`; different fixes and code paths." + "reason": "Beit preset loading failure is unrelated to OmDet-Turbo processor/model input-size mismatch." } ] }, @@ -8969,13 +8923,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:28218", "issue:33357", "issue:39692", "issue:42796", "issue:43257", + "issue:43278", "issue:43295", "issue:43334", "issue:43493", @@ -8985,6 +8940,8 @@ "issue:43577", "issue:43611", "issue:43646", + "issue:43688", + "issue:43720", "issue:43825", "issue:43927", "issue:43994", @@ -8993,10 +8950,9 @@ "issue:44466", "issue:44484", "issue:44488", - "issue:44493", "issue:44514", "issue:44554", - "issue:44568", + "issue:44625", "issue:44704", "issue:44734", "issue:44843", @@ -9004,248 +8960,246 @@ "issue:44977", "issue:45290", "issue:45405", - "issue:45491", - "issue:45812", + "issue:45440", + "issue:45759", "issue:45823", - "issue:46002", "issue:46050", "issue:46192", "issue:46209", - "issue:46365", - "issue:46489", "issue:46612", "issue:46846", + "issue:47276", "issue:47332", "issue:47404", "issue:47436", "issue:47448" ], "soft_pairs": [ + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43688|issue:45440", + "issue:44625|issue:47276", + "issue:43334|issue:45759", "issue:44734|issue:46612", "issue:43577|issue:44554", "issue:45823|issue:46050", "issue:43525|issue:43572", - "issue:44964|issue:45405", "issue:44514|issue:45290", + "issue:44964|issue:45405", "issue:43334|issue:43572", - "issue:28218|issue:33357", "issue:44484|issue:44704", + "issue:28218|issue:33357", "issue:43611|issue:46846", "issue:39692|issue:43295", "issue:44977|issue:46209", - "issue:43994|issue:46192", "issue:44488|issue:44843", + "issue:43994|issue:46192", "issue:45405|issue:47332", "issue:42796|issue:44977", "issue:43257|issue:47404", "issue:43493|issue:43825", - "issue:43531|issue:47436", - "issue:43572|issue:44291", "issue:43927|issue:44361", + "issue:43531|issue:47436", "issue:43646|issue:44466", - "issue:45491|issue:46002", - "issue:46050|issue:47448", - "issue:44568|issue:45812", - "issue:44493|issue:47448", - "issue:44554|issue:46365", - "issue:44568|issue:46489" + "issue:43572|issue:44291", + "issue:46050|issue:47448" ], - "prepared_review_unit_hash": "ad7ee392d670a5b0e4f047eb086922ec209a47952eb55f5a23b0dc015fc9e964", + "prepared_review_unit_hash": "0106c6ae22a9a5a540975520ade0ffbf6f84fbdfc34f8860528df10d8e7bee30", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36389, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "serialized_chars": 36316, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly semantically similar at a very broad subsystem level, but they do not describe the same concrete bug/change. I would keep them separate; this cluster looks like accidental topical similarity rather than true duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45812 is the strongest representative because it is a clear, high-signal v4\u2192v5 tokenizer regression with multiple inbound references and a concrete, reproducible failure mode.", + "summary": "Mostly unrelated issue reports. A few pairs share broad themes like v5 config/regression breakages or tokenizer/processor handling, but they point to different concrete code paths and should not be deduplicated.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella regression report in the set and best fits as a representative anchor for several v5 initialization/config breakage reports, even though the cluster does not contain a true duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the most broadly relevant and well-documented issue in the set, with the clearest regression framing and the most external attention.", + "best_issue_reason": "Issue 43646 is the most general and central issue among the candidates, with the widest potential to subsume adjacent v5-loading/init regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: one is a dtype mismatch on embedding layers, the other is auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Both are loading/runtime failures, but they involve different components and failure modes: packed-weight handling vs tokenizer/task AttributeError." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both concern MoE-related correctness, but the reported bugs are distinct (aux loss normalization vs DeepSeekV3 implementation divergence)." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Different surface area: config propagation for Qwen3.5 vs a misleading warning message in continuous batching." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both involve generation cache behavior, but one is a KV-cache continuation crash in serve while the other is beam-search cache reorder being skipped for specific model families; different code paths and fixes." + "reason": "Different generation bugs in unrelated code paths: serve KV-cache indexing vs beam-search cache reorder skipping for several legacy models." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "One is a dtype propagation bug in BLIP2 loading, the other is an MPS attention correctness issue; unrelated mechanisms and symptoms." + "reason": "Unrelated problems: BLIP2 dtype loading vs an attention correctness issue on MPS." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device placement mismatch during Gemma4 forward and quantized save/load breakage are different problems with different failure points." + "reason": "Different model-handling failures: device mismatch during forward with device_map='auto' vs quantized model save/load breakage." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing pad-token config attributes after v5, but they affect different model configs and different attribute names; not the same concrete bug." + "reason": "Similar symptom class, but different config attributes and model families; not the same underlying bug." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "A model-loading failure for Phi-4 multimodal is unrelated to a PEFT version bump that is too new for PyPI." + "reason": "Both are chat-template related, but one is batched padding behavior and the other is tool-call assistant messages with no content." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both touch apply_chat_template, but one fails on batched padding=False input and the other on tool-call assistant messages with no content; distinct edge cases." + "reason": "Completely different issues: multimodal model loading vs PEFT version pinning to an unreleased release." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different model families and different missing config attributes; same broad regression class, but not one bug." + "reason": "Both are missing config attributes after version changes, but they affect different configs and fields." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Tokenizer spacing after added tokens and a Mac bus error on a CLIP model are unrelated." + "reason": "Different save/load API concerns: shard size defaults vs AutoProcessor kwargs forwarding." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "One is a save_pretrained shard-size question, the other is AutoProcessor kwargs not reaching cached_file; no shared underlying defect." + "reason": "No real overlap: tokenizer spacing bug vs MacOS bus error on a CLIP model." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Base-model-prefix loading regression and missing tensor-parallel plan entries are separate model-loading/generation issues." + "reason": "Both mention model loading/sharding-like behavior, but one is a base_model_prefix regression and the other is a TP plan issue for Qwen3.5." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors are not the same as a regression in processor.tokenizer access and image passing." + "reason": "Different multimodal problems: documentation example errors vs a regression in processor.tokenizer / tokenizer image handling." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Flash-attention generation failure and FP8 inference failure on B200 are different hardware/model-path issues." + "reason": "Different accelerator/runtime failures: Qwen3.5 flash-attention generation vs FP8 inference on B200." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Wrong SigLIP2 outputs and return_tensors being ignored are separate tokenizer/pipeline behaviors." + "reason": "Unrelated loading failures: one model failing to load vs offline mode broken by an unconditional model_info() call." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Loading a specific model and offline-mode breakage from unconditional model_info() calls are unrelated." + "reason": "Different components: SigLIP2 inference quality issue vs return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:45405", "right": "issue:47332", "accept": false, - "reason": "A dependency-version bump and inability to save an offloaded model are unrelated." + "reason": "PEFT version pinning and disk-offloaded model saving are unrelated." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE marker handling and flash-attention generation failure are different bugs." + "reason": "Both are Qwen-related tokenizer/model issues, but one is BPE-marker handling and the other is flash-attention generation correctness." }, { "left": "issue:43257", "right": "issue:47404", "accept": false, - "reason": "Qwen3 MoE weight conversion and device-map loading OOM from conversion transients are not the same change." + "reason": "Different loading/packing issues: Qwen3 MoE conversion with accelerate+deepspeed vs device_map transient OOM during conversion ops." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 numerical discrepancy and a pipeline error-message regression are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:47436", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and a missing max_position_embeddings config attribute are separate issues." + "reason": "Different SigLIP2-related reports: implementation discrepancy vs a pipeline task error message regression." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Missing pad_token_idx after v5 and an unexpected _is_hf_initialized init argument are different migration regressions." + "reason": "Different config/model areas: DiaConfig save/load token IDs vs MLukeTokenizer AttributeError." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43531", + "right": "issue:47436", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are distinct tokenizer/config bugs." + "reason": "Both are config/behavior regressions in Qwen-family models, but one is sliding_window and the other is missing max_position_embeddings." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breaks in v5, but inconsistent lm_head.weight serialization is a different issue." + "reason": "Both are v5 regressions, but they concern different code paths: custom model initialization vs tied-weight serialization." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Both mention NaNs, but the causes and affected components differ completely." + "reason": "Both involve loading/config issues, but one is missing pad_token_idx after v5 and the other is an unexpected _is_hf_initialized argument with init_empty_weights." }, { "left": "issue:46050", "right": "issue:47448", "accept": false, - "reason": "Quantized model save/load breakage and an unrecognized Gemma4 architecture are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion for mdeberta and the other is wrong token IDs for Granite; not the same concrete bug." - }, - { - "left": "issue:44493", - "right": "issue:47448", - "accept": false, - "reason": "Unexpected position-id keys and unrecognized Gemma4 architecture are different model/config problems." - }, - { - "left": "issue:44554", - "right": "issue:46365", - "accept": false, - "reason": "An attention correctness issue on MPS is unrelated to an import conflict involving datasets and Trainer." - }, - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "Different tokenizer regressions affecting different models and likely different code paths; too broad to merge." + "reason": "Different quantization/model-loading problems: sinq save/load breakage vs Gemma4 architecture recognition." } ] }, @@ -9267,18 +9221,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:15354", "issue:28218", "issue:29925", - "issue:34567", - "issue:37428", "issue:38175", "issue:42490", - "issue:42947", "issue:43278", - "issue:43381", "issue:43493", "issue:43504", "issue:43572", @@ -9289,282 +9239,279 @@ "issue:43824", "issue:43844", "issue:43873", - "issue:43957", "issue:43994", "issue:44112", "issue:44423", "issue:44464", "issue:44493", + "issue:44554", + "issue:44568", "issue:44589", "issue:44734", "issue:44849", - "issue:44964", "issue:45072", "issue:45084", - "issue:45229", "issue:45245", "issue:45357", + "issue:45491", "issue:45520", "issue:45584", - "issue:45823", + "issue:45812", + "issue:46002", "issue:46050", "issue:46209", "issue:46285", + "issue:46365", + "issue:46489", "issue:46710", "issue:46821", "issue:46832", "issue:47013", "issue:47254", "issue:47404", - "issue:47436" + "issue:47436", + "issue:47448" ], "soft_pairs": [ + "issue:44493|issue:47448", + "issue:44568|issue:45812", + "issue:44554|issue:46365", + "issue:44568|issue:46489", "issue:43278|issue:43701", "issue:28218|issue:29925", "issue:43873|issue:47404", - "issue:42490|issue:43696", + "issue:45491|issue:46002", "issue:43504|issue:43606", + "issue:42490|issue:43696", "issue:43493|issue:43844", - "issue:46821|issue:46832", "issue:43824|issue:44589", - "issue:44589|issue:45520", + "issue:46821|issue:46832", "issue:43278|issue:43844", "issue:46209|issue:46710", - "issue:43994|issue:44493", - "issue:43606|issue:44112", + "issue:44589|issue:45520", "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43994|issue:44493", "issue:44493|issue:46285", "issue:45072|issue:46832", "issue:43873|issue:46050", - "issue:44464|issue:45584", "issue:44423|issue:44734", + "issue:44464|issue:45584", "issue:15354|issue:38175", "issue:43572|issue:47436", "issue:47013|issue:47254", - "issue:45084|issue:45520", "issue:45245|issue:46710", - "issue:42947|issue:43381", "issue:44849|issue:45357", - "issue:45229|issue:45823", - "issue:28218|issue:34567", - "issue:43844|issue:44964", - "issue:44849|issue:46209", - "issue:37428|issue:43957" + "issue:45084|issue:45520" ], - "prepared_review_unit_hash": "ba23d0a69162676b807f4e884d5ff0b3fa4712d171aba629bcb766733995ed23", + "prepared_review_unit_hash": "5cc6536cf5d06763a839009662909678752d3c49cec3bdd9cb16aacd9cf7858e", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37082, - "estimated_input_tokens": 9271, - "estimated_eval_tokens": 18798 + "soft_pair_count": 30, + "serialized_chars": 36864, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are issues, not PRs. The cluster is a loose mix of unrelated Transformers bugs; none of the soft pairs look like the same underlying problem, and issue 43873 is the strongest single anchor by activity and breadth.", - "confidence": 0.93, - "canonical_issue_reason": "No true duplicate cluster is evident; issue 43873 is the most active and broadly framed bug report, so it is the best anchor among these issues.", + "summary": "The cluster is highly heterogeneous: most pairs share only broad thematic similarity (tokenizers, configs, offload, generation, quantization) but not the same concrete bug. None of the soft edges look like true duplicates, so they should all stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue:44493 is the closest fit because it is the broadest, most central regression in the set and appears in multiple soft-similarity links.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the highest engagement and a clear reproducible bug description, making it the best overall representative of the set.", + "best_issue_reason": "issue:44493 is the best representative issue: it describes a cross-model regression with a generic symptom, unlike the more model-specific or infrastructure-specific reports nearby.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:47448", + "accept": false, + "reason": "Different bugs: unexpected key/position-id regression vs gemma4 architecture recognition." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and different failure modes (missing BOS/EOS vs wrong token IDs)." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to the Trainer import/dependency problem." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Distinct tokenizer bugs affecting different model families and outputs." + }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different symptoms and code paths: eval dtype drift vs checkpoint resume key mismatch." + "reason": "BF16/FP32 dtype drift is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:28218", "right": "issue:29925", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to SigLIP fast-tokenizer enforcement." + "reason": "Added-token spacing bug is not the same as SigLIP fast-tokenizer enforcement." }, { "left": "issue:43873", "right": "issue:47404", "accept": false, - "reason": "Both involve loading/offloading, but one is quantization offload behavior and the other is transient OOM during conversion." + "reason": "Quantization offloading behavior and device_map transient OOM are different loading/offload issues." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Import warning on trailing slash is unrelated to a GPT-oss CUDA OOM." + "reason": "Both mention NaNs, but the root causes and code paths differ." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model loading failure is unrelated to CPU offload device mismatch." + "reason": "Legacy field loading failure is unrelated to CPU offload device mismatch." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy is a model correctness issue, not the ZeRO-3 gradient blowup described here." + "reason": "Trailing-slash import warning is unrelated to CUDA OOM on GPT-oss-20b." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Different model bugs: TimesFM window_size attribute error vs RT-DETR feature-level mismatch." + "reason": "SigLIP2 HF/JAX discrepancy is not the same bug as ZeRO-3 gradient explosion." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing a missing Qwen class is not the same as a Float8 storage lookup failure." + "reason": "ImportError for a missing class and Float8 storage lookup failure are different runtime issues." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Float8 storage resolution and flash_attn import-key handling are separate import/runtime issues." + "reason": "TimesFM window_size attribute handling and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Eval dtype change and gradient explosion under ZeRO-3 are unrelated failures." + "reason": "Mixed-precision dtype change is not the same as the DeepSpeed gradient blow-up." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference OOM on B200 is not the same as an accuracy regression after upgrade." + "reason": "FP8 inference failure on B200 is unrelated to an accuracy regression after version upgrade." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage type lookup and flash_attn import handling are different failures." + }, + { + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "SigLIP2 nonsense outputs and unexpected position-id keys are distinct model bugs." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are separate bugs." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real device-mismatch bug is not the same as a stale CI test." + "reason": "A real CPU offload bug is not the same as a stale CI test." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Pretrained-load legacy field error is unrelated to BigBirdTokenizer mask-token registration." + "reason": "Wrong SigLIP2 outputs and unexpected position-id keys are different model regressions." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structural inconsistency are different regressions." + "reason": "Unexpected key/position-id regression is unrelated to CLIPTextModel structure inconsistency." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Bfloat16 dtype mismatch in inference is unrelated to RT-DETR forward shape/length error." + "reason": "Dtype mismatches in bfloat16 inference are unrelated to RT-DETR forward shape/feature-level errors." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantized offloading and save/load breakage for sinq are different quantization bugs." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription failure." + "reason": "Offloading with quantization and broken save/load for sinq-quantized models are different code paths." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are different serve paths." + "reason": "Serve continuous-batching multimodal crash is not the same as KV-cache continuation indexing." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp limitation is unrelated to SigLIP2 zero-probability outputs." + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probability outputs are unrelated." }, { "left": "issue:43572", "right": "issue:47436", "accept": false, - "reason": "Missing pad_token_idx and missing max_position_embeddings are different config regressions." + "reason": "Missing pad_token_idx in StableLmConfig and missing max_position_embeddings in Qwen2_5OmniConfig are different config regressions." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "xLSTM train-mode unpacking crash is unrelated to PEFT+ZeRO-3 checkpoint error." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Template-node compilation failure is unrelated to flash_attn import lookup on Python 3.13." + "reason": "xLSTM backend unpacking crash is unrelated to PEFT+DeepSpeed checkpointing errors." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count limit error is unrelated to the DeepSeek accuracy regression." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Gradient-checkpointing ineffectiveness in PEFT LoRA is not the same as being unsupported in eval mode." + "reason": "Category-count limit runtime error does not match a model accuracy regression." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states bug and incorrect visual-encoder save keys are different regressions." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Multi-GPU CUDA OOM and device mismatch with device_map='auto' are separate Gemma4 issues." - }, - { - "left": "issue:28218", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer added-token spacing is unrelated to TrainerState token-count tracking." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "ZeRO-3 gradient anomaly is unrelated to Phi-4 multimodal loading failure." + "reason": "Qwen3.5 hidden-states bug and incorrect visual-encoder save_pretrained keys are separate issues." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." + "reason": "Compilation of non-template nodes is unrelated to flash_attn import KeyError on Python 3.13." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Flash-attention import failure and meta-device model loading breakage are different infrastructure bugs." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure have different triggers and fix paths." } ] }, @@ -9586,35 +9533,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ + "issue:28218", "issue:28370", "issue:29942", "issue:30333", + "issue:34567", "issue:34689", "issue:37428", "issue:41720", + "issue:42947", "issue:43065", "issue:43295", - "issue:43334", + "issue:43381", "issue:43404", "issue:43450", "issue:43493", - "issue:43525", "issue:43540", - "issue:43550", "issue:43572", - "issue:43575", "issue:43701", - "issue:43824", "issue:43844", "issue:43873", "issue:43937", - "issue:44186", + "issue:43957", "issue:44554", "issue:44610", "issue:44849", "issue:44869", + "issue:44964", "issue:44977", "issue:45072", "issue:45198", @@ -9627,6 +9574,7 @@ "issue:45823", "issue:46121", "issue:46192", + "issue:46209", "issue:46369", "issue:46701", "issue:46710", @@ -9637,231 +9585,231 @@ "issue:47404" ], "soft_pairs": [ + "issue:45229|issue:45823", + "issue:42947|issue:43381", + "issue:28218|issue:34567", + "issue:43844|issue:44964", + "issue:44849|issue:46209", + "issue:37428|issue:43957", "issue:45200|issue:45229", "issue:41720|issue:46710", "issue:43493|issue:43701", - "issue:47332|issue:47404", - "issue:43937|issue:46701", "issue:44849|issue:47145", - "issue:43295|issue:43450", + "issue:43937|issue:46701", + "issue:47332|issue:47404", "issue:44977|issue:46701", + "issue:43295|issue:43450", "issue:43065|issue:46369", "issue:43404|issue:46710", "issue:44554|issue:45446", "issue:45588|issue:45759", "issue:45072|issue:45198", "issue:43295|issue:43873", - "issue:44869|issue:46752", "issue:43572|issue:46821", - "issue:29942|issue:30333", + "issue:44869|issue:46752", "issue:43540|issue:45200", - "issue:45823|issue:46192", - "issue:28370|issue:34689", - "issue:45406|issue:46121", + "issue:29942|issue:30333", "issue:43295|issue:44610", - "issue:44186|issue:46192", - "issue:43334|issue:43525", - "issue:43450|issue:43575", - "issue:37428|issue:43824", - "issue:45200|issue:45823", - "issue:43550|issue:43844" + "issue:45406|issue:46121", + "issue:28370|issue:34689", + "issue:45823|issue:46192" ], - "prepared_review_unit_hash": "f31e91eaba5ad0a2f10fb6933f76b3c36a6dac4fd555563da707417c51650caf", + "prepared_review_unit_hash": "d26c79d378828ed7a1244f12ff9a8b607515cf39133617a5ea6736fbee04dbaf", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35518, - "estimated_input_tokens": 8880, - "estimated_eval_tokens": 18016 + "serialized_chars": 36038, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose topical cluster of mostly unrelated Transformers issues (model loading, multimodal processors, offloading, flash-attn, configs). I do not see any soft pair that is clearly the same underlying bug/change, so no canonical duplicate stands out.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad subsystems or model families, but they describe different failure modes and code paths rather than the same duplicate bug.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated tokenizer, training, loading, processor, offloading, and model-specific regressions, so there is no coherent duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a good global representative because the cluster does not form one underlying bug; at best these are topical neighbors, not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both touch Gemma4 multi-GPU/device_map behavior, but one is an inference OOM and the other is a device-mismatch forward error; different concrete bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about LoRA/PEFT not actually checkpointing and the other is an eval-mode restriction; not the same code-path issue." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token-count tracking are unrelated bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient amplification and Phi-4 model loading failure are different problems with no shared fix path." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "One is a Qwen3.5 hidden-states bug; the other is an FP8 inference failure on B200. Different model paths and symptoms." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention helper import and meta-device model loading are separate loading regressions." + }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma4 tokenizer/input-default bug vs multi-GPU inference OOM; different failure modes and code paths." + "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 multi-GPU OOM are different issues; one is input defaulting, the other memory usage." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs DeepSeek accuracy regression after upgrade; unrelated models and symptoms." + "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are not the same bug." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs resume-from-checkpoint key mismatch; no shared concrete bug." + "reason": "SigLIP2 implementation discrepancy and resume checkpoint key mismatch are unrelated." }, { - "left": "issue:47332", - "right": "issue:47404", + "left": "issue:44849", + "right": "issue:47145", "accept": false, - "reason": "Both involve loading/offloading, but one is save-time failure for a specific model and the other is load-time OOM from conversion transients; not the same bug." + "reason": "Hidden-states output bug and FP8 compressed-tensors weight_scale omission affect different functionality." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig vs image-text-to-text pipeline failure; different subsystems and root causes." + "reason": "GLM-5 generation config validation and DiffusionGemma image-text-to-text pipeline failure are unrelated model-specific issues." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:47332", + "right": "issue:47404", "accept": false, - "reason": "Qwen3.5 hidden_states regression vs FP8 weight_scale not applied on load; distinct correctness issues." + "reason": "Both involve offloading/loading memory behavior, but one is save-time disk offload and the other is device-map conversion OOM; not the same fix." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Processor.tokenizer regression vs batched video input shape bug; separate processor problems." + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are different model/integration bugs." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Flash-attention generation bug vs DiffusionGemma pipeline not working; unrelated." + "reason": "Both are processor regressions, but one is tokenizer/image attribute access and the other is batched video output shape; distinct code paths." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Sam3PixelDecoder dummy layer vs sam3-litetext memory overflow; different implementation issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are different Sam3 problems." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "lm_head weight tying bug vs accuracy regression; not the same code-path." + "reason": "Mistral3 lm_head tying and DeepSeek accuracy regression are unrelated model correctness issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness bug vs flex_attention import version check; different layers entirely." + "reason": "MPS attention correctness and flex_attention import version check are separate issues." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention.py s_aux=None crash vs AutoModelForCausalLM.from_config text_config unwrap issue; unrelated." + "reason": "Flash-attention s_aux=None crash and missing text_config unwrap in AutoModelForCausalLM.from_config are different multimodal integration bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch bugs vs Wav2Vec2 save_pretrained/tokenization failure; not a duplicate." + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor.tokenizer regression vs quantized offloading behavior; only broad subsystem overlap." - }, - { - "left": "issue:44869", - "right": "issue:46752", - "accept": false, - "reason": "Whisper timestamp decoding crash vs empty chat-template IndexError; different text-processing paths." + "reason": "Processor/tokenizer API breakage and offloading-with-quantization behavior are different bugs despite both involving model loading infrastructure." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx vs missing window_size attribute; different config fields and models." + "reason": "Missing StableLmConfig pad_token_idx and TimesFM window_size AttributeError are unrelated config regressions." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Flash Attention 2 test failures vs MLflow reporting on failed training jobs; unrelated." + "reason": "Whisper timestamp decode crash and empty-list chat template IndexError are distinct edge cases." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError vs Gemma4 token-type-id defaulting; separate bugs." + "reason": "Qwen3OmniMoe video-processing ValueError and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Gemma4 device_map auto placement mismatch vs return_tensors being ignored; different behavior and fixes." + "reason": "Flash Attention 2 test failures and MLflow reporting on failed training jobs are unrelated." }, { - "left": "issue:28370", - "right": "issue:34689", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Missing vocab_file for custom SentencePiece models vs Llama 3.2 Vision load breakage; different model-loading problems." + "reason": "Both are processor regressions, but one is tokenizer/image accessor breakage and the other is OmDet-Turbo input resolution mismatch; not the same underlying bug." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer vs rope validation list-type error; no shared underlying bug." + "reason": "Gemma4Processor missing _tokenizer and rope-parameter list handling are unrelated." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:28370", + "right": "issue:34689", "accept": false, - "reason": "processor.tokenizer regression vs OmDet processor image-size mismatch; different processor code paths." + "reason": "SentencePiece vocab_file handling and Llama 3.2 Vision model loading regression are different loading problems." }, { - "left": "issue:44186", + "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER padding/truncation crash vs return_tensors being ignored; unrelated tokenization issues." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model families/config classes and likely need separate fixes." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video processor shape bug vs tensor-parallel OOM on Qwen2 loading; no common bug." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Missing flash-attention support import vs missing Qwen2.5-VL class import; unrelated import errors." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting issue vs Gemma4 PLE device mismatch; separate defects." - }, - { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "torch.compile SDPA failure in Bamba vs DeepSpeed ZeRO-3 gradient anomaly; different training/runtime bugs." + "reason": "Gemma4 device-mismatch with device_map auto and silent return_tensors ignoring are different processor behaviors." } ] }, @@ -9883,7 +9831,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:27957", "issue:28218", @@ -9891,267 +9839,281 @@ "issue:29870", "issue:29942", "issue:35141", + "issue:37428", "issue:39692", "issue:42490", "issue:42915", "issue:43262", "issue:43278", "issue:43295", + "issue:43334", "issue:43335", "issue:43450", "issue:43452", "issue:43493", + "issue:43525", "issue:43550", - "issue:43611", + "issue:43575", "issue:43653", "issue:43819", "issue:43824", + "issue:43844", "issue:43856", "issue:43950", "issue:43975", "issue:44112", - "issue:44442", + "issue:44186", "issue:44466", "issue:44521", "issue:44561", "issue:44737", "issue:45127", - "issue:45198", "issue:45200", "issue:45290", "issue:45325", - "issue:45381", "issue:45520", + "issue:45823", "issue:46178", "issue:46192", - "issue:46209", "issue:46234", "issue:46285", "issue:46512", "issue:46894", - "issue:46899", - "issue:47405", "issue:47448" ], "soft_pairs": [ + "issue:44186|issue:46192", + "issue:43334|issue:43525", + "issue:43450|issue:43575", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:45200|issue:45823", "issue:45520|issue:46178", "issue:42915|issue:43824", - "issue:39692|issue:46192", "issue:27957|issue:28370", - "issue:29870|issue:29942", + "issue:39692|issue:46192", "issue:42490|issue:43493", "issue:43295|issue:43493", + "issue:29870|issue:29942", "issue:43824|issue:43975", "issue:43278|issue:43856", "issue:46192|issue:47448", - "issue:43975|issue:45520", - "issue:43262|issue:43450", "issue:44521|issue:45290", + "issue:43262|issue:43450", + "issue:43975|issue:45520", "issue:28218|issue:35141", "issue:43950|issue:46285", "issue:43653|issue:44112", "issue:44737|issue:46894", - "issue:43452|issue:46512", "issue:45200|issue:45325", "issue:44561|issue:46234", "issue:43819|issue:44112", - "issue:44466|issue:45127", - "issue:44442|issue:45198", + "issue:43452|issue:46512", "issue:43335|issue:43550", - "issue:45381|issue:46209", - "issue:45200|issue:46899", - "issue:43611|issue:47405" + "issue:44466|issue:45127" ], - "prepared_review_unit_hash": "8a655a4bfe9a60298717d729785264c805f3cb70360ff07d06af51345b2fde5e", + "prepared_review_unit_hash": "60be9d972b2ce013378eeb3c821ae1eca9304ba87863149a824bbf76dc5955de", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35664, - "estimated_input_tokens": 8916, - "estimated_eval_tokens": 18088 + "soft_pair_count": 29, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes many unrelated bug reports across tokenization, model loading, multimodal processing, quantization, CI, and architecture-specific regressions. None of the soft-similarity edges look like the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and the proposed links are only superficial; they do not share a concrete code path or failure mode.", + "summary": "The soft pairs mostly share broad subsystems or similar error classes, but they do not look like the same concrete bug/change, so I rejected all of them. No clear duplicate cluster emerges from this set.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44521 is the most representative open issue here: it is well-scoped, actively discussed, and has multiple inbound references, so it is the best candidate to anchor this set even though the other issues are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 43493 is the strongest standalone report: it is specific, reproducible, and describes a clear model-vs-JAX discrepancy.", + "best_issue_reason": "Issue 44521 is the strongest standalone issue in the set because it is specific, reproducible, and appears to be the most actively referenced and maintained report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Different subsystems and failures: flash_attn import key error vs backend registry validation for tensorflow_text." + "reason": "Both are tokenizer-related, but one is a crash on NER/batched padding while the other is an ignored argument bug; different code paths and symptoms." }, { - "left": "issue:42915", + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs (Qwen3-VL vs Llama4) and are likely separate model-specific issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape handling and tensor-parallel OOM are unrelated problems." + }, + { + "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Unrelated model-specific FP8 inference failure vs an import error for a missing Qwen2.5-VL class." + "reason": "Both are import errors, but they concern different missing symbols and different modules; not the same underlying bug." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "One is a SDPA/torch.compile model failure, the other is a ZeRO-3 gradient explosion during training; different failure modes and code paths." + }, + { + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Docs/example errors are not the same bug as return_tensors being ignored when text_kwargs is passed." + "reason": "Both involve Gemma 4, but one is a missing default for mm_token_type_ids and the other is a device mismatch in forward; not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/import-utils failures affecting unrelated backends; too broad to be duplicates." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Fine-grained FP8 model loading and a missing VL class import are unrelated." }, { "left": "issue:27957", "right": "issue:28370", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to missing vocab_file on custom SentencePiece models." + "reason": "Flash Attention support for XLMRoberta and missing vocab_file for custom SentencePiece models are separate issues." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "A Bart generate() UnboundLocalError is not the same as failing Flash Attention 2 tests." + "reason": "Documentation/model example errors are not the same as an API bug where return_tensors is ignored." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy affect different loading/behavior paths." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression in custom model code is unrelated to the SigLIP2 JAX-vs-HF discrepancy." + "reason": "A regression in processor/tokenizer access is not the same as a model-vs-JAX discrepancy." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A specific BART generate UnboundLocalError is not the same as generic failing Flash Attention 2 tests." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a vision model class and detokenization for DeepSeek are distinct bugs." + "reason": "Importing a missing VL class and incorrect detokenization are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "A dtype regression during evaluate is not the same as Qwen3 MoE memory inefficiency during training." + "reason": "Training/eval dtype drift and Qwen3 MoE memory usage are different bugs." }, { "left": "issue:46192", "right": "issue:47448", "accept": false, - "reason": "Ignored return_tensors behavior is unrelated to Gemma4 architecture recognition/loading." + "reason": "Ignoring return_tensors and unrecognized Gemma4 architecture are unrelated." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Detokenization output bugs and flash_attn import issues do not share a code path." + "reason": "Both involve apply_chat_template, but one is broken assistant_masks for multimodal inputs while the other is a crash with tool-call assistant messages; different concrete defects." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate handling is unrelated to batched video processor output shape." + "reason": "Audio chat-template default sampling rate and video batched-shape handling are unrelated." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Both touch chat templates, but one is multimodal assistant masks and the other is tool-call tokenization crash; different bugs." + "reason": "Incorrect detokenization and a Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Extra space after added token is a tokenizer formatting issue, not the same as embedding reinitialization on resize." + "reason": "Tokenizer spacing behavior and embedding reinitialization after resize are different issues." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text model structure divergence." + "reason": "Non-persistent buffer corruption on load and CLIP text-model structure inconsistency are not the same bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override are unrelated issues." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI test failure are unrelated." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU arange device placement in XLNet is not the same as the CohereASR loss double-shift bug." - }, - { - "left": "issue:43452", - "right": "issue:46512", - "accept": false, - "reason": "gguf_file loading failures are unrelated to from_config leaving config.dtype stale." + "reason": "XLNet CPU placement bug and CohereASR loss-shift bug are unrelated." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope indexing are different multimodal bugs." + "reason": "Both touch Gemma/Qwen multimodal processing, but one is a missing mm_token_type_ids default and the other is rope temporal \u0564\u056b\u0580 scaling; different mechanisms." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removing is_torch_fx_available and missing is_falcon_mamba_ssm_available are separate import_utils regressions." + "reason": "Both are missing import-utils helpers, but they are different symbols with different breakages." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to a stale CI test on GraniteSpeech." + "reason": "DAC latent reconstruction mismatch and a CI test issue are unrelated." }, { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "Serialization inconsistency for lm_head.weight is not the same as model collapse after LoRA merge with extended vocabulary." - }, - { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are different model-specific problems." + "reason": "GGUF loading failures and stale config.dtype after from_config are distinct problems." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated code paths." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL video position_id bug is unrelated to FP8 inference failure on B200." - }, - { - "left": "issue:45200", - "right": "issue:46899", - "accept": false, - "reason": "Gemma4 token-type-id defaults and 4-bit multimodal dtype casting are different quantization/input bugs." + "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA/compile failure are different code paths." }, { - "left": "issue:43611", - "right": "issue:47405", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "base_model_prefix loading breakage and silent conversion skip on model_type mismatch are distinct loading regressions." + "reason": "Both involve weight/tied-embedding behavior, but one is serialization inconsistency and the other is model collapse after LoRA vocab extension; not the same concrete bug." } ] }, @@ -10173,7 +10135,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:28282", "issue:29942", @@ -10183,20 +10145,19 @@ "issue:38175", "issue:41720", "issue:41950", - "issue:42490", "issue:43335", "issue:43425", "issue:43504", "issue:43525", "issue:43550", "issue:43606", + "issue:43611", "issue:43653", "issue:43819", "issue:43827", - "issue:43854", "issue:43901", "issue:44112", - "issue:44292", + "issue:44442", "issue:44610", "issue:44792", "issue:44843", @@ -10204,9 +10165,10 @@ "issue:44857", "issue:44898", "issue:45083", + "issue:45198", "issue:45200", + "issue:45381", "issue:45412", - "issue:45520", "issue:45563", "issue:45593", "issue:45759", @@ -10217,6 +10179,7 @@ "issue:46512", "issue:46566", "issue:46821", + "issue:46899", "issue:46932", "issue:47405", "issue:47427", @@ -10224,6 +10187,10 @@ "issue:47448" ], "soft_pairs": [ + "issue:44442|issue:45198", + "issue:45381|issue:46209", + "issue:45200|issue:46899", + "issue:43611|issue:47405", "issue:44610|issue:44857", "issue:37428|issue:43425", "issue:44898|issue:45412", @@ -10236,219 +10203,229 @@ "issue:44857|issue:45593", "issue:44792|issue:45563", "issue:46431|issue:46566", - "issue:43525|issue:47436", + "issue:43335|issue:43504", "issue:41950|issue:47448", + "issue:43525|issue:47436", "issue:46512|issue:46821", - "issue:43335|issue:43504", "issue:45923|issue:47405", - "issue:28282|issue:33357", "issue:45759|issue:46285", + "issue:28282|issue:33357", "issue:43550|issue:44112", "issue:29942|issue:32090", "issue:43827|issue:43901", - "issue:44855|issue:45083", "issue:43335|issue:43606", + "issue:44855|issue:45083", "issue:38175|issue:45412", - "issue:44292|issue:45520", - "issue:43335|issue:44112", - "issue:42490|issue:43854" + "issue:43335|issue:44112" ], - "prepared_review_unit_hash": "c036f11a1fc5d117ac9fcc2eb4fda95fc44e8d17775160006c49888874e045b7", + "prepared_review_unit_hash": "85c3345859bbd55b7976868fc1310d278a5b5a6ae860ddb14a9273a40ef44dee", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35745, - "estimated_input_tokens": 8937, - "estimated_eval_tokens": 18130 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37018, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues that only look similar at the title/token level. None of the soft-edge pairs appears to be the same underlying bug or change, so all soft candidates should be rejected. I picked issue 43335 as the canonical issue only because it is the most connected node in the similarity graph, not because it truly represents a duplicate group.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43335 has the highest soft-edge connectivity in this cluster and is a concrete, well-scoped model bug, but it is only an arbitrary representative because the cluster is not actually a coherent duplicate set.", + "summary": "This cluster is mostly heterogeneous false positives: many unrelated model- or version-specific bugs got grouped by broad transformer/config similarity, but they do not look like duplicates of the same underlying fix.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43335 is the most connected item in the cluster by soft-edge count, but it still represents only one narrow config bug; the cluster itself is too mixed to have a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43335 is the best available representative by graph centrality and specificity; however, the surrounding items are too heterogeneous for a strong canonical choice.", + "best_issue_reason": "issue:43335 is the best available representative because it has the highest similarity fan-out, even though the surrounding items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenization-related, but they affect different model families and failure modes (AutoTokenizer loading vs save_pretrained/tokenization)." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Completely different problems: Qwen2.5-VL video position IDs vs FP8 inference failure on B200." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Same Gemma4 family, but distinct bugs: token-type defaults for text-only fine-tuning vs unsafe dtype casting in quantized embedders." + }, + { + "left": "issue:43611", + "right": "issue:47405", + "accept": false, + "reason": "Both touch model loading, but one is base_model_prefix compatibility and the other is wrong-Auto-class loading with silent conversion skip." + }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different bugs in different code paths: OmDet image-size preprocessing mismatch vs LwDetr float16/CUDA loss crash." + "reason": "Different vision/training bugs in different models; no shared code-path beyond being image-related." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "An import error from a missing internal symbol is not the same as a Torch 2.10 compatibility issue." + "reason": "Environment/version issues, but one is a missing flash-attn helper import and the other is Torch 2.10 incompatibility." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution handling and RT-DETR model memory release are unrelated model-specific problems." + "reason": "Unrelated: Perceiver input-size handling vs RT-DETR memory release/GC behavior." }, { "left": "issue:44843", "right": "issue:47427", "accept": false, - "reason": "Offline tokenizer patching via hub access is unrelated to redundant initialization checks on non-CUDA hardware." + "reason": "Both involve initialization/loading, but one is offline Hub lookup in tokenizer patching and the other is redundant init skipping on non-CUDA hardware." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Both mention Gemma 4, but one is about missing text-only token type defaults and the other about quantized embedder dtype casting." + "reason": "Related Gemma4 area, but 46932 is a quantized vision/audio dtype-cast fix, not the token-type-id defaulting bug in 45200." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction mismatch and qwen3_omni_moe feature-length helper behavior are different audio-model bugs." + "reason": "Different computation bugs in different models/functions; not the same underlying defect." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers is unrelated to BigBird tokenizer special-token registration." + "reason": "Different subsystems: SwitchTransformers config construction vs BigBirdTokenizer special-token registration." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Same broad Qwen family, but different failures: auto device mapping cuda assert vs FP8 inference on B200 hardware." + "reason": "Both are hardware/runtime failures, but on different models and devices with different root causes." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe output-length calculation." + "reason": "CPU-offload device mismatch is unrelated to a qwen3_omni_moe helper-function behavior issue." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different model/components and different failure modes: AMP crash vs missing auxiliary losses." + "reason": "Different detection-training bugs: AMP/CUDA crash vs auxiliary-losses disabled behavior." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "janus image-generation test failure and a stale generation warning are not the same issue." + "reason": "Unrelated test failure in Janus generation vs stale warning in paged generate()." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Chat-template availability in a processor and weights stuck on meta under device_map='auto' are unrelated." + "reason": "Chat-template absence in a processor is unrelated to DiffusionGemma weights remaining on meta with auto device map." }, { - "left": "issue:43525", - "right": "issue:47436", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Both are missing-config-attribute reports, but they affect different models and different attributes." + "reason": "Different configuration bugs in different models: sparse-layer creation vs legacy-field loading failure." }, { "left": "issue:41950", "right": "issue:47448", "accept": false, - "reason": "Video pipeline processor selection and Gemma4 architecture recognition are unrelated subsystems." + "reason": "Pipeline processor mismatch and Gemma4 architecture recognition are different issues." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43525", + "right": "issue:47436", "accept": false, - "reason": "A stale dtype field after from_config and a TimesFM window_size AttributeError are unrelated config bugs." + "reason": "Both are missing config attributes, but they affect different configs and different attributes." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Beit pretrained preset loading are different model-specific defects." + "reason": "Different issues entirely: stale config dtype after from_config vs TimesFM window_size attribute error." }, { "left": "issue:45923", "right": "issue:47405", "accept": false, - "reason": "Missing gradient-checkpointing metadata on a trust_remote_code model is unrelated to silent conversion skipping under the wrong Auto class." + "reason": "Trust-remote-code capability flag missing is not the same bug as wrong Auto-class loading with silent conversion skip." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "A PyTorch-missing import error and a MacOS bus error in CLIP loading are different environment/runtime failures." + "reason": "Both are composite text/multimodal model structure issues, but they concern different model families and incompatible structural changes." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Both involve composite-model structure, but one is AutoModelForCausalLM text_config unwrapping and the other is CLIP class structural inconsistency." + "reason": "ImportError for missing PyTorch and a MacOS bus error are unrelated runtime/environment failures." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override are unrelated model/runtime bugs." + "reason": "Torch.compile/SDPA model failure and a stale CI device-override test are not the same underlying bug." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and NoneType GPU broadcast errors in Trainer do not share the same root cause." + "reason": "Flash Attention test failures and a Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Docs for pipeline removals and text-classification return_all_scores docs drift are separate documentation issues." - }, - { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "A Python 3.13 torch.jit parsing failure is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Both are docs cleanup around pipelines, but they concern different APIs and different deprecations." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "SwitchTransformers sparse-layer logic and Bark CPU offload device mismatch are unrelated bugs." + "reason": "Different bugs: SwitchTransformers sparse-layer config vs Bark CPU-offload device mismatch." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Zero-probabilities behavior in a SigLIP2 model and RT-DETR memory retention are unrelated." + "reason": "Python 3.13 torch.jit parsing/import failure is unrelated to the qwen3_omni_moe helper-function issue." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import key errors are different problems at different layers." + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory cleanup are unrelated." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and GraniteSpeech stale device-override CI failure are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43854", - "accept": false, - "reason": "A local-path trailing-slash warning and a model-loading unit-test failure for GLM-4.7-Flash are not the same bug." + "reason": "Sparse-layer config bug and stale GraniteSpeech CI test are unrelated." } ] }, @@ -10470,13 +10447,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:10000", "issue:15354", "issue:25251", "issue:29127", - "issue:29942", "issue:32090", "issue:33357", "issue:34689", @@ -10486,7 +10462,6 @@ "issue:42175", "issue:42490", "issue:43278", - "issue:43329", "issue:43335", "issue:43388", "issue:43526", @@ -10497,8 +10472,10 @@ "issue:43720", "issue:43819", "issue:43825", + "issue:43854", "issue:44112", "issue:44206", + "issue:44292", "issue:44351", "issue:44448", "issue:44493", @@ -10511,6 +10488,7 @@ "issue:45072", "issue:45083", "issue:45290", + "issue:45520", "issue:45584", "issue:45588", "issue:45823", @@ -10521,20 +10499,22 @@ "issue:46858" ], "soft_pairs": [ - "issue:44617|issue:46697", "issue:46424|issue:46858", + "issue:42490|issue:43854", "issue:44206|issue:45584", + "issue:44617|issue:46697", + "issue:44292|issue:45520", "issue:43819|issue:44493", "issue:43388|issue:43526", "issue:45588|issue:45859", "issue:43335|issue:45083", - "issue:10000|issue:15354", "issue:43606|issue:44857", - "issue:39692|issue:44493", + "issue:10000|issue:15354", "issue:45290|issue:46326", + "issue:39692|issue:44493", "issue:37428|issue:44351", - "issue:44206|issue:45823", "issue:39692|issue:43526", + "issue:44206|issue:45823", "issue:44448|issue:44743", "issue:34689|issue:35141", "issue:44514|issue:44521", @@ -10542,224 +10522,222 @@ "issue:44857|issue:45072", "issue:43701|issue:45083", "issue:29127|issue:32090", + "issue:43550|issue:45083", "issue:44448|issue:44779", "issue:25251|issue:32090", - "issue:43550|issue:45083", "issue:32090|issue:33357", - "issue:37428|issue:42175", "issue:42490|issue:43575", - "issue:43278|issue:43825", - "issue:29942|issue:35141", - "issue:43278|issue:43329" + "issue:37428|issue:42175", + "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "8149e8fbede4b4298dc508751171ce55e508f68efeb093bfea694fe0d98bd53b", + "prepared_review_unit_hash": "77aa9467fee36246f6265ae2cb4d16b9bb5c979b9a0d3d9cfb96817d79355fc9", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36395, - "estimated_input_tokens": 9099, - "estimated_eval_tokens": 18454 + "serialized_chars": 36872, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically broad but not duplicate-heavy: it mixes unrelated Transformers bugs across chat templates, caching, dtype/device mismatches, model loading, preprocessing, and CI/test failures. None of the soft-similarity pairs look like the same underlying bug or change.", + "summary": "These are mostly unrelated issue reports across different subsystems and model families. None of the soft pairs look like true duplicates with the same concrete bug, so I would not merge any of them.", "confidence": 0.95, - "canonical_issue_reason": "Issue 44521 is the best representative anchor because it is open, well-described, has inbound references, and concerns a concrete multimodal chat-template bug with clear reproduction details.", + "canonical_issue_reason": "issue:44521 is the clearest, most self-contained bug report with a specific repro and concrete failing code path in `apply_chat_template` for multimodal inputs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest global issue candidate: it has the clearest user-facing failure, active discussion, and a specific code path (`apply_chat_template` for multimodal inputs).", + "best_issue_reason": "issue:44521 is a strong representative issue because it describes a precise regression, has a focused scope, and maps to a single actionable code-path fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "One is a video-model CUDA OOM, the other is an image-processor padding bug; different subsystems and failure modes." + "reason": "Both involve cache logic, but one is about `max_cache_length` handling and the other about `get_seq_length()` returning a device tensor in static cache/compile paths; different bugs." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Both involve cache behavior, but one is a config limit bug and the other is a device-tensor arithmetic issue in `_prefill`." + "reason": "One is a local-path import warning, the other a model-loading test failure for GLM-4.7-Flash; no shared underlying defect." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio-related problems: unsupported feature-extractor arg vs empty-transcription generation failure." + "reason": "Different failures in different flows: `LasrFeatureExtractor` crashing on an unsupported arg versus Whisper generation failing on empty transcription after token alignment." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "OOM in Sam3Video and over-padding in Swin2SR are unrelated symptoms and code paths." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "One is a Qwen NVFP4 load/runtime error, the other is a Python 3.13 import key error for flash attention; not the same bug." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different code paths: DAC latent conversion mismatch vs position-id key warnings in model loading." + "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id keys in many models." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both mention labels, but one is distributed metric gathering and the other is BEiT label reduction; not the same bug." + "reason": "Both concern labels, but one drops elements in `gather_for_metrics` while the other returns only one label in `BeitImageProcessorFast`; different logic paths." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch model internals, but one is a flash-attention helper crash on `s_aux=None` and the other is CPU-offload incompatibility in rotary embeddings." + "reason": "Both touch flash-attention/MoE areas, but one is an attribute error on `s_aux=None` and the other is CPU-offload incompatibility in rotary embedding; not mergeable as one fix." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Unrelated bugs in different model components: SwitchTransformers config creation vs qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:10000", - "right": "issue:15354", - "accept": false, - "reason": "Different models and failures: DistilBERT issue vs TorchScript GeneratorExp export incompatibility." + "reason": "SwitchTransformers config bug versus qwen3_omni_moe helper behavior; different modules and failure mechanisms." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Both are device/dtype-related, but they affect different models and distinct mechanisms (CPU offload mismatch vs AMP/CUDA loss crash)." + "reason": "CPU offload device mismatch and AMP/CUDA loss crash are distinct runtime issues." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "A documentation/example bug plus quantization failure is not the same as a model position-id warning regression." + "reason": "Different models and different error classes: DistilBert model issue vs torch.jit generator-expression export failure." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templating, but one crashes on assistant tool-call messages and the other breaks `continue_final_message` for mistral_common tokenizers." + "reason": "Both are chat-template related, but one crashes on tool-call assistant messages and the other on `continue_final_message` for mistral_common tokenizers; different bugs." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules; not the same underlying break." + "reason": "Documentation/example errors for SigLIP2 are unrelated to unexpected position-id keys during model loading." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Different models and issues: unsupported feature-extractor arg vs Gemma4 device-mapping mismatch during forward." + "reason": "Separate import failures for different symbols (`_flash_supports_window_size` vs `HybridCache`)." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Both are vision/data-processing related, but one is a SigLIP2 docs example and the other is BEiT fast processor label handling." + "reason": "SigLIP2 docs/example issues are unrelated to BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: unsupported `center` arg in a feature extractor versus PLE device mismatch in Gemma4 forward." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both are v5 behavioral regressions, but one concerns Pegasus output changes while the other is recurrent-state reset logic in qwen3 modular code." + "reason": "One is a Pegasus output regression across v4/v5, the other recurrent state reset in modular Qwen3_5; not the same code path." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different problems: Llama 3.2 Vision loading regression vs token-embedding resize reinitialization after `post_init`." + "reason": "Both are model-loading/configuration issues, but one is Llama 3.2 Vision loading and the other is token-embedding reinitialization after resize." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are chat-template issues, but one crashes on batched padded input and the other returns all-zero assistant masks; distinct bugs." + "reason": "Both are `apply_chat_template` issues, but one crashes on batched padding=False input and the other produces incorrect assistant masks for multimodal inputs; related area, not the same bug." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "A BitNet loading bug and a GraniteSpeech CI test flake are unrelated." + "reason": "BitNet packed-weight loading bug and a GraniteSpeech CI stale-device test are unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype/device mismatches, but in different models and execution settings; not the same code-path defect." + "reason": "Different dtype/runtime problems in different models: LwDetrImageLoss AMP crash versus SwitchTransformers/TimmWrapperModel bfloat16 mismatch." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different failure classes: clearer error messaging for layoutlmv3 vs NoneType broadcast error in Trainer." + "reason": "LayoutLMv3 error-message clarity issue versus Trainer `_gpu_broadcast_one` NoneType failure; no shared underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe helper behavior." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are output regressions, but one is Pegasus generation drift and the other is tokenizer corruption in Deepseek." + "reason": "Both are v5 regressions, but they affect different models and different components (generation output vs tokenizer correctness)." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to `_gpu_broadcast_one` NoneType failures." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast NoneType error." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error in community CLIP are distinct issues." + "reason": "Trainer broadcast error and MacOS bus error in CLIP loading are different failures." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "An import-symbol regression is unrelated to missing TensorFlow in a pip extras install." + "reason": "Local-path import warning has nothing to do with tensor-parallel OOM when loading Qwen2-57B." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Local-path trailing-slash warning and tensor-parallel OOM are different problems." + "reason": "Flash-attention import symbol error is unrelated to missing TensorFlow in the torch install extra." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "BF16/FP32 dtype drift during eval is unrelated to a pipeline error-message regression." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention 2 test failures do not match an embedding resize reinitialization bug." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "A dtype change bug and an undefined-variable multimodal token-count bug are unrelated." + "reason": "Embedding dtype change in evaluate is unrelated to the pipeline translation-task error message regression." } ] }, @@ -10781,7 +10759,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:26413", "issue:27957", @@ -10792,14 +10770,14 @@ "issue:31501", "issue:32090", "issue:33290", - "issue:33357", "issue:34689", - "issue:39692", + "issue:35141", "issue:40444", "issue:42490", "issue:43257", "issue:43278", "issue:43299", + "issue:43329", "issue:43381", "issue:43526", "issue:43873", @@ -10833,225 +10811,232 @@ "issue:47436" ], "soft_pairs": [ - "issue:45310|issue:45478", - "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:43278|issue:43329", "issue:45459|issue:46234", + "issue:45593|issue:47000", "issue:27957|issue:34689", "issue:26413|issue:31501", + "issue:45310|issue:45478", "issue:45290|issue:45381", "issue:45127|issue:45245", "issue:40444|issue:43526", "issue:29870|issue:32090", - "issue:44360|issue:44561", "issue:44530|issue:47276", - "issue:44448|issue:44977", "issue:44464|issue:46424", + "issue:44448|issue:44977", "issue:32090|issue:33290", - "issue:44589|issue:47436", - "issue:44855|issue:46399", + "issue:44360|issue:44561", "issue:29870|issue:33290", + "issue:44855|issue:46399", "issue:42490|issue:43873", + "issue:44589|issue:47436", "issue:43278|issue:43381", - "issue:44977|issue:45229", "issue:45290|issue:46655", + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:29925|issue:34689", "issue:45920|issue:46192", "issue:43257|issue:43299", - "issue:29925|issue:34689", - "issue:43927|issue:45698", "issue:29942|issue:30064", - "issue:33357|issue:39692", "issue:43873|issue:45229" ], - "prepared_review_unit_hash": "24c001cc9d1e68a22c8883ec146a88211dd60858296f3fda52ee3864537eb6ab", + "prepared_review_unit_hash": "c8d05bc78e10e47774aebfa17af583a90c3cc00a0ed4aebf2c504dad46ad0963", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36028, - "estimated_input_tokens": 9007, - "estimated_eval_tokens": 18270 + "soft_pair_count": 29, + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: the two Qwen3.5 MoE from_pretrained regression reports. The rest are related only at a broad subsystem level (training, generation, tokenizer, multimodal, deepspeed, etc.) and should stay separate.", + "summary": "The cluster is mostly heterogeneous: nearly all soft edges link related subsystems or model families but different bugs. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478).", "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the better canonical: it was opened first and has the fuller report, while issue:45478 is essentially the same Qwen3.5 MoE from_pretrained failure with a near-identical title.", + "canonical_issue_reason": "issue:45310 is the strongest canonical issue because it is the earliest and clearest report of the only true duplicate pair, and issue:45478 appears to be the same Qwen3.5 MoE from_pretrained failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative issue in the only true duplicate pair; it most cleanly captures the underlying Qwen3.5 MoE loading regression.", + "best_issue_reason": "issue:45310 is the best representative of the cluster since it anchors the one real duplicate and has the clearest, most specific title.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Near-identical titles and the same concrete failure: transformers>=5.4.0 Qwen3.5 MoE from_pretrained error. Same underlying bug." + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Both are training/model issues, but one is Flash Attention test failures and the other is embedding reinit after resize; different bugs and code paths." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Both concern detection losses, but one is auxiliary-loss handling in D-FINE and the other is an infeasible cost matrix in RTDetrLoss; different bugs and code paths." + "reason": "Both involve Qwen/multimodal internals, but one is dtype drift in eval and the other is an undefined-variable bug in video token counting; not the same issue." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Both touch import-utils/tokenizer plumbing, but one is protobuf decode error masking and the other is a missing availability helper; unrelated issues." + "reason": "Tokenizer import handling vs a missing import_utils helper are unrelated fixes." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Auxiliary loss omission in D-FINE is unrelated to RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Both are model-loading/runtime problems, but for different models and different failures. Too broad to treat as duplicates." + "reason": "Different models and failures: Flash Attention 2 support for XLM-Roberta vs Llama 3.2 Vision loading regression." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both affect training startup, but one is checkpoint resume/epoch iterator handling and the other is a FineWeb SLM training launch failure; not the same bug." + "reason": "Checkpoint resume epoch-iterator failure is unrelated to FineWeb SLM training not starting." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same model family and same from_pretrained error; titles are effectively duplicate reports of the same Qwen3.5 MoE loading regression." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "One is chat template tokenization with tool-call assistant messages; the other is Qwen2.5-VL video vision position ids. Different functionality." + "reason": "Chat-template tool-call handling and Qwen2.5-VL video vision_position_ids are different multimodal bugs." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merging with tied embeddings is unrelated to the category-count limit error." + "reason": "LoRA merge collapse and category-cardinality overflow are completely different failures." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Both involve vision processors, but one is iterable multi-image VL finetuning and the other is BeitImageProcessorFast label reduction; different code paths." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reducing labels incorrectly." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "Bart generate() decoder mask initialization and Trainer _gpu_broadcast_one NoneType errors are separate bugs." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Bart generate decoder_attention_mask bug and Trainer _gpu_broadcast_one NoneType error do not share the same code path." }, { "left": "issue:44530", "right": "issue:47276", "accept": false, - "reason": "PagedAttentionCache group-type failure and a misleading synced_gpus warning are not the same underlying issue." + "reason": "PagedAttentionCache crash on Qwen3.5 and a synced_gpus warning message are not the same bug." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Different model regressions: Pegasus v4/v5 output changes versus Qwen3.5 flash-attention generation problems." + "reason": "Chunked generation with compiled forward vs cache max length honoring are different generation/cache issues." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward and cache max length handling are distinct generation/cache behaviors." + "reason": "Pegasus output regression across Transformers versions is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "A NoneType broadcast failure in Trainer is not the same as an Adafactor+DeepSpeed OOM." + "reason": "A NoneType broadcast error in Trainer is not the same as Adafactor OOM under DeepSpeed." }, { - "left": "issue:44589", - "right": "issue:47436", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Float8 storage lookup failure and missing max_position_embeddings on Qwen2_5OmniConfig are unrelated." + "reason": "A DSA indexer discussion is unrelated to the removal of is_torch_fx_available breaking trust_remote_code models." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Both mention decorators/registration, but one is a Python 3.13 parsing/indentation issue and the other is a Qwen3.5 kernel registration crash." + "reason": "BART generation masking and Adafactor memory use are unrelated failures." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Bart generation mask bug and DeepSpeed Adafactor OOM are not duplicates." + "reason": "Python 3.13 torch.jit parse/IndentationError and Qwen3.5 kernel registration error are different problems." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning with trailing slash and quantization offloading problems are different concerns." + "reason": "Local-path trailing slash warning and quantization/offloading behavior are unrelated." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44589", + "right": "issue:47436", "accept": false, - "reason": "One is an eval-time dtype change for embeddings; the other is a restriction on using gradient checkpointing in eval mode. Related but not the same bug." + "reason": "Float8 storage lookup failure is unrelated to a missing max_position_embeddings attribute on Qwen2_5OmniConfig." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU OOM are unrelated failures." + "reason": "Eval dtype mismatch and gradient checkpointing in eval mode are different Trainer/runtime issues." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat-template tokenization with tool calls and SmolVLM video padding are different multimodal bugs." + "reason": "Chat template tool-call crash and video padding miscalculation are different multimodal bugs." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Wrong token IDs in AutoTokenizer and silent return_tensors ignoring are separate tokenizer API issues." + "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU OOM are not the same issue." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a broader from_pretrained failure for Qwen3VL MoE; not clearly the same bug." + "reason": "DiaConfig custom token ID persistence and wrong custom-module loading after save_pretrained are different serialization bugs." }, { "left": "issue:29925", "right": "issue:34689", "accept": false, - "reason": "SigLIP tokenizer fast-mode enforcement and Llama 3.2 Vision model loading break are unrelated." + "reason": "SigLIP use_fast enforcement is unrelated to Llama 3.2 Vision model loading regression." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Config token-ID persistence and wrong custom-module loading after save_pretrained are both serialization-related, but they are different failure modes." + "reason": "Wrong AutoTokenizer IDs and silently ignored return_tensors are different tokenizer API regressions." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are separate problems." + "reason": "Both mention Qwen MoE loading, but one is weight conversion with accelerate+deepspeed and the other is a v5.0.0.dev0 loading break; different concrete failures." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "MacOS bus error on community CLIP loading and SigLIP2 documentation errors are different issues." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { "left": "issue:43873", @@ -11063,7 +11048,7 @@ }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet and the duplicate call is conservative: issue:45310 and issue:45478 have near-identical titles and clearly point to the same Qwen3.5 MoE from_pretrained regression. The remaining pairs are rejected with appropriately cautious, title-level distinctions rather than overstated duplicate claims." + "feedback": "The summary stays grounded in the packet: it treats the cluster as mostly heterogeneous and only marks the duplicated Qwen3.5 MoE from_pretrained reports (45310/45478) as a true duplicate. The soft-edge rejections are conservative and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -11082,13 +11067,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:23647", "issue:29127", "issue:29870", + "issue:33357", "issue:34567", "issue:34689", + "issue:39692", "issue:41720", "issue:42915", "issue:42994", @@ -11110,7 +11097,6 @@ "issue:44206", "issue:44265", "issue:44361", - "issue:44387", "issue:44442", "issue:44448", "issue:44466", @@ -11133,15 +11119,16 @@ "issue:47276" ], "soft_pairs": [ - "issue:45588|issue:45823", "issue:44186|issue:45198", - "issue:44561|issue:44779", + "issue:33357|issue:39692", + "issue:45588|issue:45823", "issue:44448|issue:44466", + "issue:44561|issue:44779", "issue:43412|issue:45588", "issue:44871|issue:44977", "issue:23647|issue:29870", - "issue:43381|issue:43701", "issue:46421|issue:46858", + "issue:43381|issue:43701", "issue:44361|issue:45198", "issue:29127|issue:34567", "issue:41720|issue:45229", @@ -11151,213 +11138,212 @@ "issue:44206|issue:44479", "issue:44977|issue:45563", "issue:43653|issue:44442", - "issue:43611|issue:46121", - "issue:42915|issue:42994", "issue:43976|issue:45440", + "issue:42915|issue:42994", + "issue:43611|issue:46121", "issue:45198|issue:45803", "issue:43065|issue:43994", "issue:29870|issue:34689", "issue:44077|issue:47276", - "issue:43653|issue:44743", "issue:43756|issue:45440", - "issue:43575|issue:44387" + "issue:43653|issue:44743" ], - "prepared_review_unit_hash": "cd2e5c61b45e07f9831539742959e03d8b1a2f93cf2c3ea6b36292ab159f3a07", + "prepared_review_unit_hash": "9629dfe919b0d8d1b92aa453303750c88e0a6d1a1e80d994877860dd098d4bed", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35569, - "estimated_input_tokens": 8893, - "estimated_eval_tokens": 18042 + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, generation, quantization, cache, export, and training/runtime issues across different models and code paths. None of the soft pairs look like the same underlying bug/change, so no duplicate merge is warranted.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a coherent duplicate set; the items span distinct subsystems and failure modes.", + "summary": "No soft pair looks like the same underlying bug; they span different models, APIs, and failure modes. The set is more of a loose theme of Transformers regressions than a duplicate cluster.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the strongest representative report in the set: it is a concrete regression, names the affected model families, and describes a reproducible generation failure path.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue candidate is appropriate here because these reports are not variants of one problem.", + "best_issue_reason": "issue:44479 is the best single issue to keep as a reference point because it is specific, high-signal, and broadly actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Both are forward/inference bugs, but one is a flash-attention AttributeError and the other is a device-map mismatch in Gemma4; different code paths and fixes." + "reason": "Different model families and symptoms: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Different tokenizers, different models, and different failure modes (NER/padding crash vs save_pretrained/tokenization failure)." + "reason": "Both involve vision models, but one is a MacOS bus error in CLIP loading and the other is documentation/example errors for SigLIP2." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "One is a v5 API removal breaking trust_remote_code models; the other is a DeepSeek tokenizer regression. Not the same bug." + "reason": "Different code paths: flash-attention crash on sink-less models vs Gemma4 PLE device-mapping mismatch during forward." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one changes Pegasus generation output while the other is about lm_head.weight serialization; distinct underlying issues." + "reason": "One is an output regression for Pegasus; the other is serialization of tied weights/lm_head. Related area, not same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Unrelated failures: removal of is_torch_fx_available breaking trust_remote_code vs DeepSeek tokenizer output corruption." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Export-time self-training-guard/erfinv problems versus a runtime flash-attention AttributeError; not mergeable as one fix." + "reason": "Executorch export/unsupported op issues are unrelated to the flash-attention s_aux=None crash." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Gemma eos_token_id config mismatch is a different issue from Qwen3.5 flash-attention generation failure." }, { "left": "issue:23647", "right": "issue:29870", "accept": false, - "reason": "WandB sweep custom objective integration and BART generate decoder_attention_mask initialization are unrelated." + "reason": "W&B sweeps custom objective integration is unrelated to BART generate() decoder_attention_mask initialization." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are separate trainer issues." + "reason": "Both concern cache behavior, but one is recompilation from lazy init and the other is a device-tensor seq length arithmetic bug." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Both touch cache/compile behavior, but one is lazy-init recompilation and the other is a device-tensor seq_length arithmetic bug; different concrete defects." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer issues." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different symptoms; no shared code-path bug is evident." + "reason": "Different tokenizer failures on different models; no shared code-path evidence." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "A LayoutLMv3 error-message clarity issue is unrelated to TrainerState token counting not updating." + "reason": "LayoutLMv3 error clarity and TrainerState token accounting are unrelated." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both involve large-model inference resource problems, but cudaErrorAssert on Qwen3 is not the same bug as Gemma4 multi-GPU OOM." + "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are different runtime failures." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift during evaluate and Qwen2 tensor-parallel OOM are unrelated." + "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM when loading Qwen2-57B." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "A pad_token_id attribute error in Qwen3-VL is not the same issue as sliding_window handling in Qwen3-MoE." + "reason": "Missing pad_token_id on Qwen3-VL loading is a different bug from sliding_window handling in Qwen3-MoE." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization problems." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Both are regressions, but one is a feature extractor arg mismatch and the other is a video-input regression in Qwen VL models; different fixes." + "reason": "Feature extractor center-arg regression is not the same as the Qwen video-input regression." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and a stale paged-generate warning are different problems in generation code." + "reason": "Flash-attention generation failure and a stale warning in paged generate() are separate behaviors." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2Conformer tokenizer loading are distinct tokenizer issues." + "reason": "BigBird special-token decoding bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Model loading with base_model_prefix and rope-parameter dict conversion are unrelated configuration/validation bugs." + "reason": "Python-version compatibility breakage is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization-related workflows, not the same defect." + "reason": "FineGrainedFP8Config failure while running Qwen3MoE is not the same as quantized model saving failure." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "A Python version compatibility regression and a DeepSeekV3MoE implementation divergence are unrelated." + "reason": "base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 tokenization/save failures and a bare-except in FuyuBatchFeature are separate issues." + "reason": "Wav2Vec2 tokenization/save failure is different from FuyuBatchFeature swallowing exceptions." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs through AutoModel/pipeline." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 wrong outputs through AutoModel/pipeline." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate UnboundLocalError and Llama 3.2 Vision model loading breakage are different code paths." + "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are different bugs." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "Optional post_init validation for patchtsmixer is unrelated to the synced_gpus warning text in continuous batching." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "Tokenizer special-token registration and Qwen3.5 cache state reset behavior are unrelated." + "reason": "patchtsmixer post_init policy and a misleading synced_gpus warning are not the same change." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are different model implementation bugs." + "reason": "Smollm3 RoPE layer-count mismatch is unrelated to DeepseekV3MoE divergence." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2 is not the same as int4 quantization increasing CUDA reserved memory in Transformers 5.x." + "reason": "BigBird mask-token registration and Qwen3.5 recurrent-state reset are different subsystems and failure modes." } ] }, @@ -11379,7 +11365,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:23647", "issue:27957", @@ -11403,6 +11389,7 @@ "issue:43994", "issue:44186", "issue:44279", + "issue:44387", "issue:44442", "issue:44568", "issue:44610", @@ -11430,6 +11417,7 @@ "issue:47217" ], "soft_pairs": [ + "issue:43575|issue:44387", "issue:44568|issue:45491", "issue:43575|issue:43701", "issue:42490|issue:43381", @@ -11440,249 +11428,255 @@ "issue:44442|issue:45072", "issue:45406|issue:46701", "issue:43065|issue:45412", - "issue:44625|issue:45584", "issue:45250|issue:46640", + "issue:44625|issue:45584", "issue:43526|issue:47217", - "issue:43526|issue:45834", - "issue:29127|issue:35141", "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:43526|issue:45834", "issue:45459|issue:45712", "issue:45372|issue:45406", "issue:43994|issue:46369", - "issue:43526|issue:44186", "issue:43824|issue:44279", "issue:43381|issue:43873", + "issue:43526|issue:44186", "issue:43421|issue:45491", "issue:45372|issue:45459", - "issue:42915|issue:43931", + "issue:45245|issue:45563", "issue:33290|issue:35141", "issue:33290|issue:34689", - "issue:45245|issue:45563", "issue:27957|issue:33290", - "issue:44857|issue:45588", + "issue:42915|issue:43931", "issue:23647|issue:28282", - "issue:44610|issue:45412" + "issue:44610|issue:45412", + "issue:44857|issue:45588" ], - "prepared_review_unit_hash": "a9f0039276d15d1dec458a78b3788e14cbc0dcf7f14910ca518ec7b13286c152", + "prepared_review_unit_hash": "7d9a98105d5b5406be6f86ad931feec58f7b68fdd9d9317e45cc3453e90fb68e", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36484, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37373, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair is a safe duplicate: these are mostly unrelated bug reports, regressions, and feature requests across different models and code paths. Best standalone issue is the FA2 long-context regression because it is specific, actionable, and clearly scoped.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues across tokenizers, model loading, quantization, vision models, flash-attention, and memory/performance bugs. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items cover many distinct code paths and bug types, so there is no clear duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest standalone issue: it describes a concrete Flash Attention 2 performance regression with long-context generation, a clear repro surface, and actionable scope.", + "best_issue_reason": "No global best issue is suitable as a representative duplicate target because the cluster is not centered on one concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading of Qwen2-57B and the other is int4 quantization memory growth in Transformers 5.x; different causes and fixes." + }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Different failures and models: tokenizer BOS/EOS behavior vs Gemma3 NaN embeddings in mixed-length batching." + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaNs from sliding-window attention and all-padding windows." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "One is TP memory/OOM on Qwen2-57B; the other is a checkpoint key mismatch during resume. Not the same bug." + "reason": "Qwen2-57B TP OOM and resume_from_checkpoint key mismatch are unrelated training/loading failures." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Import warning for local model paths is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Local-path import warning and gradient-checkpointing-in-eval are different code paths with different symptoms." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box validation messaging and a CLIP bus error on macOS are different issues and code paths." + "reason": "LayoutLMv3 box-error messaging and CLIP bus errors on macOS are unrelated bugs." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory not being released are unrelated model/runtime problems." + "reason": "Bad SigLIP2 outputs and RT-DETR memory leaks are different model/runtime problems." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both mention FA2-adjacent context, but one is NaN embeddings and the other is a performance regression; different underlying bugs." + "reason": "NaNs in Gemma3 mixed-length batching are not the same as a FlashAttention2 long-context performance regression." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 import failure from mistral_common is not the same as a flash_attention s_aux=None AttributeError." + "reason": "Gemma 4 processor import failure from mistral_common and flash_attention.py crashing on s_aux=None are different failures." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatches are distinct problems." + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor serve crash from missing _tokenizer is separate from DiffusionGemma pipeline behavior." + "reason": "Gemma4Processor missing _tokenizer and DiffusionGemma image-text-to-text pipeline failure are different bugs." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory leaks on deletion." + "reason": "Dummy nn.Conv2d in Sam3PixelDecoder and RT-DETR GC memory release are unrelated implementation issues." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper failing on empty transcription after special-token alignment." + "reason": "These are both Flash Attention 2 topics, but the titles are too generic and there is no evidence of the same concrete underlying bug." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Both are generic Flash Attention 2 topics, but neither identifies the same concrete bug or fixable code path." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." }, { "left": "issue:43526", "right": "issue:47217", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and VL image-placeholder failures are different subsystems and symptoms." + "reason": "BeitImageProcessorFast reduce_labels and VL image-placeholder-in-user-text failures are different layers and different root causes." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Reduce_labels returning one label and Kosmos2.5 OCR index errors are unrelated." + "reason": "DeepseekV3MoE divergence from remote implementation and D-FINE missing auxiliary losses are unrelated model-specific bugs." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and token-embedding reinitialization on resize are not the same defect." + "reason": "LayoutLMv3 error-message clarity and output-embedding reinit on resize are different problems." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE auxiliary loss handling." + "reason": "BeitImageProcessorFast reduce_labels and Kosmos2.5 OCR index error are unrelated vision preprocessing issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes are separate maintenance/behavior issues." + "reason": "Hidden tokenizer errors when protobuf is missing and leftover dummy classes in dummy_pt_objects.py are unrelated cleanup/diagnostic issues." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "One is an import-time dependency failure; the other is a runtime serve crash with a missing attribute." + "reason": "Both involve Gemma 4, but one is an import dependency problem and the other is a missing processor attribute during serve; not the same bug." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Different models and failures: nonsensical SigLIP2 outputs vs Sam3-litetext memory overflow." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and LayoutLMv2Tokenizer NER/padding crashes are unrelated." + "reason": "SigLIP2 wrong results and sam3-litetext memory overflow are different model failures." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2_5_VL import error vs a vague dependency issue; not the same underlying bug." + "reason": "Qwen2_5_VL import error and a generic dependency issue are too vague and do not indicate the same defect." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different code paths." + "reason": "Gradient checkpointing in eval mode and quantization offloading not working are distinct runtime behaviors." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and LayoutLMv2Tokenizer crashes on NER padding/truncation are unrelated tokenizer/preprocessor bugs." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime post-processor updates for special tokens do not match Gemma3 NaN embeddings." + "reason": "Runtime special-token post-processing update and Gemma3 NaNs are different components and symptoms." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are different problems." + "reason": "Gemma processor import failure from mistral_common and protobuf error masking in tokenizers are unrelated." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL-30B weight-shape mismatch are distinct model-loading issues." + "reason": "Category-count runtime error and stale generate() warning are not the same issue." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "DeepSpeed Adafactor OOM is unrelated to embedding reinitialization after resizing." + "reason": "AdaFactor/deepspeed OOM and embedding reinitialization after resize are unrelated bugs." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer OOM and Llama 3.2 Vision model loading breakage are different defects." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-cardinality runtime error and a stale generate warning are unrelated." + "reason": "AdaFactor OOM and Llama 3.2 Vision model loading breakage are different failure modes." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is not the same bug as Adafactor+DeepSpeed OOM." + "reason": "XLMRoberta FlashAttention2 support and AdaFactor/deepspeed OOM are unrelated issues." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "LwDetrImageLoss AMP CUDA crash and flash_attention s_aux=None AttributeError are separate failures." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are distinct loading/configuration bugs." }, { "left": "issue:23647", "right": "issue:28282", "accept": false, - "reason": "Wandb sweeps custom objective support and missing PyTorch import errors do not share an underlying code-path." + "reason": "WandB sweeps custom objective and missing-PyTorch ImportError are unrelated." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch and RT-DETR memory retention are unrelated issues." + "reason": "OmDet-Turbo input-size mismatch and RT-DETR memory leak are different model issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are unrelated." } ] }, @@ -11704,7 +11698,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:25251", "issue:27957", @@ -11755,19 +11749,19 @@ "issue:47448" ], "soft_pairs": [ - "issue:43066|issue:44462", "issue:45588|issue:46821", + "issue:43066|issue:44462", "issue:29870|issue:29925", "issue:25251|issue:28282", "issue:44442|issue:44898", - "issue:27957|issue:29127", "issue:44514|issue:45381", + "issue:27957|issue:29127", "issue:46121|issue:46399", "issue:43761|issue:45859", "issue:43646|issue:44077", - "issue:46821|issue:47436", "issue:43316|issue:47312", "issue:43720|issue:44442", + "issue:46821|issue:47436", "issue:44743|issue:44811", "issue:42175|issue:46234", "issue:43262|issue:44206", @@ -11782,190 +11776,190 @@ "issue:42617|issue:43575", "issue:43643|issue:44913" ], - "prepared_review_unit_hash": "ae71bdb3138621f6c338e99afd76e75f3e5b29de5a16850d1c6e3f776d473b88", + "prepared_review_unit_hash": "e66d58d888d6f0dd01871be7084bd55090fe7dad5aa5e21a369fbe485dc8ba4b", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34865, - "estimated_input_tokens": 8717, - "estimated_eval_tokens": 17690 + "serialized_chars": 34872, + "estimated_input_tokens": 8718, + "estimated_eval_tokens": 17692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy: the items span unrelated bugs in tokenizers, model loading, vision/audio processors, configs, docs, and backend availability. None of the soft pairs look like true duplicates or the same fixable code-path issue.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the broadest, highest-engagement runtime bug in the set, so it is the best single representative even though the overall cluster is heterogeneous.", + "summary": "No soft pair appears to describe the same underlying bug or change; most are superficially similar only at the subsystem/theme level. If a single issue must anchor the set, the strongest candidate is the broad, high-activity regression report around FSDP CPU RAM efficient loading.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43749 is the strongest anchor: it has the highest discussion/inbound activity and describes a concrete, high-impact runtime regression in a core loading path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the most discussion/inbound refs and the widest apparent user impact, making it the most suitable anchor issue for this noisy group.", + "best_issue_reason": "Issue 43749 is the most suitable global representative because it is substantive, widely discussed, and tied to a specific failure mode rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "Both concern tokenizer behavior, but one is a decoder-type regression and the other is repository tokenizer file selection; different bugs and code paths." + "reason": "Different code paths and failures: flash_attention sink handling vs TimesFM window_size attribute access." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Unrelated failures: flash_attention sink handling vs TimesFM window_size attribute access." + "reason": "Both touch tokenizer loading, but one is a decoder-type mismatch in v5 and the other is repository tokenizer.json discovery; not the same bug." }, { "left": "issue:29870", "right": "issue:29925", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug and SigLIP fast-tokenizer enforcement are separate tokenizer/generation issues." + "reason": "Unrelated defects: BART generate() decoder_attention_mask initialization vs SigLIP fast tokenizer enforcement." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch ImportError during AutoModel loading." + "reason": "Pipeline top_k output-shape regression is unrelated to an AutoModel ImportError for missing PyTorch." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different model families and failures: FastSpeech2Conformer tokenizer load vs Perceiver image-size interpolation." + "reason": "Different model families and failures: AutoTokenizer loading vs Perceiver image-size interpolation." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 box validation messaging." + "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; distinct bugs." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; not the same bug." + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 box validation messaging." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-parameter JSON/list handling is unrelated to Qwen3.5 kernel registration/decorator failure." + "reason": "One is rope-parameter JSON list handling; the other is a missing decorator for Qwen3.5 kernel registration." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3.5 MoE rotary embedding CPU offload incompatibility are distinct issues." + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5Moe CPU-offload incompatibility are separate failures." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom model init breakage is not the same as patchtsmixer's post_init API constraint." - }, - { - "left": "issue:46821", - "right": "issue:47436", - "accept": false, - "reason": "TimesFM window_size attribute error and Qwen2_5OmniConfig missing max_position_embeddings are unrelated config/loading bugs." + "reason": "Broad custom-model initialization breakage is not the same as a specific patchtsmixer post_init policy issue." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "Gemma3TextConfig API mismatch is unrelated to kernels 0.16 incompatibility." + "reason": "Gemma3TextConfig API discrepancy is unrelated to a kernels 0.16 compatibility problem." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug and FastSpeech2Conformer tokenizer load failure are unrelated." + "reason": "BitNet packed-weight loading failure and AutoTokenizer FastSpeech2Conformer loading are different paths." + }, + { + "left": "issue:46821", + "right": "issue:47436", + "accept": false, + "reason": "Both mention missing attributes, but they concern different models and different fields." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen recurrent-state reset bug and Whisper batch_decode skip_special_tokens behavior affect different code paths." + "reason": "Recurrent-state cache reset in Qwen3.5 modular code is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Backend packaging issue with pip extras is unrelated to a missing import_utils availability helper." + "reason": "Both are import/backend availability issues, but one concerns TensorFlow in extras installation and the other a missing util symbol." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and LasrFeatureExtractor center-arg crash are separate audio bugs." + "reason": "Audio processor sampling-rate defaults and LastFeatureExtractor center-arg support are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init restriction is unrelated to Qwen video-input regression." + "reason": "A specific model post_init policy issue is not the same as a broader Qwen video-input regression." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading failure and Gemma eos_token_id mismatch are different runtime/config issues." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token configuration are different bugs." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve model config APIs, but Gemma3TextConfig discrepancy and Qwen composite text_config unwrapping are different defects." + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM unwrapping composite Qwen text_config." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning has no relation to Qwen recurrent-state reset behavior." + "reason": "Local-path trailing-slash import warning is unrelated to Qwen recurrent-state reset behavior." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure and category-count limit error are unrelated." + "reason": "Flash-attention generation failure and category-cardinality runtime error are unrelated." }, { "left": "issue:47276", "right": "issue:47448", "accept": false, - "reason": "Misleading synced_gpus warning and Gemma4 arch recognition are different issues." + "reason": "A warning-message problem in continuous batching is unrelated to Gemma4 architecture recognition." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are unrelated." + "reason": "SigLIP2 HF-vs-JAX behavioral discrepancy is unrelated to documentation still mentioning pipeline()." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU-efficient loading breakage and Qwen3-VL weight-shape mismatch are different loading problems." + "reason": "FSDP CPU RAM efficient loading regression and Qwen3-VL weight-shape mismatch are different loading failures." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen2-57B-A14B-Instruct TP OOM are not the same bug." + "reason": "3d_parallel.py execution failure and Qwen2-57B-A14B-Instruct OOM are not the same bug." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and GPTNeoX rotary_pct reset on reload are separate config persistence bugs." + "reason": "Missing fields from trust_remote_code configs and rotary_pct not persisting on reload are distinct config-serialization problems." } ] }, @@ -11987,7 +11981,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:16998", "issue:22355", @@ -12042,10 +12036,10 @@ "issue:44987|issue:46178", "issue:43550|issue:43701", "issue:43316|issue:43525", - "issue:43950|issue:47427", - "issue:27957|issue:29870", "issue:44964|issue:45440", + "issue:27957|issue:29870", "issue:43606|issue:43701", + "issue:43950|issue:47427", "issue:43575|issue:43742", "issue:43825|issue:47448", "issue:43761|issue:44079", @@ -12053,8 +12047,8 @@ "issue:43316|issue:43716", "issue:44855|issue:45137", "issue:43701|issue:46506", - "issue:46829|issue:46932", "issue:44190|issue:44496", + "issue:46829|issue:46932", "issue:43931|issue:45216", "issue:44442|issue:45803", "issue:27957|issue:32090", @@ -12063,200 +12057,200 @@ "issue:44871|issue:45584", "issue:43761|issue:44188", "issue:43232|issue:43388", - "issue:44077|issue:44534", + "issue:44521|issue:47217", "issue:16998|issue:22355", - "issue:44521|issue:47217" + "issue:44077|issue:44534" ], - "prepared_review_unit_hash": "d78df4f152a4036e683f7a4807ae571210729a86599a55a69653b574fad3f335", + "prepared_review_unit_hash": "8cd673480c54f4b2c093ab14a561bf3f9b6043ad9573c32afc53296e8f1b5330", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35850, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they share broad Transformer themes but describe different code paths, components, or regression types. This is not a coherent duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No solid canonical issue: the set mixes unrelated bugs across tokenizers, configs, generation, loading, training, and model export/runtime behavior.", + "summary": "The set is heterogeneous: the soft pairs share only broad lexical themes (tokenization, configs, multimodal, loading), not the same concrete bug or change. I reject every soft edge. If forced to keep one issue as an anchor, #44521 is the most active open item in the set.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #44521 has the highest visible activity and inbound references among this set, so it is the best representative anchor if a single issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most active/open item with the most inbound references, so it is the best available cluster anchor, but it still does not unify the rest of the issues.", + "best_issue_reason": "#44521 is the most actionable open issue here; it has the strongest discussion/inbound signal and is the closest thing to a cluster center, though the overall set is not a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Different failures: model loading for a specific repo vs backend registration for tensorflow_text." + "reason": "Both are loading/configuration failures, but one is a model-specific load failure and the other is a backend registry error; different code paths." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Unrelated problems: torch.compile SDPA bug vs checkpoint key mismatch on resume." + "reason": "Torch.compile/SDPA OOM on a model load is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API issues, but one is Gemma3TextConfig discrepancy and the other is missing pad_token_id on Llama4Config." + "reason": "Both mention config API gaps, but they affect different models and different missing fields; not the same bug." }, { - "left": "issue:43950", - "right": "issue:47427", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Different code paths: corrupted non-persistent buffers on load vs redundant HF init checks on non-CUDA hardware." + "reason": "One is a model loading shape issue; the other is a divergence from a remote implementation. Too broad to be the same change." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to Bart generate() using decoder_attention_mask before assignment." + "reason": "Flash Attention support for XLM-R and a BART generate UnboundLocalError are unrelated." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Different model families and bugs: Phi-4 multimodal load failure vs DeepSeekV3MoE implementation divergence." + "reason": "CPU offload device mismatch and checkpoint key mismatch are separate failure modes." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43950", + "right": "issue:47427", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + "reason": "Both touch initialization/buffer behavior, but one corrupts non-persistent buffers during from_pretrained while the other avoids redundant init on non-CUDA hardware." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and MobileLLM config key error are different loading issues." + "reason": "A tensor-parallel OOM on a large model is not the same as a key error loading a small model." }, { "left": "issue:43825", "right": "issue:47448", "accept": false, - "reason": "One is an error-message regression in pipeline(), the other is gemma4 architecture recognition." + "reason": "Pipeline error messaging and Gemma4 architecture recognition are different problems." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states output bug is different from ModelOutput key assignment when previous value is None." + "reason": "A CLIP forward regression and a generic ModelOutput key assignment bug are not the same concrete code path." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken argument collision is unrelated to list_repo_files() not forwarding revision." + "reason": "AddedToken constructor argument handling is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 vision dtype mismatch are separate regressions." + "reason": "Both are multimodal config/preprocessor mismatches, but they involve different models and different failure points." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 indentation/import parsing issue is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 decorator parsing and a DeepSpeed ZeRO3 deque underflow have no shared underlying bug." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch and CPU/CUDA output divergence are different problems." + "reason": "Checkpoint-key resume logic is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "VideoPrism hidden_states misuse and Gemma4 quantized embedder dtype casting do not look like the same bug." + "reason": "Local dataset loading in a training script and unrecognized model config loading are different issues." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to unrecognized model/config loading." + "reason": "One is an output object bug for VideoPrism classification; the other is dtype casting for Gemma4 quantized embedders." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "One is a shape mismatch when loading a model, the other is a save_pretrained regression." + "reason": "Both involve Qwen3-family checkpoints, but one is a load-time shape mismatch and the other is a save_pretrained regression." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer loading failure and a bare except swallowing errors in FuyuBatchFeature are different defects." + "reason": "Tokenizer loading failure and a bare except swallowing KeyboardInterrupt are unrelated." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to Trainer GPU broadcast failing on NoneType." + "reason": "Flash Attention 2 support and Trainer broadcast of NoneType are different subsystems and bugs." }, { "left": "issue:23647", "right": "issue:28218", "accept": false, - "reason": "Wandb sweeps custom objective and tokenizer added-space behavior are unrelated." + "reason": "Wandb sweeps custom objective integration and tokenizer spacing after added tokens do not describe the same change." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer access regression is different from Gemma eos_token_id configuration mismatch." + "reason": "A processor/tokenizer regression with images is unrelated to an eos_token_id config inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty transcription after align_special_tokens are distinct bugs." + "reason": "Gemma eos token configuration and Whisper empty-transcription generation after align_special_tokens are different bugs." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states regression and attention-kernel divergence on torch.compile are unrelated." + "reason": "A hidden_states regression is unrelated to divergent attention kernels under torch.compile." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are different training/generation paths." + "reason": "Generation kwargs update after sync_gpus and metric gathering dropping tuple labels are different trainer code paths." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "PatchTSMixer post_init policy and non-persistent buffer corruption are not the same issue." + "reason": "Both are multimodal template issues, but one is assistant mask generation and the other is image placeholder placement; not the same bug." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question on DeBERTa-V3 and missing transformers.onnx module are unrelated." + "reason": "A model_max_length question and a missing transformers.onnx module are unrelated." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Both touch multimodal chat/template handling, but all-zero assistant masks and image-placeholder-in-user-text failures are different underlying bugs." + "reason": "Optional post_init policy for a model and v5 non-persistent buffer corruption are different issues." } ] }, @@ -12278,7 +12272,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:23647", "issue:25251", @@ -12297,8 +12291,6 @@ "issue:43531", "issue:43540", "issue:43646", - "issue:43931", - "issue:44060", "issue:44162", "issue:44464", "issue:44479", @@ -12315,6 +12307,7 @@ "issue:45412", "issue:45542", "issue:45600", + "issue:45632", "issue:45698", "issue:45803", "issue:46050", @@ -12325,6 +12318,7 @@ "issue:46365", "issue:46369", "issue:46421", + "issue:46424", "issue:46640", "issue:46693", "issue:47217" @@ -12340,8 +12334,8 @@ "issue:43404|issue:43441", "issue:44464|issue:46421", "issue:43065|issue:44617", - "issue:43540|issue:44514", "issue:44162|issue:44792", + "issue:43540|issue:44514", "issue:42907|issue:45698", "issue:46178|issue:46291", "issue:44792|issue:44977", @@ -12349,226 +12343,226 @@ "issue:44610|issue:46369", "issue:45381|issue:47217", "issue:44534|issue:44913", + "issue:45803|issue:46365", "issue:45542|issue:46234", "issue:43525|issue:43531", - "issue:45803|issue:46365", - "issue:44792|issue:45600", "issue:43504|issue:45698", + "issue:44792|issue:45600", "issue:27957|issue:29925", "issue:46693|issue:47217", - "issue:35141|issue:42490", "issue:23647|issue:27957", + "issue:35141|issue:42490", "issue:45803|issue:46170", - "issue:43931|issue:44060" + "issue:45632|issue:46424" ], - "prepared_review_unit_hash": "b6b626aabf7c11ac7c414b1819cf865edfc7186a2bdb2624d45a35906beaf013", + "prepared_review_unit_hash": "da11e6c6dd6d60be83f1e55de5899f6e2a2bed241e0542b4b58dfbc4b2c83e91", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36531, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "serialized_chars": 36500, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is thematically broad and noisy: most items are separate Transformers issues around model loading, config serialization, multimodal inputs, or Flash Attention behavior. None of the suggested soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45698 is the best representative: it is concrete, well-described, and has strong discussion activity around a save/load custom-module failure, which fits the main loading/serialization theme in this cluster.", + "summary": "This cluster is highly heterogeneous; the soft pairs mostly look like unrelated bugs that just share broad themes like loading, configs, cache, or Flash Attention. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is reliable here: the items span unrelated bugs across model loading, generation, cache, vision-language processing, and dependency/import paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most suitable single issue to anchor the cluster because it is specific, reproducible, and broadly representative of the save/load regressions appearing here.", + "best_issue_reason": "If one representative must be chosen, issue 45698 has the broadest impact and strongest discussion around save/load custom-module behavior, but it is still only a representative, not a duplicate anchor for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Different failures: missing utility symbol vs pipeline import dependency check." + "reason": "Different import/dependency failures: missing `is_falcon_mamba_ssm_available` vs kernels v0.15 requiring version/revision metadata." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are loading errors, but one is gguf_file handling and the other is an unrecognized model config; not the same bug." + "reason": "Both are loading problems, but one is broken `gguf_file` handling and the other is an unrecognized model/config issue." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Unrelated: pipeline top_k output shape vs XLM-RoBERTa Flash Attention 2 support." + "reason": "Unrelated bugs: pipeline `top_k` output nesting vs XLMRoberta Flash Attention support." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Different regressions: custom model init under v5 vs GPTNeoX config reload losing rotary_pct." + "reason": "Different code paths: v5 custom model initialization breakage vs GPTNeoX config reload losing `rotary_pct`." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Both involve model settings after load, but one is eos_token_id mismatch and the other is quantized sinq save/load breakage." + "reason": "Different model/config bugs: Gemma-3 EOS token mismatch vs sinq quantization save/load failure." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Specific unsupported model error vs generic Flash Attention 2 issue; not the same code-path." + "reason": "One is a specific Nemotron Flash Attention 2 unsupported error; the other is a vague broader FA2 issue, not the same concrete bug." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "One is GPU memory not released after deletion, the other is runtime OOM during Sam3-lite text execution." + "reason": "Both mention memory, but one is RT-DETR GC leaks and the other is Sam3-lite text OOM during use." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different Mistral/Ministral problems: tied lm_head weights vs FlashAttention failure." + "reason": "Same family name, but different bugs: untied `lm_head` weights vs FlashAttention failure in Ministral-3." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both touch generation/cache behavior, but one is incorrect outputs and the other is spurious recompilation from lazy cache init." + "reason": "Both touch chunked generation/cache, but one is wrong outputs under compiled forward and the other is spurious recompilation from lazy cache init." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Same model family, but dummy Conv2d vs OOM are different defects." + "reason": "Completely different symptoms: dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Different multimodal bugs: video processing in Qwen3OmniMoe vs batched chat-template padding crash in Qwen2.5-VL." + "reason": "Different models and failures: ESM2 breakage vs janus image-generation test failure." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "ESM2 breakage is unrelated to a janus image-generation test failure." + "reason": "Different Qwen3-related paths: video processing failure vs batched chat-template crash with `padding=False`." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both are from_pretrained/save_pretrained-adjacent, but one is a trailing-slash path warning and the other loads the wrong custom module." + "reason": "Both involve model loading, but one is a trailing-slash warning for local paths and the other is wrong custom-module loading after save/load." }, { "left": "issue:46178", "right": "issue:46291", "accept": false, - "reason": "Different import failures: tensorflow_text backend mapping vs kernels package version/revision requirement." + "reason": "Different dependency/import issues: backend mapping rejects `tensorflow_text` vs pipelines import failing on kernels version/revision." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure is unrelated to Qwen3.5 Flash Attention generation behavior." + "reason": "Different bugs: janus image generation test failure vs Qwen3.5 FlashAttention generation regression." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Both are VL regressions, but one is video-input handling after v5.3.0 and the other is image-placeholder placement in user text." + "reason": "Both are VL-related, but one is a video-input regression across Qwen variants and the other is an image-placeholder-in-text failure." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different resource/input bugs: processor output size mismatch vs memory overflow in Sam3-lite text." + "reason": "Unrelated issues: processor size mismatch in OmDet-Turbo vs Sam3-lite text memory overflow." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Both involve VL inputs, but one is wrong vision_position_ids for video input and the other is image placeholder handling." + "reason": "Both involve VL inputs, but one is wrong `vision_position_ids` for video input and the other is image placeholder handling in user text." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Different v5 regressions: junk-filled non-persistent buffers vs GPTNeoX config reload dropping `rotary_pct`." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different failure modes: bare `except` in Fuyu tensor conversion vs `Trainer` import conflict with `datasets`." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend issue is unrelated to a missing falcon_mamba utility function." + "reason": "Different backend/import issues: undefined tf backend from tensorboard-only install vs missing import_utils helper." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different models and failures: missing pad_token_id vs sliding_window issue." + "reason": "Different model config bugs: missing `pad_token_id` on Llama4Config vs sliding-window handling for Qwen3-MoE." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Trainer import conflicts with datasets." + "reason": "Both concern load/save behavior, but one is a legacy field in BEiT preset loading and the other is custom-module resolution after save/load." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A failed janus test is not the same as stale auto_mappings references to removed Sam3LiteText configs." - }, - { - "left": "issue:43504", - "right": "issue:45698", - "accept": false, - "reason": "Different loading bugs: legacy field preset loading vs wrong custom-module restoration after save_pretrained." + "reason": "Different areas entirely: janus image-generation test failure vs auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:27957", "right": "issue:29925", "accept": false, - "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to SigLIP tokenizer fast-mode enforcement." + "reason": "Not the same bug: Flash Attention support for XLMRoberta vs SigLIP tokenizer `use_fast=True` enforcement." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "Different VL/performance problems: FA2 long-context regression vs image-placeholder failure." + "reason": "Different regressions: long-context FA2 performance regression vs VL image-placeholder handling." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:23647", + "right": "issue:27957", "accept": false, - "reason": "Embedding reinit on resize is unrelated to trailing-slash local path import warnings." + "reason": "Unrelated topics: WandB sweeps custom objective vs XLMRoberta Flash Attention support." }, { - "left": "issue:23647", - "right": "issue:27957", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "W&B sweeps custom objective is unrelated to XLM-RoBERTa Flash Attention 2." + "reason": "Different loading/persistence bugs: embedding reinit after resize vs trailing-slash local model warning." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different platforms and bugs: Fuyu exception handling vs Windows ROCm import dependency problems." + "reason": "Different platform/runtime issues: Fuyu tensor conversion exception handling vs Windows ROCm import failure from `torch.distributed` dependency." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Both are Qwen3-family loading/warning issues, but one is a weight-shape mismatch and the other is a tied-weights warning bug; not the same defect." + "reason": "Both mention cache, but one is a local path cache collision and the other is `max_cache_length` only applying to quantized cache." } ] }, @@ -12590,7 +12584,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:23647", "issue:25251", @@ -12607,7 +12601,9 @@ "issue:43688", "issue:43827", "issue:43854", + "issue:43931", "issue:43994", + "issue:44060", "issue:44190", "issue:44242", "issue:44617", @@ -12627,12 +12623,10 @@ "issue:45406", "issue:45584", "issue:45588", - "issue:45632", "issue:46082", "issue:46202", "issue:46369", "issue:46399", - "issue:46424", "issue:46697", "issue:46832", "issue:46858", @@ -12642,217 +12636,217 @@ "issue:47312" ], "soft_pairs": [ - "issue:45632|issue:46424", + "issue:43931|issue:44060", "issue:45127|issue:45200", "issue:25251|issue:29870", + "issue:43673|issue:44743", "issue:45588|issue:47013", "issue:44855|issue:45588", - "issue:43673|issue:44743", "issue:43650|issue:46202", "issue:41950|issue:43475", "issue:44242|issue:46894", "issue:46082|issue:46697", "issue:44792|issue:45405", + "issue:43388|issue:43688", "issue:44617|issue:45584", "issue:43827|issue:43994", - "issue:43388|issue:43688", "issue:44190|issue:44964", "issue:45072|issue:46932", "issue:29870|issue:35141", - "issue:43644|issue:44913", "issue:44734|issue:45406", - "issue:44869|issue:46832", + "issue:43644|issue:44913", "issue:45245|issue:46858", - "issue:23647|issue:29127", + "issue:44869|issue:46832", "issue:43335|issue:44855", + "issue:23647|issue:29127", "issue:43854|issue:44792", "issue:46399|issue:47312", "issue:45381|issue:46369" ], - "prepared_review_unit_hash": "b7b2923cfd5707c7eca187a0a7053d6523c416e5df98ca19fb5ca3fb7c166b42", + "prepared_review_unit_hash": "5c48daec206f85b915b5478bbcddcfaf07a22d5ecae34f840294d0632d1d5f4f", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35833, - "estimated_input_tokens": 8959, - "estimated_eval_tokens": 18174 + "serialized_chars": 35866, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across different models, pipelines, and runtime paths. None of the soft pairs look like true duplicates or mergeable as one fix; at best they share broad keywords like cache, dtype, or serving.", - "confidence": 0.84, - "canonical_issue_reason": "If a representative issue must be chosen, issue:43644 is the cleanest broad regression report: it has a concrete v5.0 behavior change, a core code-path impact, and a clear problem statement. That said, the cluster does not really have a single canonical duplicate.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest standalone issue in the set because it describes a specific, high-impact regression with a general scope and a likely actionable fix path.", - "best_pr_reason": null, + "summary": "No duplicate pairs are convincing here; the set is a heterogeneous mix of unrelated bug reports and docs issues. I would not merge any of the proposed soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue truly fits this cluster because the items span many unrelated subsystems; if forced to pick a representative, issue:45584 is the strongest standalone report with clear symptoms and the most inbound references.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:45584 is the best standalone issue candidate: it is specific, reproducible, and appears to have the most external references among the listed issues.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Both mention cache, but one is a local trust_remote_code path collision and the other is cache max length handling for quantized cache; different bugs and code paths." + "reason": "Both are Qwen-family loading/configuration problems, but one is a weight-shape mismatch in Qwen3-VL and the other is a tied-weights warning in Qwen3-Next; different code paths and failure modes." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Extended-vocab LoRA collapse vs mm_token_type_ids defaults for Gemma 4 text-only fine-tuning are unrelated model/config bugs." + "reason": "These concern different models and different bugs: LoRA merge collapse with tied embeddings versus Gemma 4 requiring mm_token_type_ids for text-only fine-tuning." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Top-k pipeline nesting change and BART generate decoder_attention_mask initialization failure are different subsystems and failure modes." + "reason": "Completely unrelated: pipeline top_k output shape regression versus Bart generate() unbound decoder_attention_mask error." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache during chunked prefill and the other is recurrent state reset in modular_qwen3_5; not the same underlying bug." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention s_aux=None crash and xLSTM return_last_states unpacking bug affect different layers and code paths; not the same fix." + "reason": "Different subsystems and failure causes: flash_attention crashes on s_aux=None, while xLSTM unpacks a backend return value incorrectly in train mode." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model import is unrelated to a flash-attention AttributeError." - }, - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked prefill while the other is recurrent-state reset in modular_qwen3_5; distinct defects." + "reason": "An import-time Python 3.13 IndentationError in DebertaV2Model is unrelated to a flash_attention AttributeError on sink-less models." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A placeholder issue and a Gemma pipeline roundtrip bug are clearly unrelated." + "reason": "No meaningful overlap: one is a vague placeholder issue, the other is a Gemma pipeline roundtrip failure on a specific token." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and SAM3 vision encoder missing attribute are different vision-stack bugs." + "reason": "Both are vision/video-related, but one is a pipeline processor selection bug and the other is a missing attribute on a SAM 3 video encoder output object." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load-balancing loss gating and ASR training-loss double-shift are both training-loss issues, but they are separate implementation errors." + "reason": "Both are loss-related, but they affect different training code paths and model families; the overlap is only superficial." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Llama head_dim validation and Swin2SR over-padding are unrelated config vs preprocessing issues." + "reason": "A config validation issue for Llama head_dim is unrelated to Swin2SR image over-padding." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing janus generate-images test and an unreleased MIN_PEFT_VERSION bump do not share the same underlying bug." + "reason": "A failed Janus image-generation test and a released-version dependency bump are not the same bug or change." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different problems: metrics gathering dropping tuple labels versus auxiliary-loss normalization in MoE models." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "SAM3 video OOM and Whisper empty-transcription generation failure are unrelated model/runtime problems." + "reason": "CUDA OOM in SAM3 video is unrelated to Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and SIGLIP2 producing bad results with AutoModel/pipeline are different issues; one is documentation, the other runtime behavior." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Metric-gathering truncation and auxiliary-loss normalization are both training-related, but the failure mechanisms and affected code are different." + "reason": "One is a docs cleanup for removed pipeline() references; the other is a model inference correctness bug." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading and Phi-4 multimodal model loading are not the same bug." + "reason": "Both are loading failures, but they involve different scripts and model-loading stacks; not the same underlying issue." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different models and different quantization/inference paths; too broad to merge." + "reason": "Both mention dtype casting, but they target different models and situations; too broad to treat as one fix." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate uses an uninitialized decoder_attention_mask; resizing embeddings reinitializes output embeddings in post_init. Different lifecycle bugs." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffers filled with junk and GPTNeoXConfig rotary_pct reload defaulting are unrelated state/config issues." + "reason": "Different symptoms and code paths: Bart generation masking error versus token-embedding resize reinitializing output embeddings." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing _tokenizer are separate serve-time failures." + "reason": "Both affect transformers serve, but one is a KV-cache continuation indexing crash and the other is a Gemma4Processor missing _tokenizer attribute." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Whisper timestamp decoding on trailing replacement chars and RT-DETR forward feature-level mismatch are unrelated model-specific bugs." + "reason": "Serialization/non-persistent-buffer corruption and GPTNeoX rotary_pct reload behavior are not the same defect." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count overflow and static-cache seq_length device-tensor arithmetic are different low-level errors." + "reason": "Different layers entirely: category count overflow versus static-cache seq_length device-tensor arithmetic." }, { - "left": "issue:23647", - "right": "issue:29127", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Wandb sweeps custom objective and LayoutLMv3 error-message clarity do not describe the same issue." + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level handling are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and a Python 3.13 import IndentationError are entirely different problems." + "reason": "A SwitchTransformers config bug and a Python 3.13 IndentationError in DebertaV2Model have no shared code path." + }, + { + "left": "issue:23647", + "right": "issue:29127", + "accept": false, + "reason": "Wandb sweeps custom objective integration and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and janus image-generation test failure are unrelated model/test cases." + "reason": "Different models and failures: GLM-4.7-Flash unit-test loading versus Janus image-generation test failure." }, { "left": "issue:46399", "right": "issue:47312", "accept": false, - "reason": "Missing decorator in Qwen3.5 rotary registration and kernel version incompatibility are both kernel-related, but not the same concrete bug." + "reason": "One is a missing decorator causing kernel registration failure; the other is a broad kernels 0.16 incompatibility report." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug and SAM3 litetext memory overflow are separate model issues." + "reason": "Qwen2.5-VL vision_position_ids mismatch and SAM3 litetext memory overflow are unrelated." } ] }, @@ -12874,7 +12868,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:39692", "issue:41720", @@ -12891,7 +12885,7 @@ "issue:43854", "issue:43994", "issue:44190", - "issue:44242", + "issue:44279", "issue:44479", "issue:44496", "issue:44521", @@ -12919,250 +12913,250 @@ "issue:46617", "issue:46655", "issue:46697", - "issue:46897", "issue:47145", "issue:47312", - "issue:47321" + "issue:47321", + "issue:47448" ], "soft_pairs": [ "issue:39692|issue:47321", "issue:43550|issue:44190", "issue:45563|issue:45584", "issue:44617|issue:46369", - "issue:43827|issue:47321", "issue:43065|issue:44610", - "issue:44479|issue:44734", + "issue:43827|issue:47321", "issue:45381|issue:46655", + "issue:44479|issue:44734", "issue:41720|issue:45245", "issue:43526|issue:46697", "issue:43643|issue:45375", "issue:39692|issue:44190", "issue:43335|issue:44190", "issue:43295|issue:45276", - "issue:44779|issue:46489", "issue:45632|issue:46617", - "issue:44933|issue:45362", + "issue:44779|issue:46489", "issue:43854|issue:44964", + "issue:44933|issue:45362", "issue:43540|issue:44734", "issue:45276|issue:45584", "issue:43994|issue:47321", "issue:45127|issue:45357", - "issue:44242|issue:46897", - "issue:47145|issue:47321", "issue:43673|issue:46421", "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:47145|issue:47321", "issue:45520|issue:46170", "issue:43317|issue:47312", - "issue:44521|issue:45381" + "issue:44279|issue:47448" ], - "prepared_review_unit_hash": "1499fdf516506527dea65384a14507b88cee1f1c35002f460100491d65d7ae2e", + "prepared_review_unit_hash": "cdf734b68ba2e91ca71c949becffed532cbfb48d176236523c4875761a1e1d96", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35823, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 + "serialized_chars": 35749, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous: most items are unrelated regressions across tokenizers, multimodal processors, config loading, caching, and serving. I found one plausible duplicate pair in the DeepSeek tokenizer regression area; the rest are not the same underlying bug.", - "confidence": 0.82, - "canonical_issue_reason": "No single issue is clearly canonical; the items span multiple unrelated code paths, so there is no strong duplicate anchor for the cluster.", + "summary": "This set is mostly heterogeneous: unrelated bugs across models, processors, cache handling, device mapping, and docs. Only the two DeepSeek tokenizer regressions look like the same underlying issue family; the rest should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44779 is the broadest and cleanest representative of the only likely duplicate pair; issue:46489 reads like a model-specific follow-up/gap on the same DeepSeek v5 tokenizer regression.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a reliable global representative because the cluster lacks one shared root cause.", + "best_issue_reason": "issue:44779 is the strongest issue to anchor the cluster if one must be chosen: it describes the general v5 tokenizer regression, is clearer as the umbrella report, and the paired issue is a narrower DeepSeek-Coder v1 variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:47321", "accept": false, - "reason": "SigLIP2 docs/model mismatch and AMD quark class updates are unrelated." + "reason": "Different subsystems: SigLIP2 docs/model-processor mismatch vs AMD quark class metadata." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "A torch.compile/SDPA model bug is unrelated to a local dataset loading script failure." + "reason": "Bamba torch.compile/SDPA failure is unrelated to local dataset loading in the trainer script." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged generate warning handling and Whisper empty-transcription failure are different generation bugs." + "reason": "Both are generation-related, but one is a stale warning in paged generate and the other is Whisper empty-transcription behavior after token alignment." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related in Sam3, but they describe different model variants and failure modes, not the same bug." - }, - { - "left": "issue:43827", - "right": "issue:47321", - "accept": false, - "reason": "Docs referencing pipeline() after v5 removals is unrelated to AMD quark class updates." + "reason": "Same family name, but different models and failures: CUDA OOM in Sam3Video vs memory overflow in sam3-litetext." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder's dummy Conv2d and OmDet-Turbo image-size mismatch are different model/processor issues." + "reason": "Different models and bugs: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43827", + "right": "issue:47321", "accept": false, - "reason": "A video-input regression in Qwen VL models is unrelated to a serving KV-cache tensor indexing crash." + "reason": "Docs pipeline() removal issue is unrelated to AMD quark class updates." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Wrong vision_position_ids in qwen2.5-vl and SmolVLM video padding are different multimodal processor bugs." + "reason": "Both touch video/image preprocessing, but the concrete defects differ: wrong position ids vs incorrect padding." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "One is a Qwen video-input regression; the other is a server KV-cache indexing crash." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping CUDA asserts and the 2^24 category limit are unrelated." + "reason": "Qwen3 auto device-map CUDA assert and category-count limit are unrelated failures." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BEiT label reduction and Swin2SR over-padding affect different processors and code paths." + "reason": "Both are image processors, but one is reduce_labels output shape and the other is over-padding on divisible dimensions." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Generic AutoConfig field loss under trust_remote_code and Qwen3.5MoeVisionConfig dropping one field are similar in theme but not the same concrete bug." + "reason": "Both mention missing config fields, but the root causes are different: generic trust_remote_code loading vs a specific vision-config field being dropped." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 example errors are unrelated to loading a local dataset in the image-classification script." + "reason": "SigLIP2 example bugs are unrelated to the image-classification no-trainer dataset loading problem." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and dataset loading in a training script are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to local dataset loading." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings behavior are different API issues." + "reason": "Processor.tokenizer regression and resize_token_embeddings behavior are different code paths and symptoms." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code caching, but one is a leaf-directory collision and the other is a FileNotFoundError from cache loading." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Both report the same DeepSeek tokenizer regression in v5+ producing incorrect outputs; 46489 reads like a specific follow-up to the broader 44779 report." + "reason": "Both report DeepSeek tokenizer outputs becoming wrong in v5+, and 46489 explicitly reads as a model-specific gap in the same regression/fix area." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Both involve trust_remote_code caching, but one is a leaf-directory collision and the other is a cache FileNotFoundError; not enough to treat as the same bug." + "reason": "Different model-loading failures for different checkpoints; no shared bug surface beyond generic load errors." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "These are separate model-loading failures for different models with no shared root cause shown." + "reason": "An image_utils import error is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and serving KV-cache indexing are different code paths." + "reason": "Qwen3OmniMoe video-input validation error and server KV-cache continuation crash are distinct issues." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated bugs." + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription handling do not share a concrete bug." }, { "left": "issue:43994", "right": "issue:47321", "accept": false, - "reason": "SigLIP2 nonsensical outputs and AMD quark class updates are unrelated." + "reason": "SigLIP2 incorrect outputs and AMD quark metadata updates are unrelated." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge with extended vocabulary and saving Qwen3.5 visual encoder keys are different model-management issues." + "reason": "LoRA merge collapse with extended vocab is unrelated to Qwen3.5 visual encoder key serialization." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "MoE load-balancing loss and Florence2 double-shift training loss are unrelated losses." + "reason": "Both mention chunked prefill cache behavior, but one is a missing cache object and the other is spurious recompilation from lazy initialization." }, { - "left": "issue:47145", - "right": "issue:47321", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "FP8 weight_scale loading and AMD quark class updates are unrelated." + "reason": "Generic trust_remote_code field loss and a missing model_type in a specific config are different loading bugs." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Chunked-prefill cache missing vs. chunked-prefill recompilation are related in theme but not clearly the same concrete defect." + "reason": "Assistant-mask generation in multimodal chat templating is unrelated to Qwen2.5-VL video position ids." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:47145", + "right": "issue:47321", "accept": false, - "reason": "Missing fields from trust_remote_code config loading and an unrecognized model_type error are different config-loading failures." + "reason": "FP8 frozen-checkpoint weight_scale loading and AMD quark class updates are unrelated." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash_attn import handling and Windows ROCm torch.distributed dependency issues are unrelated." + "reason": "Flash-Attn import KeyError on Python 3.13 is unrelated to Windows ROCm/torch.distributed dependency issues." }, { "left": "issue:43317", "right": "issue:47312", "accept": false, - "reason": "Dequantized model offload loading and kernel version compatibility are separate problems." + "reason": "Dequantized-model offload loading and kernel-version incompatibility are different problems." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44279", + "right": "issue:47448", "accept": false, - "reason": "All-zero assistant masks and wrong vision_position_ids are different multimodal template/positioning bugs." + "reason": "A dependency issue with transformers is not the same as Gemma4 architecture recognition." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays appropriately conservative. The cluster does appear heterogeneous from the titles alone, and the one accepted duplicate pair (44779/46489) is plausibly the same DeepSeek tokenizer regression. The other soft-edge rejections are cautious and well-supported by the visible issue descriptions." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only positive soft-edge verdict, issue:44779 \u2194 issue:46489, is supported by the shared DeepSeek tokenizer/v5 regression framing, and the rest of the pairwise rejections are reasonable based on the titles alone. No pull-request mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -13181,7 +13175,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:25251", "issue:27957", @@ -13202,6 +13196,7 @@ "issue:43976", "issue:44016", "issue:44112", + "issue:44242", "issue:44246", "issue:44279", "issue:44462", @@ -13220,27 +13215,27 @@ "issue:45593", "issue:45600", "issue:45632", - "issue:45759", "issue:45803", "issue:45907", "issue:46234", "issue:46506", "issue:46752", "issue:46858", + "issue:46897", "issue:47217", "issue:47321", "issue:47448" ], "soft_pairs": [ - "issue:44279|issue:47448", + "issue:44242|issue:46897", "issue:43611|issue:47321", "issue:44112|issue:45600", "issue:44016|issue:47448", "issue:42175|issue:44279", "issue:44112|issue:44964", "issue:43673|issue:46858", - "issue:44246|issue:45003", "issue:44462|issue:45907", + "issue:44246|issue:45003", "issue:27957|issue:35141", "issue:42796|issue:44521", "issue:32090|issue:35141", @@ -13259,211 +13254,204 @@ "issue:36246|issue:38617", "issue:43295|issue:45335", "issue:45083|issue:46506", - "issue:44496|issue:45759", "issue:44938|issue:45542" ], - "prepared_review_unit_hash": "811de344b87636eddef3ea5c32840cffebbedac44539673a336b9b432758c456", + "prepared_review_unit_hash": "7825022d936b2b0ae9ed3574598c5ea0ad35d25753081872149965c569aa563b", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35899, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36129, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated model-loading, tokenizer, chat-template, packaging, CI, and training bugs. None of the soft pairs look like the same underlying defect, so no duplicates should be merged here.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue; the cluster is not a true duplicate set and mixes many unrelated failure modes.", + "summary": "This set is not a coherent duplicate cluster: the items span unrelated bugs, model-specific regressions, dependency/import issues, tokenizer/chat-template problems, and CI/doc failures. All proposed soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the items are heterogeneous and do not share one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the cluster, since the items cover different subsystems and distinct root causes.", + "best_issue_reason": "No global best issue for deduping: nothing here is a strong representative for the others because the underlying problems differ.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44279", - "right": "issue:47448", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Generic dependency/install complaint vs a specific Gemma4 architecture recognition bug." + "reason": "Different models and failure modes: MoE load-balancing loss vs Florence2 double-shift training bug." }, { "left": "issue:43611", "right": "issue:47321", "accept": false, - "reason": "Base-model-prefix loading regression is unrelated to AMD quark class refresh." + "reason": "Unrelated problems: base_model_prefix loading regression vs AMD quark class update." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI failure in GraniteSpeech device override is unrelated to stale auto_mappings entries." + "reason": "CI test flake in GraniteSpeech vs stale auto_mappings references to removed configs." }, { "left": "issue:44016", "right": "issue:47448", "accept": false, - "reason": "Notebook syntax error is documentation-related, not a Gemma4 model-loading issue." + "reason": "Notebook syntax error is documentation-related; gemma4 is an architecture recognition bug." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "TensorFlow missing from the torch extra is a concrete packaging bug, not a vague dependency issue." + "reason": "One is missing TensorFlow in a torch install; the other is a broad dependency issue with no same code path." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI flake and Phi-4 multimodal loading failure are different problems." + "reason": "GraniteSpeech CI failure is not the same as Phi-4 multimodal model loading regression." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Missing GenerationMixin cache in v5.0.0 is distinct from device-tensor slice arithmetic in prefill." + "reason": "Both mention cache, but one is missing GenerationMixin cache in v5.0.0 and the other is static-cache slice arithmetic on non-CUDA backends." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Slow import reports a performance issue; unsafe sys.modules access is a correctness bug." + "reason": "Tokenizer JSON loading and repo file listing with revision are different code paths." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Tokenizer.json being ignored is unrelated to forwarding revision in list_repo_files." + "reason": "Import-time slowness is a performance issue; unsafe sys.modules access is a correctness/safety bug." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLM-R is unrelated to resize-token-embeddings reinitializing output weights." + "reason": "Flash Attention 2 support for XLM-R is unrelated to embedding reinitialization after resize." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "BPE marker handling in a tokenizer is different from assistant_mask generation for multimodal chat templates." + "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant mask generation in apply_chat_template." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to post-init embedding reinitialization." + "reason": "Trainer broadcast TypeError and tied-embedding resize bug are separate issues." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal load failure and stale auto_mappings references are different load paths and causes." + "reason": "Model loading regression for Phi-4 multimodal is unrelated to stale auto_mappings config references." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU arange in XLNet is a performance/device bug, not a bare-except exception-handling issue." + "reason": "XLNet CPU tensor allocation bug and bare except in Fuyu conversion are different code paths." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Untied lm_head weights in Mistral3 is distinct from Qwen3.5 checkpoint save corruption." + "reason": "Untied lm_head in Mistral3 and incorrect save_pretrained checkpointing in Qwen3.5 are different defects." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed Sam3LiteText config references." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed-config CI breakage." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers is unrelated to D-FINE auxiliary loss behavior." + "reason": "Sparse-layer creation in SwitchTransformers and D-FINE auxiliary-loss handling are not the same bug." }, { "left": "issue:25251", "right": "issue:29925", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to SigLIP fast-tokenizer enforcement." + "reason": "Pipeline top_k nesting and SigLIP fast-tokenizer enforcement are unrelated." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Unrecognized model type error is unrelated to VL image-placeholder handling in user text." + "reason": "Unrecognized model/config.json loading failure is not the same as VL image-placeholder handling." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call/no-content handling and the other is empty-input IndexError." + "reason": "Both are apply_chat_template bugs, but one is tool-call/no-content handling and the other is empty-list IndexError." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model-type resolution failure is unrelated to PIL image processors wrongly requiring torchvision." + "reason": "Model config recognition failure and PIL image-processor dependency on torchvision are different issues." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Local cache path collisions are unrelated to a missing import_utils availability helper." + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils helper." }, { "left": "issue:43976", "right": "issue:47448", "accept": false, - "reason": "Python version compatibility breakage is unrelated to Gemma4 architecture registration." + "reason": "Python version compatibility failure and gemma4 arch recognition are unrelated." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export is a different import failure than AutoImageProcessor absence." + "reason": "Missing Qwen2_5_VLImageProcessor and missing AutoImageProcessor are different import/export problems." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "A missing processor export and a missing configuration_utils symbol are unrelated import errors." + "reason": "These are distinct missing-symbol ImportErrors in different modules." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to t5gemma resize_token_embeddings not affecting decoder embeddings." + "reason": "Processor/tokenizer regression and t5gemma resize_token_embeddings bug are separate code paths." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to PPDocLayoutV3 CPU/CUDA divergence." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Model-type recognition failure is not the same as unwrapping text_config for composite multimodal configs." + "reason": "Qwen3_omni_moe feature-length helper bug is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is unrelated to tensorboard installing without TensorFlow." + "reason": "Python 3.14 import failure and undefined TensorFlow backend from tensorboard-only install are unrelated environment issues." } ] }, @@ -13485,7 +13473,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:29925", "issue:33290", @@ -13523,8 +13511,8 @@ "issue:45584", "issue:45588", "issue:45593", + "issue:45759", "issue:45812", - "issue:45823", "issue:46082", "issue:46121", "issue:46424", @@ -13537,23 +13525,24 @@ "issue:47333" ], "soft_pairs": [ + "issue:44496|issue:45759", "issue:39692|issue:46932", "issue:41950|issue:44016", - "issue:43976|issue:44987", "issue:44279|issue:46515", + "issue:43976|issue:44987", "issue:44683|issue:45446", + "issue:43673|issue:46424", "issue:42994|issue:47333", "issue:29925|issue:33290", - "issue:43673|issue:46424", "issue:43673|issue:44336", "issue:43381|issue:45593", - "issue:43526|issue:43901", "issue:44295|issue:46506", + "issue:43526|issue:43901", + "issue:43650|issue:44220", "issue:44016|issue:44220", "issue:46082|issue:46121", - "issue:44327|issue:46752", - "issue:43650|issue:44220", "issue:42994|issue:47332", + "issue:44327|issue:46752", "issue:44016|issue:44062", "issue:43441|issue:45588", "issue:44792|issue:46424", @@ -13563,221 +13552,232 @@ "issue:43824|issue:44933", "issue:44279|issue:45405", "issue:39692|issue:43901", - "issue:43901|issue:44496", + "issue:42796|issue:43650", "issue:43295|issue:44779", + "issue:43901|issue:44496", "issue:44779|issue:45812", - "issue:42796|issue:43650", - "issue:43901|issue:47217", - "issue:41950|issue:45823" + "issue:43901|issue:47217" ], - "prepared_review_unit_hash": "1220ee94181e8b725af5ad9d3b9b038c67dbfd652cdedc7aacc4fab21814fd15", + "prepared_review_unit_hash": "0f8b95f397a09ddcda0df679fc02cc4e9871f3592fdaffdeb65ca0a89a979876", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36916, - "estimated_input_tokens": 9229, - "estimated_eval_tokens": 18714 + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the titles point to many unrelated bugs, regressions, and doc issues across different models/subsystems. I rejected all soft edges; none look like the same underlying change or bug.", - "confidence": 0.94, - "canonical_issue_reason": "#45020 is the broadest, most general regression report in the set and is better suited as a representative issue than the narrower model- or feature-specific reports.", + "summary": "These are mostly unrelated issues that only share broad Transformers/tokenizer/model-loading vocabulary. No soft pair looks like the same concrete bug or change, so I rejected all candidates.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45812 is the strongest standalone bug report here: a concrete, high-impact tokenizer regression affecting all Granite models with a clear v4\u2192v5 breakage.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 has the strongest cluster-representative value: it is a clearly described, high-signal regression with broader scope than the other issues.", + "best_issue_reason": "issue:45812 is the most actionable and broadly representative issue in the set: a silent tokenizer regression with model-wide impact and explicit repro context.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different failure modes: generic unrecognized-model/config loading vs composite multimodal config handling." + }, { "left": "issue:39692", "right": "issue:46932", "accept": false, - "reason": "Different models and different failures: SigLIP2 doc example errors vs Gemma4 quantized embedder dtype casting." + "reason": "Both are model-specific, but one is a SigLIP2 docs/example problem and the other is Gemma4 quantized embedder dtype casting." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Unrelated bugs: a video-classification processor lookup issue vs a notebook syntax error." + "reason": "Unrelated bugs: pipeline processor lookup vs a notebook syntax error." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Both involve version regressions, but one is a Python support issue and the other is a model-loading failure for a specific repo; not the same bug." + "reason": "Different dependency problems: one is a Deepspeed/Adafactor OOM, the other a torch version incompatibility." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "A dependency issue with transformers is not the same as a torch version incompatibility." + "reason": "One is a Python-version support issue; the other is a model loading failure for a specific repo." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Same subsystem (flex_attention) but different concrete problems: compiled flex_attention on torch>=2.9 vs a bad version check for AuxRequest import." + "reason": "Related subsystem, but not the same bug: compiled flex_attention failure vs a wrong PyTorch version check for AuxRequest import." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is max_cache_length handling for quantized cache." }, { "left": "issue:42994", "right": "issue:47333", "accept": false, - "reason": "Both are save failures, but they involve different model families and different save contexts (dequantized vs disk-offloaded)." + "reason": "Both are save/offloading problems, but one is generic quantized saving and the other is disk-offloaded Qwen3-30B saving." }, { "left": "issue:29925", "right": "issue:33290", "accept": false, - "reason": "Tokenizer fast-mode enforcement is unrelated to an Adafactor/DeepSpeed OOM." - }, - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill and the other is cache-length behavior for quantized cache only." + "reason": "Completely different areas: SigLIP tokenizer enforcement vs Deepspeed/Adafactor OOM." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache-missing regression and ANSI output formatting are unrelated." + "reason": "Cache behavior bug vs unrelated ANSI/reporting output issue." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Different code paths: gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "One is position_ids buffer access, the other CPU/CUDA output divergence." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Different components and bug types: BeitImageProcessorFast label reduction vs documentation drift in TextClassificationPipeline." + "reason": "Unrelated: BeitImageProcessorFast label reduction bug vs text-classification docs mismatch." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "A position_ids buffer access error is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + "reason": "No shared bug: a vague data request vs an audio feature extraction error." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error is unrelated to the fbank feature extraction bug." + "reason": "Notebook syntax error and fbank feature extraction crash are unrelated." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both are config-validation issues, but they concern different fields and different code paths." - }, - { - "left": "issue:44327", - "right": "issue:46752", - "accept": false, - "reason": "Both are edge-case crashes, but in different APIs and with different failure modes." + "reason": "Different configuration validation issues: Llama head_dim logic vs rope-validation key type handling." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:42994", + "right": "issue:47332", "accept": false, - "reason": "The placeholder issue 'ADD THE DATA' is not the same as the fbank feature extraction failure." + "reason": "Both concern saving, but one is generic quantized model saving and the other is disk-offloaded Qwen3 model saving." }, { - "left": "issue:42994", - "right": "issue:47332", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Same general saving area, but distinct models and distinct offloading/save scenarios." + "reason": "Both are edge-case crashes, but in different APIs: QA decode_spans vs apply_chat_template on empty input." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "Notebook syntax error vs tokenizer AddedToken keyword collision; no same underlying bug." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a model-specific v5 RC failure and the other is an integration AttributeError on sink-less models." + "reason": "Both mention flash attention, but one is a Ministral v5 RC failure and the other is an s_aux=None AttributeError for sink-less models." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A janus test failure is unrelated to cache-length semantics." + "reason": "Janus image-generation test failure is unrelated to cache max length handling." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code loading regressions are different bugs." + "reason": "Video-classification processor lookup bug is not the same as a broad remote_code regression." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to Ministral-3 FlashAttention failures." + "reason": "Different problems: saving dequantized Ministrals/Devstrals vs FlashAttention failure in Ministral-3." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Tokenizer embedding resize behavior and Whisper empty transcription generation are different issues." + "reason": "Unrelated model-specific bugs: T5Gemma embedding resize vs Whisper empty-transcription generation." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols in different modules." + "reason": "Different import failures in different modules/models; no common code-path." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A transformers dependency issue is unrelated to an unreleased PEFT minimum version bump." + "reason": "Dependency/version complaint vs a PEFT minimum-version bump; not the same underlying issue." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "A SigLIP2 docs/model mismatch is unrelated to a pipeline documentation note about return_all_scores." + "reason": "A broken SigLIP2 example is unrelated to text-classification documentation drift." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Documentation drift in a pipeline API is unrelated to an unrecognized-model config error." + "reason": "Tokenizer BPE marker handling has nothing in common with a generic data placeholder issue." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are regression reports around tokenizers, but they describe different models and different breakages." + "reason": "Both are tokenizer regressions, but they affect different models and describe different failure modes." }, { "left": "issue:43901", - "right": "issue:47217", + "right": "issue:44496", "accept": false, - "reason": "A pipeline docs issue is unrelated to VL models failing on image placeholders in user text." + "reason": "Docs/API mismatch vs model config import failure; not the same bug." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they target different model families and distinct tokenization paths." + }, + { + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 device-map mismatch are different code paths and failures." + "reason": "Documentation wording issue vs a VL placeholder-handling failure; unrelated." } ] }, @@ -13799,8 +13799,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ + "issue:41950", "issue:43299", "issue:43381", "issue:43479", @@ -13809,7 +13810,6 @@ "issue:43650", "issue:43653", "issue:43854", - "issue:43873", "issue:43931", "issue:43976", "issue:44016", @@ -13834,7 +13834,7 @@ "issue:45542", "issue:45588", "issue:45593", - "issue:45800", + "issue:45823", "issue:45859", "issue:45907", "issue:46082", @@ -13851,6 +13851,7 @@ "issue:47405" ], "soft_pairs": [ + "issue:41950|issue:45823", "issue:43299|issue:45216", "issue:43479|issue:45375", "issue:44466|issue:45276", @@ -13864,225 +13865,217 @@ "issue:44462|issue:45081", "issue:46082|issue:46399", "issue:43299|issue:45357", - "issue:43299|issue:43854", - "issue:43644|issue:47145", - "issue:44075|issue:44368", "issue:46082|issue:46512", + "issue:44075|issue:44368", + "issue:43644|issue:47145", "issue:44242|issue:45200", + "issue:43299|issue:43854", "issue:44016|issue:44291", "issue:44683|issue:45542", "issue:43931|issue:47145", "issue:43650|issue:46209", "issue:45588|issue:47000", - "issue:45081|issue:45907", "issue:45859|issue:46851", - "issue:45103|issue:45372", - "issue:43873|issue:47145", + "issue:45081|issue:45907", "issue:44351|issue:45278", - "issue:45542|issue:45800" + "issue:45103|issue:45372" ], - "prepared_review_unit_hash": "45b4e926bacd89f73536fe4757321e39d1fbe4e5ab61f3a3cd4c232b9cde45de", + "prepared_review_unit_hash": "8873200b432b469d3cd43cc6e5e9e9175770f048b24661b8489a71e01a9216a5", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36773, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "soft_pair_count": 28, + "serialized_chars": 36501, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct model/config/load/save/tokenizer bugs rather than duplicates. No soft pair looks like the same underlying change or failure mode, so none should be merged together.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical duplicate stands out; if one must be chosen, issue 43299 is the broadest early regression report and the closest thing to a hub, but it is still distinct from the others.", + "summary": "No soft pairs look like true duplicates; the cluster is a heterogeneous mix of Transformers issues with only loose thematic overlap. I would not merge any of the proposed edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:47405 is the broadest, most impactful representative among the set: it describes a silent weight-corruption regression on model loading, which is more general than the other highly model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43299 is the most central candidate only in the sense that it is an early, user-facing regression report with several superficial similarity links; however it does not actually subsume the other issues.", + "best_issue_reason": "issue:47405 is the best single issue to anchor this cluster because it is an open, high-severity regression with broad loading/corruption impact rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: processor lookup in video classification vs device-mismatch during Gemma4 forward." + }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both mention Qwen regressions, but one is a loading failure and the other is incorrect save_pretrained serialization; different code paths and symptoms." + "reason": "Both involve Qwen3-family models, but one is load-time MoE breakage and the other is save_pretrained checkpoint regression." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different models and different config bugs: Phi4Multimodal default init vs Qwen3_5MoeVisionConfig field dropping." + "reason": "Both are config-related, but they affect different model families and different failure modes (None defaults vs missing strict field)." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "One is tied-weight serialization varying by device, the other is Gemma 4 embedding resize propagation; not the same defect." + "reason": "Different paths: tokenizer repository selection vs Gemma4 embedding resize propagation." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "MaskGenerationPipeline batch-finalization bug vs sam3-litetext memory overflow; unrelated failures." + "reason": "Unrelated: final partial-batch handling in a pipeline vs memory overflow in sam3-litetext." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to Rust tokenizer thread safety." + "reason": "Stale phonemizer backend state is unrelated to fast-tokenizer thread safety." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug and Qwen3.5 checkpoint save regression are unrelated." + "reason": "Different regressions: BLIP2 dtype propagation on load vs Qwen3.5 checkpoint serialization on save." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; no shared underlying bug." + "reason": "Tokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:47145", "right": "issue:47405", "accept": false, - "reason": "Both are silent load/corruption issues, but one is FP8 weight_scale application and the other is wrong Auto class/model_type conversion skip; different mechanics." + "reason": "Both are silent loading/corruption issues, but they are concrete different bugs: FP8 weight_scale application vs wrong-Auto-class conversion skip." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support issue vs unreleased MIN_PEFT_VERSION bump; unrelated." + "reason": "Version-compatibility issue vs dependency version bump; not the same underlying bug." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to RTDetrLoss infeasible cost matrix errors." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RTDetrLoss cost-matrix infeasibility." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is a separate loading bug from Mistral regex patch crashing on missing backend_tokenizer." + "reason": "Tokenizer.json lookup behavior and Mistral regex patch crash are different code paths." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-kernel registration failure are different issues." + "reason": "Config validation for head_dim is unrelated to the Qwen3.5 kernel registration error." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5/Qwen3VL regressions, but one is model loading and the other is save_pretrained visual key serialization; not the same bug." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Different Qwen variants and different failure modes: model loading mismatch vs unit-test load failure." + "reason": "Both are Qwen3.5/Qwen3VL-related, but one is model loading and the other is incorrect save_pretrained key mapping." }, { - "left": "issue:43644", - "right": "issue:47145", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0 is unrelated to FP8 compressed-tensors weight_scale loading." + "reason": "LlamaConfig validation and stale config.dtype after from_config are distinct configuration issues." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer SGD args ignored and tie_word_embeddings warning are unrelated; no shared code-path." + "reason": "Optimizer args not used is unrelated to the tied-embeddings warning." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43644", + "right": "issue:47145", "accept": false, - "reason": "Both involve model config parameters, but one is Llama head_dim validation and the other is from_config dtype staleness." + "reason": "Non-persistent buffer junk filling is a different initialization bug than FP8 compressed-tensors scaling." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "MoE load-balancing loss gating is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3VL MoE load breakage vs GLM-4.7 flash loading in tests." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights unexpected argument are unrelated." + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch 2.9 flex_attention compilation failure is unrelated to tensorboard/TensorFlow backend installation behavior." + "reason": "Torch flex_attention compilation failure is unrelated to the TensorFlow/tensorboard backend issue." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale omission are different loading failures." + "reason": "Weight-shape mismatch during Qwen3-VL loading is different from FP8 weight_scale corruption." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder/non-technical issue vs FP8 inference failure on B200; no relation." + "reason": "The first issue is too vague to map to the specific FP8 inference-on-B200 bug; no shared underlying defect is evident." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention auxiliary state crash and RTDetrLoss infeasible cost matrix are different subsystems and bugs." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Mistral regex tokenizer crash vs list_repo_files revision forwarding; unrelated." + "reason": "Flash-attention s_aux=None crash and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5 rotary/position-related, but one is CPU offload compatibility and the other is variable-length position_ids handling; not the same concrete bug." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "auto_docstring annotation handling and mistral_common import failure are unrelated." + "reason": "CPU offload incompatibility in rotary embeddings is different from variable-length position_ids handling." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Quantization/offloading behavior and FP8 frozen checkpoint weight_scale application are distinct loading paths." + "reason": "Tokenizer regex crash is unrelated to forwarding revision in list_repo_files." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A single missing HybridCache import is not the same as broad import errors after upgrade." + "reason": "A specific missing HybridCache import is not the same as broad import errors after upgrading." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "TensorBoard without TensorFlow backend error and torch/transformers incompatibility are unrelated." + "reason": "auto_docstring annotations crash and ReasoningEffort import breakage are different failures in different subsystems." } ] }, @@ -14104,7 +14097,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:33290", "issue:42175", @@ -14117,13 +14110,12 @@ "issue:43575", "issue:43643", "issue:43673", - "issue:43723", "issue:43761", "issue:43784", "issue:43824", + "issue:43873", "issue:43901", "issue:43976", - "issue:44162", "issue:44186", "issue:44188", "issue:44246", @@ -14145,6 +14137,7 @@ "issue:45600", "issue:45656", "issue:45712", + "issue:45800", "issue:45834", "issue:46399", "issue:46846", @@ -14156,238 +14149,245 @@ "issue:47427" ], "soft_pairs": [ - "issue:43441|issue:45834", + "issue:43873|issue:47145", + "issue:45542|issue:45800", "issue:42994|issue:43317", + "issue:43441|issue:45834", "issue:44336|issue:46851", "issue:44671|issue:44779", "issue:43784|issue:45542", "issue:44186|issue:47000", - "issue:44246|issue:47217", "issue:42175|issue:43976", + "issue:44246|issue:47217", "issue:45325|issue:46851", "issue:43673|issue:43761", "issue:44623|issue:44749", - "issue:46399|issue:46846", "issue:43525|issue:43643", + "issue:46399|issue:46846", "issue:43479|issue:43525", - "issue:44589|issue:45362", - "issue:43901|issue:44246", "issue:44623|issue:45397", "issue:42796|issue:43441", "issue:33290|issue:45656", + "issue:44589|issue:45362", + "issue:43901|issue:44246", "issue:43575|issue:47145", - "issue:44261|issue:44263", "issue:44188|issue:44336", + "issue:44261|issue:44263", "issue:45600|issue:45712", "issue:45588|issue:47427", "issue:45362|issue:47333", "issue:43824|issue:43976", - "issue:44246|issue:44496", "issue:44336|issue:44373", - "issue:43723|issue:44162" + "issue:44246|issue:44496" ], - "prepared_review_unit_hash": "8eaf943b6ea439728105dd94115c2e7a5c665a4830249ecbb9887019da0e80a7", + "prepared_review_unit_hash": "13b919e2d83d7746d413ed0c63f554b75cf5f521b084c96d2528859edba3dc5b", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36258, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "soft_pair_count": 30, + "serialized_chars": 36549, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, packaging-, or runtime-specific bugs that only share broad Transformers/v5 wording. I do not see a safe duplicate merge candidate among the soft edges.", - "confidence": 0.21, - "canonical_issue_reason": "If a representative issue is needed, issue 44246 is the broadest/highest-signal runtime problem in the set, but the overall cluster is not a coherent duplicate family.", + "summary": "This set is largely a bag of unrelated transformer bugs and regressions rather than a tight duplicate cluster. I rejected all soft edges because the paired reports usually differ by model, subsystem, and failure mode.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43873 is the closest thing to an umbrella candidate because it is open, active, and broadly about offloading/quantization behavior, but it still does not actually cover most of the other issues here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 is the most representative general-runtime complaint among otherwise unrelated reports, though it should not be treated as a true cluster duplicate anchor.", + "best_issue_reason": "Issue 43873 is the strongest single representative from this set on impact and activity, but only as a weak placeholder because the cluster does not appear to share one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a general offloading-with-quantization problem and the other is a specific FP8 frozen-checkpoint weight_scale bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Different bugs: Ministral tokenizer BPE-marker handling vs Kosmos2.5 OCR long-input index error." + "reason": "Different failures: missing TensorFlow backend from extras install vs a torch/transformers version incompatibility." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Saving a quantized model and loading a dequantized model with offload are different code paths and failures." + "reason": "One is about saving quantized models, the other about loading dequantized models with gpu/cpu offload; save and load paths differ." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and code paths: FlashAttention failure for Ministral-3 vs long-input OCR index error in Kosmos2.5." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI-code leakage in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Unrelated bugs: ANSI color output in loading_report vs Qwen3.5 variable-length position_ids handling." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM regression and Deepseek tokenizer corruption are distinct model/tokenizer problems." + "reason": "Both are v5 regressions, but one is CamemBERT masked-LM output corruption and the other is a Deepseek tokenizer regression." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both are import/backend errors, but they affect different packages and stem from different missing symbols/backends." + "reason": "Different import-time dependency problems: sentence-transformers missing nn vs tensorboard/TF backend mismatch." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same underlying bug as RTDetrLoss infeasible cost matrix." + "reason": "Tokenizer padding/truncation crash and RTDetrLoss cost-matrix infeasibility are different subsystems and failure modes." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Import-time slowness and VL image-placeholder failure are unrelated behaviors." + "reason": "Both mention installation/runtime environment issues, but one is missing TensorFlow in extras and the other is a Python version compatibility problem." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Package extra dependency inclusion differs from Python-version compatibility; not the same defect." + "reason": "Import slowness is unrelated to a vision-language placeholder handling bug." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Qwen3.5 variable-length position_ids are separate model bugs." + "reason": "Both touch position_ids in Qwen models, but they affect different models and different algorithms (rope scaling vs variable-length inputs)." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Missing generation cache in chunked_prefill is unrelated to CLIPVision hidden_states regression." + "reason": "Different v5 regressions: missing generation cache in chunked prefill vs CLIPVisionModel returning hidden_states=None." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing save_pretrained files and slower filtering after upgrade are different symptoms and code paths." - }, - { - "left": "issue:46399", - "right": "issue:46846", - "accept": false, - "reason": "A kernel-registration crash from a missing decorator is not the same as TP-plan OOM/shape mismatch." + "reason": "Saving processor files and a data-filtering performance regression are not the same bug." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "A missing pad_token_id attribute in Llama4Config is different from trust_remote_code dropping fields in AutoConfig." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Multimodal default-config initialization and missing config attributes are unrelated configuration bugs." + "reason": "One is a specific missing pad_token_id on Llama4Config; the other is generic missing fields when using trust_remote_code." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash do not share a concrete code path." + "reason": "Both are Qwen3.5-related, but one is a kernel registration crash and the other is a TP-plan omission causing OOM/shape errors." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "A documentation mismatch is not the same as import performance degradation." + "reason": "Different config initialization bugs affecting different model families and fields." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save output omissions and gemma-4 zero3 from_pretrained failures are distinct issues." + "reason": "Processor save_pretrained file omission and gemma-4 zero3 from_pretrained are separate save/load problems." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Tokenizer BPE-marker parsing and FlashAttention failure are different parts of the stack." + "reason": "Tokenizer BPE marker handling and FlashAttention failure are unrelated." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "AdaFactor OOM in deepspeed and double optimizer-step behavior are not the same underlying bug." + "reason": "Both mention DeepSpeed/optimization, but one is Adafactor OOM and the other is double optimizer stepping." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Tensor-parallel load OOM and FP8 checkpoint weight_scale omission are different loading bugs." + "reason": "Storage type lookup failure and Qwen3.5 chat crash are unrelated." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores has nothing to do with intermittent slow imports." + }, + { + "left": "issue:43575", + "right": "issue:47145", "accept": false, - "reason": "MLA q_a_layernorm epsilon handling is unrelated to torch.split return-value behavior." + "reason": "Both involve loading large models, but one is TP-load OOM and the other is FP8 checkpoint corruption from missing weight_scale." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile-dependent attention-kernel divergence has nothing to do with ANSI output in loading_report." + "reason": "Torch.compile attention-kernel divergence and ANSI code leakage are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and symptoms: MLA layernorm epsilon precision issue vs torch.split return behavior in a MoE indexer." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Stale auto_mappings entries and leftover dummy_pt_objects cleanup are separate maintenance failures." + "reason": "Both are repo-maintenance issues, but one is stale auto_mappings references and the other is dummy_pt_objects cleanup; not the same bug." }, { "left": "issue:45588", "right": "issue:47427", "accept": false, - "reason": "FlashAttention sink-less-model crash and redundant init on non-CUDA hardware are different initialization paths." + "reason": "FlashAttention crash on sink-less models and redundant hf init skipping on non-CUDA hardware are different code paths." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Qwen3.5 chat crashes and disk-offloaded checkpoint saving are unrelated failures." + "reason": "Qwen3.5 chat crash and disk-offload save failure are distinct issues." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "An import error for a missing class and a Python support/package issue are not duplicates." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Import slowness is unrelated to unrecognized-model/config.json validation failure." + "reason": "ImportError for a specific VL class and a Python 3.9/3.10 compatibility problem are not the same underlying bug." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI-code generation and a wrong docstring are not the same issue." + "reason": "ANSI color output in non-terminal contexts is unrelated to a wrong docstring for position_ids." }, { - "left": "issue:43673", - "right": "issue:44162", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Generation cache regression and ESM2 breakage are entirely different model/runtime bugs." + "reason": "Intermittent slow import is unrelated to an unrecognized model/config.json error." } ] }, @@ -14409,7 +14409,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:36246", "issue:42491", @@ -14421,13 +14421,15 @@ "issue:43540", "issue:43550", "issue:43596", + "issue:43723", + "issue:44162", "issue:44246", "issue:44295", "issue:44297", "issue:44336", "issue:44479", - "issue:44779", "issue:44871", + "issue:44995", "issue:45003", "issue:45072", "issue:45083", @@ -14435,13 +14437,11 @@ "issue:45137", "issue:45250", "issue:45292", - "issue:45375", "issue:45397", "issue:45561", "issue:45563", "issue:45588", "issue:45701", - "issue:45759", "issue:46291", "issue:46399", "issue:46424", @@ -14457,11 +14457,13 @@ "issue:47176", "issue:47177", "issue:47217", - "issue:47312" + "issue:47312", + "issue:47470" ], "soft_pairs": [ - "issue:42491|issue:43299", + "issue:43723|issue:44162", "issue:46291|issue:46399", + "issue:42491|issue:43299", "issue:46399|issue:46851", "issue:45072|issue:46829", "issue:46655|issue:46726", @@ -14475,9 +14477,10 @@ "issue:45103|issue:46399", "issue:44246|issue:44871", "issue:43550|issue:46506", - "issue:45561|issue:45563", "issue:44336|issue:46424", + "issue:45561|issue:45563", "issue:44295|issue:45397", + "issue:44995|issue:47470", "issue:43540|issue:46752", "issue:42915|issue:47312", "issue:36246|issue:43596", @@ -14485,220 +14488,212 @@ "issue:46614|issue:46665", "issue:44479|issue:46655", "issue:46726|issue:47217", - "issue:45375|issue:45759", - "issue:43257|issue:45137", "issue:43352|issue:45250", - "issue:45292|issue:45701", - "issue:44779|issue:45292" + "issue:43257|issue:45137", + "issue:45292|issue:45701" ], - "prepared_review_unit_hash": "41e7f001a0ce52873c9f033f53014f5ea2f666be4fad3788bf2b2168d78dee4f", + "prepared_review_unit_hash": "23feabf9ce923a095744f08d22af42a4b38c2b5fa3202d5237c73697df6b7684", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36198, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "serialized_chars": 36667, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly separate bugs across different model families and subsystems; none of the soft pairs looks like a safe duplicate merge on the same concrete code path. The only strong commonality is broad Qwen/VL regression chatter, but the reported failures are still materially different.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44479 is the broadest concrete regression report here: it names a specific version breakage and multiple affected Qwen VL/MoE variants, making it the best anchor for nearby vision-regression reports.", + "summary": "The cluster is heterogeneous: most pairs are only loosely related by model family or subsystem, not the same underlying bug/change. I rejected all soft edges and picked a single broad, concrete regression report as the best representative issue.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44479 is the clearest broad regression report in the set: it names a concrete v5.3.0 video-input failure and spans multiple Qwen VL/MoE variants, making it a stronger duplicate anchor than the narrower or more ambiguous reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue in this set because it is self-contained, version-specific, and spans multiple related model variants; the others are either narrower, unrelated, or clearly different bugs.", + "best_issue_reason": "Issue 44479 is the best single issue to represent the cluster because it is specific, user-facing, and clearly describes a reproducible regression affecting multiple related model variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Both are Qwen3 MoE loading regressions, but one is a LoRA compatibility problem and the other is a base-model load failure; not the same concrete bug." + "reason": "Both are loading-related, but one is a tokenizer import error and the other is an ESM2 breakage; different failure modes and no shared code path." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "One is a kernels import/version requirement failure, the other is a Qwen3.5 kernel registration error; same area, different failure mode and fix." + "reason": "Different subsystems: pipelines import-time dependency validation versus Qwen3.5 kernel registration/rotary-position failure." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3/MoE and version regressions, but one is a LoRA compatibility issue and the other is a model-loading breakage; not the same bug." + }, + { + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Different problems in Qwen3.5: kernels registration vs variable-length position_ids handling; not mergeable as one bug." + "reason": "One is a use_kernels registration crash, the other is a variable-length position_ids bug; distinct concrete failures." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Unrelated model/path issues: bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel versus VideoPrism output formatting." + "reason": "Different symptoms and code paths: dtype mismatch in inference versus a hidden_states/output field mix-up." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Both involve vision processing, but one is a video padding bug and the other is missing-backend AutoProcessor error handling." + "reason": "Video padding logic in SmolVLM is unrelated to AutoProcessor's missing-vision-backend error handling." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both touch Qwen input-shape logic, but one is feature-extraction length math and the other is position_ids with variable-length inputs." + "reason": "Both touch Qwen models, but one is a helper-output-length bug in qwen3_omni_moe and the other is a position_ids issue in Qwen3.5." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 ZeRO3 from_pretrained behavior." + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 ZeRO3 from_pretrained loading failures." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Both are security issues, but command-substitution allowlist bypass and tar/zip slip arbitrary write are distinct vulnerabilities with different code paths." + "reason": "Separate security bugs: shell-operator allowlist bypass versus archive extraction arbitrary file write/RCE." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to VL placeholder handling in user text." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder handling." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access." + "reason": "A BeitImageProcessorFast label-reduction bug is not the same as a modeling_utils sys.modules access issue." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention sinkless-model crash and Qwen3.5 variable-length position_ids are different defects." - }, - { - "left": "issue:45003", - "right": "issue:46821", - "accept": false, - "reason": "Generic modeling_utils sys.modules access does not match TimesFM window_size AttributeError." + "reason": "Flash-attention auxiliary-state crash and variable-length position_ids are different concrete bugs." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration." + "reason": "Auto-docstring annotation handling is unrelated to Qwen kernel registration failures." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-time performance regression and Gemma eos_token_id inconsistency are unrelated." + "reason": "Import slowness and Gemma eos_token_id inconsistency are different problems." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + "reason": "One is a torch.compile/SDPA failure, the other is a CPU/CUDA output mismatch; not the same issue." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "pytest-xdist file race and stale generate() warning are different test/behavior issues." + "reason": "ANSI codes in loading_report and cache-length semantics are unrelated." }, { - "left": "issue:44336", - "right": "issue:46424", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "ANSI coloring in loading_report and cache max length handling are unrelated." + "reason": "A pytest-xdist race and a stale generate() warning are different test/runtime behaviors." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access and Gemma-4 ZeRO3 from_pretrained are separate problems." + "reason": "Registering position_ids as a buffer causing read errors is unrelated to gemma-4 ZeRO3 loading." + }, + { + "left": "issue:44995", + "right": "issue:47470", + "accept": false, + "reason": "Second-forward stale indexer cache and ESMFold fp16 casting errors are unrelated model failures." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty chat list IndexError are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat template IndexError are different code paths." }, { "left": "issue:42915", "right": "issue:47312", "accept": false, - "reason": "FineGrainedFP8Config failure and kernels 0.16 incompatibility are different versioning/runtime issues." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to kernels 0.16 compatibility." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import error and BertModel ZeRO3 index error are unrelated." + "reason": "Missing Qwen2_5_VL image processor import and a ZeRO3 BertModel index error are unrelated." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they affect different models and different processing bugs." + "reason": "Both are video-related, but they affect different models and different failure points in preprocessing." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to inconsistent from_pretrained behavior inside Python classes." + "reason": "A stale phonemizer backend bug is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-input regressions, but one is a broad Qwen version regression and the other is a SmolVLM video padding bug." + "reason": "Both involve video input processing, but one is a broad Qwen VL regression and the other is a SmolVLM padding bug." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Missing vision backend handling is unrelated to VL placeholder placement in user text." + "reason": "Missing vision backend handling is not the same as image-placeholder placement failures in VL prompts." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Missing deepstack_visual_indexes and text_config unwrapping are separate Qwen multimodal config issues." + "reason": "The Nemotron issue is a specific lack of Flash Attention 2 support; the other is too generic to establish the same concrete bug." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed/ZeRO3, but one is Qwen3 MoE weight conversion and the other is a deque underflow during initialization." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "A model not yet supporting Flash Attention 2.0 is not the same as the generic Flash Attention 2.0 issue." + "reason": "Deepspeed/accelerate weight conversion problems are different from a ZeRO3 deque underflow error." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Token embedding resizing and tokenizer-version drift are unrelated." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different bugs." + "reason": "Token embedding resize behavior and tokenizer-version tokenization changes are not the same underlying bug." } ] }, @@ -14720,7 +14715,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:36246", "issue:42757", @@ -14735,15 +14730,13 @@ "issue:44242", "issue:44295", "issue:44351", - "issue:44368", "issue:44451", "issue:44466", "issue:44479", "issue:44623", "issue:44749", - "issue:44857", + "issue:44779", "issue:44877", - "issue:44977", "issue:44987", "issue:44995", "issue:45003", @@ -14758,6 +14751,7 @@ "issue:45593", "issue:45600", "issue:45685", + "issue:45759", "issue:46132", "issue:46170", "issue:46369", @@ -14772,22 +14766,24 @@ "issue:47455" ], "soft_pairs": [ + "issue:45375|issue:45759", + "issue:44779|issue:45292", "issue:44242|issue:45593", "issue:43295|issue:45292", - "issue:44995|issue:45200", "issue:45685|issue:46431", - "issue:44060|issue:44077", + "issue:44995|issue:45200", "issue:46170|issue:47321", + "issue:44060|issue:44077", "issue:44162|issue:45200", "issue:44466|issue:45335", "issue:36246|issue:44351", "issue:36246|issue:42757", - "issue:45137|issue:45600", "issue:42886|issue:46132", - "issue:44995|issue:45588", + "issue:45137|issue:45600", "issue:44451|issue:46752", - "issue:44479|issue:46170", + "issue:44995|issue:45588", "issue:44295|issue:44749", + "issue:44479|issue:46170", "issue:44877|issue:45375", "issue:47217|issue:47429", "issue:43475|issue:46369", @@ -14797,224 +14793,210 @@ "issue:44623|issue:46726", "issue:47312|issue:47455", "issue:43475|issue:43540", - "issue:44242|issue:44857", - "issue:44038|issue:46506", - "issue:44368|issue:44977" + "issue:44038|issue:46506" ], - "prepared_review_unit_hash": "60d5d030ccbcb5ee435a69905eb8b571be9e2346b254003801cb16c629ce264f", + "prepared_review_unit_hash": "718f853d3f9ce0cf8a6c5f307285862b85b20c2fdcde0882ea9006808904c3d0", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36000, - "estimated_input_tokens": 9000, - "estimated_eval_tokens": 18256 + "serialized_chars": 35410, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: most items are unrelated model- or subsystem-specific regressions, not true duplicates. The only plausible duplicate pair is the kernels version-checking reports.", - "confidence": 0.63, - "canonical_issue_reason": "issue:47455 is the cleanest root-cause report: it points to a broken kernel version check, which can explain the compatibility failure raised in issue:47312.", + "summary": "These are mostly unrelated issue reports across different models and subsystems. I only see one plausible duplicate-like pair around `kernels` version checking; the rest are soft-similarity false positives.", + "confidence": 0.89, + "canonical_issue_reason": "issue:47455 is the clearest anchor for the only plausible duplicate pair because it states the underlying version-check bug directly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47455 is the best representative issue because it describes the underlying version-check bug more directly than the symptom report.", + "best_issue_reason": "issue:47455 is the most root-cause-oriented and broadly reusable report among the items, so it is the best issue anchor if one is needed.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Different models and loss paths; both mention missing losses, but they are not the same bug or code path." + "reason": "Both involve Qwen 3.5/3.6 multimodal configs, but one is a missing config field and the other is `from_config` unwrapping logic; different bugs." }, { - "left": "issue:43295", + "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "One is a processor/tokenizer regression, the other is embedding resizing not propagating; different failures." + "reason": "Tokenizer regression vs. `resize_token_embeddings` not updating output embeddings are different code paths and symptoms." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and mechanisms; not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Unrelated model bugs: stale cache on second forward vs missing mm_token_type_ids default." + "reason": "Processor/tokenizer regression is unrelated to embedding resize behavior." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram/int error and missing chat template are unrelated processor/runtime issues." + "reason": "MPS histogram/int support error is unrelated to chat-template absence." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Both are warning/config complaints, but they involve different models and different checks." + "reason": "Stale cache crash in GLM-MoE is unrelated to Gemma 4 multimodal token ids defaults." }, { "left": "issue:46170", "right": "issue:47321", "accept": false, - "reason": "Different AMD-related problems: torch.distributed dependency vs quark class update." + "reason": "Windows/ROCm distributed import issues are unrelated to AMD quark class updates." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Wrong tied-weights warning and `post_init` policy are different model/config bugs." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated model-specific regressions." + "reason": "ESM2 breakage is unrelated to Gemma 4 multimodal input handling." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embeddings, but one is serialization of tied weights while the other is resize_token_embeddings propagation; not the same concrete bug." + "reason": "Both touch embeddings, but one is device-dependent serialization and the other is resize propagation; not the same bug." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing import errors for different symbols and packages." + "reason": "Different missing imports from different modules; no shared root cause." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Separate ImportErrors from different modules; no shared root cause." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "DeepSpeed deque failure and auto_mappings CI breakage are unrelated." + "reason": "Qwen2.5 VL import failure is unrelated to `huggingface_hub.is_offline_mode`." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior change are different issues." + "reason": "Offline tokenizer cache loading and `AttentionInterface.register` behavior are unrelated." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Stale indexer cache vs flash-attention s_aux=None crash are unrelated." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to stale auto-mapping references." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and empty-list chat template crash are unrelated." + "reason": "Model loading failure and empty-list chat-template crash are unrelated." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Video-input regression in VL models is unrelated to Windows/ROCm distributed import issues." + "reason": "Cache bug in GLM-MoE is unrelated to flash-attention `s_aux` handling." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error and performance slowdown after upgrade are different problems." + "reason": "Buffer access error and performance regression are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen VL video regression is unrelated to Windows/ROCm import dependency problems." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention strict config, but one blocks loading a config while the other silently drops a field; not clearly the same bug." + "reason": "Both involve config strictness, but they affect different configs and likely need different fixes." }, { "left": "issue:47217", "right": "issue:47429", "accept": false, - "reason": "VL image-placeholder failure and tokenizers version upper-bound conflict are unrelated." + "reason": "Image-placeholder handling in VL models is unrelated to tokenizers version upper-bound packaging." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Same SAM3 family, but missing attribute and memory overflow are different failure modes." + "reason": "SAM3 missing attribute and SAM3 LiteText memory overflow are different failures." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading and Windows/ROCm distributed import dependency are unrelated." + "reason": "Strict config loading and Windows/ROCm dependency import issues are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access and xdist file race are different infrastructure bugs." + "reason": "`sys.modules` access and xdist file-race problems are separate bugs." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "One is model loading on transformers>=5.1.0, the other is tokenizer error masking when protobuf is absent; different code paths." + "reason": "Loading `physical-intelligence/fast` and protobuf error masking are unrelated issues." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Processor save-pretrained file omissions and AutoProcessor backend-missing errors are not the same bug." + "reason": "Missing files on save and missing vision backend on load are different processor problems." }, { "left": "issue:47312", "right": "issue:47455", "accept": true, - "reason": "Both point to the same kernel package version-checking problem: one reports incompatibility with kernels 0.16, the other says the version check is wrong." + "reason": "Both point to the same `kernels` version-gating problem; one reports 0.16 incompatibility and the other says the version check itself is wrong." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are about SAM/Qwen model families, but one is a missing attribute and the other is a video-input ValueError." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Load-balancing loss omission and LwDetr float16 AMP crash are unrelated training bugs." + "reason": "Both are video/model bugs, but they affect different architectures and code paths." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe version bug and PPDocLayoutV3 CPU/CUDA mismatch are different model issues." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Both mention Qwen3.5, but one is tied-weights warnings during fine-tuning and the other is flash-attention generation failure." - }, - { - "left": "issue:45561", - "right": "issue:47455", - "accept": false, - "reason": "Test utility file-race and kernel version-check logic are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45588", - "accept": false, - "reason": "Video-input regression in VL models and flash_attention s_aux crash are different layers and failures." + "reason": "Qwen3-VL-Moe regression and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous and only elevates the 47312/47455 pair, which is the only clearly related duplicate-like pair from the titles. The soft-edge verdicts are generally cautious and do not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:47312 with issue:47455, is plausibly the same kernels version-check bug based on the titles, while the other rejections do not overclaim shared root causes. No PR mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -15033,11 +15015,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:29870", "issue:30333", - "issue:39692", "issue:42199", "issue:42886", "issue:43065", @@ -15052,10 +15033,13 @@ "issue:43994", "issue:44162", "issue:44188", + "issue:44242", "issue:44361", "issue:44368", "issue:44483", "issue:44749", + "issue:44857", + "issue:44977", "issue:45103", "issue:45229", "issue:45397", @@ -15071,7 +15055,6 @@ "issue:46305", "issue:46315", "issue:46399", - "issue:46421", "issue:46710", "issue:46726", "issue:46752", @@ -15084,231 +15067,218 @@ "issue:47429" ], "soft_pairs": [ - "issue:46305|issue:46315", + "issue:44368|issue:44977", "issue:29870|issue:30333", - "issue:43653|issue:44162", "issue:45397|issue:45656", + "issue:46305|issue:46315", + "issue:44242|issue:44857", + "issue:43653|issue:44162", "issue:43723|issue:46710", "issue:42886|issue:45229", "issue:43065|issue:43408", - "issue:45987|issue:46082", - "issue:45412|issue:46123", "issue:43906|issue:46202", + "issue:45412|issue:46123", + "issue:45987|issue:46082", "issue:45103|issue:46858", - "issue:43931|issue:44368", "issue:47059|issue:47429", + "issue:43931|issue:44368", "issue:45593|issue:47068", "issue:43994|issue:46726", "issue:44361|issue:44749", - "issue:42199|issue:46851", "issue:44368|issue:45563", - "issue:46752|issue:47020", + "issue:42199|issue:46851", "issue:46132|issue:47145", + "issue:46752|issue:47020", "issue:44188|issue:46202", - "issue:43784|issue:46399", "issue:43701|issue:44749", + "issue:43784|issue:46399", "issue:43976|issue:47429", - "issue:44188|issue:46421", - "issue:44483|issue:46202", - "issue:39692|issue:46726", - "issue:44749|issue:45656" + "issue:44483|issue:46202" ], - "prepared_review_unit_hash": "df7dcc4d705293ca8404f5a7eeaa2beafef8edf6c8e8350a1bc47ffabfd93fcf", + "prepared_review_unit_hash": "1c892b0893ead9d3b3011f5067ba7245402520f63c7d204f0b89f96a04a9bf19", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35903, - "estimated_input_tokens": 8976, - "estimated_eval_tokens": 18208 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated one-off bugs across tokenizers, generation, vision models, cache behavior, and training/inference tooling. None of the soft pairs look like the same underlying change or defect, so I would not merge any pair as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical duplicate stands out: the set is heterogeneous, and the soft pairs do not share a single concrete bug or code path.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports across generation, tokenizers, model loading, training, and CI. The soft pairs only share broad subsystems or vague wording; none look like the same underlying defect or change, so they should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46305 is the strongest standalone report here: it has a precise off-by-one in `sliding_window_mask_function`, a clear symptom, and an actionable fix path.", + "best_issue_reason": "issue:46858 is the most concrete and actionable report: it names the exact internal path, backend condition, and arithmetic failure mode in a core cache/prefill code path, making it the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "MoonshineStreaming masking off-by-one vs tokenizer `convert_tokens_to_ids` slowdown; different subsystems and failures." + "reason": "Different problems: one is a tie_word_embeddings warning during LoRA fine-tuning, the other is a flash-attention generation failure." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart `generate()` UnboundLocalError vs MLflow reporting after failed training; unrelated bugs." + "reason": "Unrelated subsystems: BART generate() decoder mask bug vs MLflow status reporting after a failed training job." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs ESM2 model breakage; not the same code path." + "reason": "Different deepspeed-related failures: zero3 from_pretrained loading vs optimizer.step being called twice." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is an off-by-one in streaming window masking; the other is a tokenizer conversion performance regression." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission for router logits is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Gemma-4 ZeRO-3 `from_pretrained` loading issue vs Deepspeed optimizer stepping twice; different problems." + "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are different model/tokenizer issues." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading issue in v5 vs DeepSeek accuracy regression after upgrade; distinct symptoms and fixes." + "reason": "Tokenizer loading regression in v5 is not the same as an accuracy regression in DeepSeek-R1-Distill-Llama-8B." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading failure vs Gemma4 multi-GPU CUDA OOM." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failures." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs sam3_video/sam3_tracker warning; same family, different issue." + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a model-type mismatch warning in sam3_tracker." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Cache return-type contract bug vs LlamaConfig head_dim validation; unrelated." + "reason": "The isolated reproduction of another issue does not match the Gemma pipeline roundtrip failure on the \u2581 symbol." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory not released on deletion vs MaskGenerationPipeline final-batch handling." + "reason": "Memory not released on deletion and partial-batch result dropping are different pipeline/model bugs." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Reproduction of another issue vs Gemma pipeline roundtrip failure on `\u2581`; no shared bug." + "reason": "StaticCache.get_seq_length() returning a tensor is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotation crash vs static-cache seq-length tensor arithmetic; different code paths." + "reason": "auto_docstring annotation parsing crash is a different code path from cache.get_seq_length() device-tensor arithmetic." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:47059", + "right": "issue:47429", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs tie_word_embeddings warning; not the same underlying defect." + "reason": "CLI test breakage with huggingface_hub 1.22.0 is unrelated to the tokenizers upper-bound packaging issue." }, { - "left": "issue:47059", - "right": "issue:47429", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "CLI completion regression with huggingface_hub vs tokenizers version upper-bound packaging issue." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie_word_embeddings warning are not the same defect." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior vs Deepspeed host-synchronization in loss computation." + "reason": "Missing auxiliary losses when denoising is off is not the same as a host sync caused by Python conditionals on CUDA tensors." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 docs/example model-processor mismatch and quantization failure vs missing-vision-backend AutoProcessor error." + "reason": "Siglip2 nonsensical outputs and AutoProcessor missing-vision-backend reporting are different issues." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLLukeTokenizer AttributeError on tasks vs filtering slowdown after Transformers upgrade." + "reason": "MLukeTokenizer AttributeError and a data-filtering slowdown regression have no shared underlying bug." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality error for no-background-class models vs Qwen3.5 variable-length `position_ids` bug." + "reason": "DETR background-class cardinality error and Qwen3.5 variable-length position_ids are unrelated model bugs." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:46132", + "right": "issue:47145", "accept": false, - "reason": "Tie-word-embeddings warning during fine-tuning vs stale `num_return_sequences` warning." + "reason": "AttentionInterface registration behavior changes and FP8 checkpoint weight_scale not applied are different mechanisms and failures." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat-template list `IndexError` vs XLMRobertaTokenizer `Unigram(vocab=...)` type mismatch." - }, - { - "left": "issue:46132", - "right": "issue:47145", - "accept": false, - "reason": "AttentionInterface registration behavior change vs FP8 checkpoint loading without weight_scale; different failures." + "reason": "apply_chat_template empty-list crash and XLMRobertaTokenizer Unigram vocab type mismatch are separate tokenizer bugs." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "`torch.compile` attention-kernel divergence vs Gemma token roundtrip bug." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Missing `nn` import on import vs missing decorator for `apply_rotary_pos_emb` registration." + "reason": "torch.compile attention-kernel divergence is unrelated to the Gemma \u2581 roundtrip failure." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "`resume_from_checkpoint` key mismatch vs performance regression after upgrade." + "reason": "resume_from_checkpoint key mismatch and tokenizer/filtering slowdown do not describe the same bug." }, { - "left": "issue:43976", - "right": "issue:47429", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Python version support regression vs tokenizers upper-bound packaging constraint." + "reason": "Missing nn import in sentence-transformers is unrelated to a missing decorator on apply_rotary_pos_emb registration." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:43976", + "right": "issue:47429", "accept": false, - "reason": "Attention-kernel divergence under compile vs cache lazy initialization causing recompilation." + "reason": "Python 3.9 support regression and tokenizers version upper-bound packaging conflict are different compatibility problems." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "`/v1/chat/completions` request rejection vs Gemma pipeline roundtrip failure; unrelated." - }, - { - "left": "issue:39692", - "right": "issue:46726", - "accept": false, - "reason": "SigLIP2 docs example errors vs generic missing-vision-backend processor error; not the same bug." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "Filtering slowdown after upgrade vs Deepspeed double optimizer step; different subsystems." + "reason": "/v1/chat/completions request rejection and Gemma pipeline \u2581 roundtrip failure are unrelated." } ] }, @@ -15330,11 +15300,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:28282", "issue:30990", "issue:36010", + "issue:39692", "issue:41628", "issue:42907", "issue:42994", @@ -15346,8 +15317,6 @@ "issue:43646", "issue:43673", "issue:43723", - "issue:43873", - "issue:44038", "issue:44162", "issue:44188", "issue:44279", @@ -15356,22 +15325,22 @@ "issue:44451", "issue:44623", "issue:44661", + "issue:44749", "issue:44869", "issue:44871", - "issue:44945", "issue:44964", "issue:45137", "issue:45230", "issue:45356", - "issue:45375", "issue:45397", - "issue:45478", "issue:45561", "issue:45656", "issue:46123", "issue:46132", "issue:46326", + "issue:46421", "issue:46463", + "issue:46726", "issue:46821", "issue:46851", "issue:46877", @@ -15382,224 +15351,224 @@ "issue:47448" ], "soft_pairs": [ - "issue:42994|issue:43482", + "issue:44188|issue:46421", + "issue:44749|issue:45656", + "issue:39692|issue:46726", "issue:43065|issue:46123", + "issue:42994|issue:43482", "issue:43475|issue:46821", "issue:43475|issue:43643", "issue:43646|issue:44162", - "issue:46463|issue:46877", "issue:44297|issue:44623", + "issue:46463|issue:46877", "issue:44964|issue:45137", "issue:42907|issue:47448", "issue:44373|issue:46851", "issue:28282|issue:30990", - "issue:43723|issue:46326", "issue:44623|issue:45656", "issue:45230|issue:45397", + "issue:43723|issue:46326", "issue:44871|issue:46132", "issue:44188|issue:46851", - "issue:46877|issue:47000", "issue:44451|issue:47429", - "issue:45561|issue:47217", "issue:43232|issue:43673", "issue:44661|issue:47059", + "issue:46877|issue:47000", + "issue:45561|issue:47217", "issue:36010|issue:41628", - "issue:44869|issue:45356", "issue:44279|issue:47429", - "issue:43873|issue:44945", - "issue:45375|issue:45478", - "issue:44038|issue:44623" + "issue:44869|issue:45356" ], - "prepared_review_unit_hash": "82ea9501d21103999cc9a86cdfd11442dd082f6a0a35f6a60cdf53138bedaf9e", + "prepared_review_unit_hash": "8ae44dd3e5d7cd5b0cf334399ff74401a959fb4417fbb669aef0d4935501a4cd", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35254, - "estimated_input_tokens": 8814, - "estimated_eval_tokens": 17884 + "serialized_chars": 34892, + "estimated_input_tokens": 8723, + "estimated_eval_tokens": 17702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster of mostly unrelated Transformers issues, many around v5 loading/init regressions, tokenizer/model-specific failures, and a few unrelated utility/test problems. None of the soft pairs are strong enough to treat as duplicates under a strict code-path standard; the broadest representative issue is the generic v5 custom model initialization regression.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broadest and most representative issue in the set: it describes a general Transformers 5.0.0 model-initialization break, which aligns with the cluster\u2019s recurring v5 compatibility theme better than the narrower model-specific reports.", + "summary": "The cluster is a loose mix of Transformers v5 regressions, model-loading failures, tokenizer/processor save issues, and unrelated feature bugs. None of the proposed soft edges look like true duplicates under a strict same-root-cause standard.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest, most representative regression report in the set: it explicitly frames a general Transformers 5.0.0 incompatibility and is a good anchor for the cluster\u2019s recurring API-break theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best issue to keep as the cluster representative because it is general, clearly user-facing, and likely to absorb the broadest class of v5 initialization regressions.", + "best_issue_reason": "issue:43646 best represents the overall cluster because it is the most general, high-level bug report rather than a narrow model- or feature-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/compile-related behavior, but one is an attention-kernel divergence bug and the other is cache lazy-init causing recompilation; different code paths and fixes." + }, + { + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "One is about quantized model saving, the other about GGUF loading in v5; different operations and failure modes." + "reason": "A data-filtering slowdown after upgrade is unrelated to DeepSpeed double optimizer stepping; same broad training area, but not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision/image processors, but one is a broken documentation example and the other is runtime fallback behavior when a vision backend is missing." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder internals vs MaskGenerationPipeline batch-finalization logic are unrelated code paths." + "reason": "Completely different problems: a dummy Conv2d in Sam3PixelDecoder versus a MaskGenerationPipeline partial-batch drop bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both are about model persistence/loading around quantized models, but the affected models and failure modes differ enough that they are not the same underlying bug." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different models and different missing-attribute errors; no shared concrete bug." + "reason": "Both surface as AttributeError, but they affect different models and different missing attributes; not one root cause." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 vision encoder output attribute issue versus AutoConfig trust_remote_code field loss; distinct loading/serialization problems." + "reason": "Sam3 vision encoder output missing an attribute is unrelated to trust_remote_code returning incomplete AutoConfig fields." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are v5 regressions, but the concrete failures differ: custom model init versus ESM2-specific breakage." + "reason": "General custom-model initialization breakage is not the same as ESM2-specific loading failure; too broad to merge." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "An incorrect decoder-input error message is not the same bug as docstring diagnostics printing at import time." + "reason": "Both are save_pretrained serialization bugs, but one is tokenizer metadata mismatch and the other is processor file omission; different artifacts and fixes." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Tokenizer save metadata mismatch and processor save missing files are different save_pretrained problems." + "reason": "A T5 validation error message is unrelated to auto_docstring printing lint diagnostics at import time." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque errors are unrelated runtime failures." + "reason": "Phi-4 multimodal model loading and a DeepSpeed ZeRO3 deque IndexError are unrelated failures." }, { "left": "issue:42907", "right": "issue:47448", "accept": false, - "reason": "Missing PyTorch dependency error versus Gemma4 architecture recognition failure are different import/load issues." + "reason": "Saving dequantized Ministral/Devstral models and Gemma4 architecture recognition are different issues in different model families." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Wrong docstring text and variable-length position_ids runtime behavior are not the same bug." + "reason": "Wrong documentation for position_ids is not the same as a real variable-length input bug in Qwen3.5." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to Sentence Transformers hanging during load." - }, - { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "AutoTokenizer loading in v5 and continue_final_message behavior for mistral_common are separate tokenizer-path issues." + "reason": "A missing PyTorch dependency import error is not the same as Sentence Transformers hanging during load." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor save artifacts and duplicate optimizer steps under deepspeed are unrelated." + "reason": "Processor save_pretrained file generation and DeepSpeed optimizer stepping are unrelated." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report title does not establish the same concrete failure as the Gemma-4 Zero3 loading issue." + "reason": "A generic bug report with no concrete symptom is not the same as the specific gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common tokenizers are different tokenizer paths and bugs." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma-3 EOS-token mismatch and AttentionInterface.register behavior change are different model/config issues." + "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register changing callable behavior." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence is a different code path than Qwen3.5 variable-length position_ids handling." - }, - { - "left": "issue:46877", - "right": "issue:47000", - "accept": false, - "reason": "Import-time doc-lint output and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Both involve generation-time behavior, but one is attention-kernel divergence and the other is position_ids handling for variable-length inputs." }, { "left": "issue:44451", "right": "issue:47429", "accept": false, - "reason": "Model loading failure and dependency upper-bound packaging issue are not the same underlying bug." - }, - { - "left": "issue:45561", - "right": "issue:47217", - "accept": false, - "reason": "pytest-xdist file-race in tests is unrelated to VL placeholder handling in user text." + "reason": "Model loading failure for a specific checkpoint is not the same as an over-broad tokenizers dependency pin issue." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked_prefill are different generation bugs." + "reason": "Both are generation/cache related, but one is an update-model-kwargs issue after sync_gpus and the other is a missing GenerationMixin cache during chunked prefill." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer mapping-name edge case and huggingface_hub CLI completion regression are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Missing GenerationMixin import and missing AutoImageProcessor import are different API export regressions." + "reason": "A failure in add-new-model-like around tokenizer mapping is unrelated to CLI tests failing against a newer huggingface_hub." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec-handling regression are not clearly the same code-path." + "reason": "Import-time docstring lint output and RTDetrLoss cost-matrix infeasibility are unrelated." }, { - "left": "issue:44279", - "right": "issue:47429", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "General dependency complaint versus a specific tokenizers version-constraint problem are different issues." + "reason": "A pytest-xdist race in testing utils is unrelated to multimodal models failing when the image placeholder appears in user text." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallelism output divergence are separate runtime behaviors." + "reason": "Both are import errors after API changes, but they concern different symbols and different subsystems; not the same bug." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44279", + "right": "issue:47429", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a missing config field dropped by strict serialization and the other is a broader from_pretrained failure; the concrete bugs are not identical enough to merge." + "reason": "A vague dependency issue is not the same as a specific tokenizers upper-bound packaging bug." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Qwen3-VL-Moe compatibility with Transformers 5.0 and processor.save_pretrained missing files are different problems." + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are distinct tokenizer-related bugs with different triggers." } ] }, @@ -15621,7 +15590,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:29925", "issue:30333", @@ -15635,16 +15604,16 @@ "issue:42898", "issue:43232", "issue:43278", - "issue:43479", "issue:43784", "issue:43824", - "issue:43976", + "issue:43873", "issue:44038", "issue:44186", "issue:44222", "issue:44351", "issue:44496", "issue:44568", + "issue:44623", "issue:44743", "issue:44792", "issue:44843", @@ -15659,6 +15628,7 @@ "issue:45375", "issue:45405", "issue:45406", + "issue:45478", "issue:45561", "issue:45593", "issue:45712", @@ -15666,260 +15636,272 @@ "issue:45812", "issue:46202", "issue:46701", - "issue:46829", "issue:46877", "issue:47059", "issue:47068", "issue:47085" ], "soft_pairs": [ + "issue:43873|issue:44945", + "issue:44038|issue:44623", "issue:45081|issue:45103", + "issue:45375|issue:45478", "issue:43278|issue:45137", - "issue:45310|issue:45375", "issue:41628|issue:44933", "issue:42371|issue:45092", + "issue:45310|issue:45375", "issue:29925|issue:30333", "issue:45406|issue:46202", "issue:46202|issue:46701", "issue:44857|issue:46877", - "issue:44743|issue:47068", "issue:43232|issue:44792", + "issue:44743|issue:47068", "issue:45593|issue:46877", "issue:43784|issue:43824", "issue:42175|issue:44933", "issue:44038|issue:45310", "issue:41628|issue:44351", - "issue:30333|issue:33290", "issue:45405|issue:46877", + "issue:30333|issue:33290", "issue:42898|issue:44568", - "issue:44222|issue:45310", "issue:42175|issue:45712", + "issue:44222|issue:45310", "issue:42898|issue:45812", "issue:45561|issue:47059", "issue:44945|issue:45753", "issue:42831|issue:44222", - "issue:44496|issue:45561", "issue:44843|issue:47085", - "issue:44186|issue:47085", "issue:30990|issue:35141", + "issue:44496|issue:45561", "issue:44568|issue:47085", - "issue:43479|issue:46829", - "issue:43976|issue:44933" + "issue:44186|issue:47085" ], - "prepared_review_unit_hash": "fdfc324ab3aee9eaffab03a1d153de7fb4ae33e3bd1f36489d55f31211a9f30f", + "prepared_review_unit_hash": "1015ac0a4611d0fd403490c1e554207e3544c1559abcccfbd33dd5e9ec5443d6", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37364, - "estimated_input_tokens": 9341, - "estimated_eval_tokens": 18938 + "soft_pair_count": 33, + "serialized_chars": 37530, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a noisy, heterogeneous cluster rather than a real duplicate set: the soft pairs span unrelated tokenizer, import, training, generation, FP8, and packaging issues, so none should be merged. If an anchor is needed, 47085 is the most substantive standalone report, but it does not unify the cluster.", + "summary": "No duplicate cluster here: the soft pairs are mostly false positives that share only broad subsystem language (tokenizers, Qwen, FP8, imports, etc.) but not the same concrete bug or change.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items are mostly unrelated false-positive similarities across different subsystems and failure modes.", + "canonical_issue_reason": "No canonical issue: the set is heterogeneous and no pair is safe to consolidate into one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47085 is the clearest high-signal standalone bug report in the set: it has a concrete failure mode, discussion, and inbound references. It is not a cluster-wide duplicate target, just the strongest single issue here.", + "best_issue_reason": "No single issue is a reliable representative for the cluster because the items span unrelated failures across tokenization, generation, quantization, imports, training, and utilities.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs pipeline-parallelism output corruption; different symptoms and code paths." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3.5 MoE loading error vs processor save_pretrained missing files; unrelated failure modes." + }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different failures: Mistral tokenizer regex handling vs docstring annotation parsing. No shared code path." + "reason": "Mistral regex/tokenizer patch crash vs auto_docstring annotation handling crash; different helpers and bugs." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Unrelated symptoms: embedding dtype drift in evaluation vs a DeepSpeed ZeRO3 deque error." + "reason": "Both mention Qwen3.5 MoE, but one is a strict config-field issue and the other is a generic from_pretrained error; not the same concrete bug." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Both involve Qwen3.5-MoE, but one is a general from_pretrained error and the other is a missing vision-config field. Not the same bug." + "reason": "Embedding dtype drift in eval vs DeepSpeed ZeRO3 deque underflow; unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they target different symbols and code paths." + "reason": "Missing AutoImageProcessor import vs bad import from image_utils; different import paths and causes." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Package/backend install behavior vs meta-initialization incompatibility for old InternVL2 checkpoints." + "reason": "TF32 API/deprecation guidance vs InternVL2 meta-init incompatibility; unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Similar model family, but one is a from_pretrained failure and the other is a missing config field in a vision config; not enough to treat as the same bug." }, { "left": "issue:29925", "right": "issue:30333", "accept": false, - "reason": "Tokenizer fast-mode enforcement and MLflow reporting are unrelated." + "reason": "Tokenizer fast-mode enforcement vs MLFlow reporting after training failure; unrelated." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma processor attribute crash vs Gemma pipeline roundtrip failure; different concrete defects." + "reason": "Gemma4Processor attribute error vs Gemma pipeline roundtrip failure; different components and behavior." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both are Gemma-related, but one is token roundtrip and the other is an image-text pipeline/output-type issue." + "reason": "Both are Gemma pipeline issues, but one is a roundtrip/tokenization problem and the other is an image-text pipeline failure; not the same code path." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "CUDA/AMP crash in a loss module is unrelated to auto_docstring import-time stdout noise." + "reason": "CUDA/AMP crash in LwDetrImageLoss vs auto_docstring stdout noise; unrelated." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Qwen recurrent-state reset bug and a CUDA host-synchronization concern in deepspeed_sp_compute_loss are different issues." + "reason": "Generation sync/update bug vs Janus image generation test failure; unrelated." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "Generation kwargs update bug vs Janus image generation test failure; not the same code path." + "reason": "Qwen3_5 recurrent-state reset bug vs host synchronization in deepspeed_sp_compute_loss; unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring diagnostics printing." + "reason": "D-FINE auxiliary-loss behavior vs docstring import-time logging; unrelated." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Separate import failures for different packages/models; no common underlying bug." + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL symbol export; unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend extras packaging issue vs missing image_utils export; different failures." + "reason": "Backend extra packaging vs nonexistent image_utils import; unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen MoE models, but they are different model families and different failure surfaces." + "reason": "Same broad Qwen MoE area, but different model variants and likely different failure causes; too weak to merge." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Import errors for different public symbols; not the same underlying regression." + "reason": "Different missing exports: AutoImageProcessor vs HybridCache." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "MLflow failure reporting and AdaFactor OOM in DeepSpeed are unrelated." + "reason": "Dependency version bump vs auto_docstring import-time diagnostics; unrelated." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Dependency version bump/release timing issue vs docstring lint output issue." + "reason": "MLFlow reporting after failure vs deepspeed OOM; unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is cleanup-space behavior and the other is add_special_tokens/BOS-EOS handling." + "reason": "Both are tokenization regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling; different code paths." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained loading are different code paths." + "reason": "Package extra/backend inclusion vs leftover dummy class cleanup; unrelated." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Packaging/backend extras and leftover dummy PT classes are unrelated." + "reason": "FP8 save_pretrained issue vs Qwen3.5 MoE from_pretrained error; different failures." }, { - "left": "issue:42898", + "left": "issue:42831", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: cleanup-space behavior vs Granite token ID generation." + "reason": "FP8 accuracy issue vs Granite tokenizer ID regression; unrelated." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "A pytest-xdist file race and a huggingface_hub CLI compatibility break are unrelated." + "reason": "pytest-xdist file race vs huggingface_hub CLI attribute error; unrelated." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output corruption and a Qwen3_5 image infinite loop are different failures." + "reason": "Pipeline-parallelism output issue vs Qwen3_5 infinite loop on a specific image; unrelated." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy issue vs FP8 save_pretrained issue; same broad area, not the same bug." - }, - { - "left": "issue:44496", - "right": "issue:45561", - "accept": false, - "reason": "Unrecognized model/config problem vs xdist captured_info.txt race; unrelated." + "reason": "Both mention FP8, but one is accuracy and the other is save_pretrained/MoE serialization; not the same bug." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline mistral-regex patch bug and tokenizer thread-safety regression are different code paths and symptoms." + "reason": "Offline Mistral regex patching vs tokenizers thread-safety regression; different layers and symptoms." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "LayoutLMv2Tokenizer batching crash is not the same as the fast-tokenizer thread-safety regression." + "reason": "Sentence-Transformers load hang vs embedding resize reinitialization; unrelated." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "BOS/EOS insertion regression and tokenizer thread-safety are distinct issues." + "reason": "Model config recognition error vs xdist captured_info.txt race; unrelated." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Config default initialization bug vs output field misassignment in VideoPrism; unrelated." + "reason": "Tokenizer BOS/EOS regression vs fast-tokenizer thread safety; different bugs." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "Python-version compatibility break and missing image_utils import are unrelated." + "reason": "LayoutLMv2Tokenizer padding/truncation crash vs general fast-tokenizer thread-safety regression; not the same concrete issue." } ] }, @@ -15941,7 +15923,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:22355", "issue:28282", @@ -15958,7 +15940,7 @@ "issue:43479", "issue:43704", "issue:43723", - "issue:43874", + "issue:43976", "issue:44016", "issue:44060", "issue:44079", @@ -15970,7 +15952,7 @@ "issue:44734", "issue:44779", "issue:44869", - "issue:45092", + "issue:44933", "issue:45103", "issue:45125", "issue:45200", @@ -15985,31 +15967,33 @@ "issue:46209", "issue:46231", "issue:46431", - "issue:46665", "issue:46693", + "issue:46829", "issue:46909", "issue:47059", "issue:47085" ], "soft_pairs": [ + "issue:43479|issue:46829", + "issue:43976|issue:44933", "issue:42673|issue:46693", "issue:39692|issue:46909", "issue:44060|issue:45125", "issue:43723|issue:44568", + "issue:44623|issue:45310", "issue:42673|issue:43704", "issue:43479|issue:44079", - "issue:44623|issue:45310", "issue:30333|issue:36331", "issue:42898|issue:44448", "issue:42898|issue:43295", - "issue:45600|issue:47059", "issue:46209|issue:46431", + "issue:45600|issue:47059", "issue:30333|issue:34689", "issue:42673|issue:47085", "issue:42898|issue:44779", "issue:43479|issue:44869", - "issue:22355|issue:28282", "issue:44016|issue:46231", + "issue:22355|issue:28282", "issue:46077|issue:46123", "issue:42222|issue:45200", "issue:44734|issue:45103", @@ -16017,212 +16001,210 @@ "issue:44448|issue:46132", "issue:44295|issue:45656", "issue:43116|issue:44190", - "issue:45405|issue:45712", - "issue:43874|issue:45092", - "issue:43479|issue:46665" + "issue:45405|issue:45712" ], - "prepared_review_unit_hash": "b72e4cc35fb5dae4798fd4e531bf376def76643253eb1a100fabc954e88ae98a", + "prepared_review_unit_hash": "0bc23014a34ee0e7a9ba7d1a2d6171528dd73c100c9fd2b97ad43f0ce5f733a2", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35723, - "estimated_input_tokens": 8931, - "estimated_eval_tokens": 18118 + "serialized_chars": 35648, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous mix of unrelated transformer bugs/docs regressions. The only clear duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest are merely same-subsystem or same-version similarity, not the same underlying issue.", - "confidence": 0.89, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact duplicate in issue:43704 and describes a concrete, specific bug with a clear symptom and reproduction scope.", + "summary": "Most soft pairs are unrelated despite superficial overlap. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report; the rest appear to describe distinct bugs, regressions, or docs issues in different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the clearer canonical issue: it is the older, more detailed report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak that appears again in issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest issue to keep as the representative anchor: it is specific, duplicated verbatim by another report, and more concrete than the broader version/regression reports in the set.", + "best_issue_reason": "issue:42673 is the best anchor for this cluster because it is an exact duplicate target with stronger discussion/activity and clearer problem statement.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different models and failures: config initialization defaults vs ImageClassifierOutput hidden_states mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Different import/package problems with no shared code path." + }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both mention performance/VRAM around Qwen3, but one is a dataloader-thread leak and the other is an FA2 long-context performance regression; different bug paths." + "reason": "Both mention performance/memory, but they target different regressions and likely different generation paths." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken documentation examples, but they target different models and failures (SigLIP2 example vs DIA example), so not the same issue." + "reason": "Both are broken docs examples, but for different models and different example failures." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3 model internals, but one is a tied-weights warning and the other is a missing tensor-parallel plan; distinct code-path problems." + "reason": "Different Qwen3 family issues: tied-weights warning vs missing tensor-parallel plan." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer/v5 regressions, but one is tokenizer loading and the other is add_special_tokens behavior for a specific model; not the same bug." + "reason": "Both are tokenizer regressions in v5, but they are model-specific and describe different behaviors." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 from_pretrained loading errors." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak symptom; these look like duplicate reports of the same bug." + "reason": "Same exact Qwen3ForCausalLM VRAM leak report; later issue is a duplicate of the earlier one." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "One is multimodal config initialization defaults, the other is ModelOutput key assignment when a key was previously None; unrelated internals." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Different failures: missing files in processor.save_pretrained versus a Qwen3.5 MoE from_pretrained error." + "reason": "Config defaulting bug and ModelOutput key assignment bug are unrelated." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." + "reason": "MLflow reporting on failed training and Trainer loss-signature mismatch are different bugs." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both are v5 behavior regressions, but one is tokenization cleanup and the other is Pegasus output drift; different symptoms and fixes." + "reason": "General v5 tokenization-space behavior change is not the same as Pegasus output divergence." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "The first is about tokenization cleanup behavior; the second is a processor/tokenizer API regression with image inputs. Not the same issue." + "reason": "Tokenizer cleanup behavior and processor/tokenizer access regression are different issues." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "CI breakage from removed config references is unrelated to the huggingface_hub CLI completion failure." + "reason": "FP8 inference on B200 and missing chat template on processor are unrelated." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "FP8 inference on B200 and missing chat template are separate runtime problems with different code paths." + "reason": "CI break from removed config references and huggingface_hub CLI incompatibility are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job-status reporting and Llama 3.2 Vision model loading are unrelated bugs." + "reason": "MLflow job-state reporting and Llama 3.2 model loading regression are unrelated." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM is not the same as a broader tokenizer thread-safety regression." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer thread-safety." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and behaviors; not mergeable as one bug fix." + "reason": "Both are v5 tokenizer regressions, but they affect different models and symptoms." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaults and Whisper timestamp decoding are unrelated failures." + "reason": "Config defaulting bug is unrelated to Whisper decode crash on trailing replacement character." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Different import errors: missing transformers.onnx versus missing PyTorch for AutoModel." + "reason": "Notebook syntax error and documentation parameter-name mismatch are different documentation issues." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "A notebook syntax error and a doc parameter-name mismatch are separate documentation issues." + "reason": "Both are import errors, but they concern different missing modules/dependencies and different failure points." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Bidirectional attention mask construction and final partial-batch result dropping are different pipeline/model behaviors." + "reason": "Gemma4 attention-mask bug and final-partial-batch pipeline bug are unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaulting are distinct model-family bugs." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids behavior are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing and auto_docstring annotation handling are unrelated code paths." + "reason": "Serve KV-cache tensor indexing crash and auto_docstring annotations crash are different code paths." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Both involve tokenizer-related v5 behavior, but one is BPE marker handling for Ministral and the other is AutoTokenizer loading; different defects." + "reason": "Tokenizer BPE-marker handling and tokenizer loading in v5 are distinct bugs." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output differences and AttentionInterface.register behavior changes are not the same underlying bug." + "reason": "Pegasus output change and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "A position_ids buffer/read error and a double optimizer step under deepspeed are unrelated training/runtime bugs." + "reason": "Position_ids buffer read error and double optimizer step under deepspeed are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different failures: empty multilabel outputs versus loading a local image dataset." + "reason": "Multi-label classification example returning empty results and local dataset loading failure are different example-script bugs." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A version pin mismatch for peft is unrelated to leftover dummy class cleanup." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing image-processor method and remote-code meta-initialization incompatibility are separate multimodal-loading problems." - }, - { - "left": "issue:43479", - "right": "issue:46665", - "accept": false, - "reason": "Multimodal config default initialization is unrelated to inconsistent from_pretrained behavior inside Python classes." + "reason": "Unreleased PEFT version bump and leftover dummy classes/check_repo failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst output is grounded in the packet and stays conservative on the soft-edge matches. The only clearly duplicate-looking pair is issue:42673 and issue:43704, which share the exact title and the same Qwen3ForCausalLM VRAM leak symptom. The rest of the pairwise rejections appropriately distinguish different bug paths or failures rather than overstating similarity." + "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair is well supported by identical titles and chronology. The remaining soft-edge rejections stay conservative and align with the issue titles/descriptions without overstating shared code paths or bug identity." }, "evaluator_used": true, "retried": false, @@ -16241,7 +16223,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:30990", "issue:38175", @@ -16253,16 +16235,16 @@ "issue:43232", "issue:43408", "issue:43475", + "issue:43479", "issue:43504", "issue:43723", - "issue:43986", + "issue:43874", "issue:44075", "issue:44190", "issue:44222", "issue:44297", "issue:44327", "issue:44373", - "issue:44484", "issue:44485", "issue:44623", "issue:44933", @@ -16286,16 +16268,18 @@ "issue:46402", "issue:46424", "issue:46614", - "issue:46726", + "issue:46665", "issue:46909", "issue:46932", "issue:47059", "issue:47276" ], "soft_pairs": [ + "issue:43874|issue:45092", + "issue:43479|issue:46665", "issue:44222|issue:44297", - "issue:42831|issue:44623", "issue:44297|issue:45656", + "issue:42831|issue:44623", "issue:44933|issue:45712", "issue:45245|issue:46132", "issue:44075|issue:46231", @@ -16305,184 +16289,188 @@ "issue:44373|issue:44485", "issue:43504|issue:47059", "issue:44297|issue:45310", - "issue:43122|issue:46209", "issue:43232|issue:45834", - "issue:46614|issue:46932", + "issue:43122|issue:46209", "issue:43475|issue:46305", + "issue:46614|issue:46932", "issue:44327|issue:47059", "issue:30990|issue:38175", "issue:41628|issue:42757", "issue:45071|issue:46082", "issue:45092|issue:45357", - "issue:43408|issue:46402", "issue:44190|issue:46082", + "issue:43408|issue:46402", "issue:42907|issue:46050", "issue:43232|issue:46424", "issue:46369|issue:46909", - "issue:45381|issue:46305", - "issue:43986|issue:46726", - "issue:44222|issue:44484" + "issue:45381|issue:46305" ], - "prepared_review_unit_hash": "928c426eaffaa4b2d4e421737e93252c0b43078f3891504832ee6c760c8a3915", + "prepared_review_unit_hash": "e28f71c736187c2fbc5408c275e07e27c004ea07c4364287f1d0281427a3e4b4", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36068, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous with many title-level false positives. I see one plausible duplicate thread around AutoProcessor failures when a required vision backend is missing; everything else looks like distinct bugs or unrelated documentation/config issues.", - "confidence": 0.38, - "canonical_issue_reason": "No single issue cleanly represents the whole set. If one representative must be chosen, issue 46726 is the broadest and most general description of the only plausible duplicate thread (AutoProcessor/backend-missing error handling).", + "summary": "This is not a tight duplicate cluster: the items span many unrelated Transformers bugs (loading, saving, config validation, quantization, generation, docs, and CLI regressions). The suggested soft edges are mostly superficial topic matches rather than the same underlying defect.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft links do not indicate true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46726 is the clearest, most general formulation of the AutoProcessor missing-vision-backend failure and can subsume the more specific report in 43986.", + "best_issue_reason": "Issue 45092 is the best representative of the recurring v5 compatibility/loading regression theme: it is a concrete, user-facing `from_pretrained`/meta-init failure with a clear root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 model serialization and the other is tokenizer metadata; different bugs." + "reason": "Both involve model/processor loading, but one is a missing image-processor method and the other is a remote-code/meta-init incompatibility; different bugs." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:46665", "accept": false, - "reason": "FineGrainedFP8 accuracy vs missing processor.save_pretrained files are unrelated." + "reason": "Both mention loading/config initialization, but one is a multimodal config defaulting bug and the other is class-context `from_pretrained` behavior; not the same defect." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Tokenizer save metadata and optimizer step duplication are different code paths." + "reason": "Both touch save_pretrained, but one is FP8 MoE model saving and the other is tokenizer metadata; separate code paths and failures." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Both touch import/export surfaces, but one is a nonexistent image_utils import and the other is dummy class cleanup/leakage; not the same defect." + "reason": "Tokenizer save metadata and optimizer/deepspeed step behavior are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy loss in FineGrainedFP8 is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both are import/dummy-class hygiene issues, but they concern different modules and different failure modes." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count validation and AttentionInterface behavior changes are unrelated." + "reason": "Category-count limits and AttentionInterface.register behavior are distinct bugs with no shared code path." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling and a training docstring typo are not the same issue." + "reason": "Optimizer SGD arguments not being used is a runtime bug; the other is a documentation mismatch." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 model save_pretrained failure vs processor.save_pretrained missing files are different serialization problems." + "reason": "Shared save_pretrained wording is too broad; FP8 MoE saving and processor file emission are different implementations." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are unrelated." + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "Both involve synced_gpus, but one is a generation kwargs/update bug and the other is a warning message issue." + "reason": "Both involve generation wording, but one is an `_update_model_kwargs_for_generation` bug and the other is a misleading warning message." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring mismatch and a RoPE implementation discussion are not the same bug." + "reason": "A docstring mistake is not the same as a RoPE implementation discussion/bug." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Pretrained model preset loading and a huggingface_hub CLI compatibility failure are unrelated." + "reason": "Legacy field loading for Beit segmentation and a Hugging Face CLI compatibility break are separate subsystems." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different problems." - }, - { - "left": "issue:43122", - "right": "issue:46209", - "accept": false, - "reason": "Tokenization drift across versions and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation state sync and a Kosmos2.5 OCR index error are different bugs." + "reason": "Generation kwargs after synced_gpus and Kosmos2.5 OCR index errors are unrelated." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Stale phonemizer language state and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "Tokenizer version drift and FP8 inference on B200 are different problems." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 attribute error and Moonshine streaming mask off-by-one are different code paths." + "reason": "SAM3 attribute loss and MoonshineStreaming mask off-by-one are unrelated model-specific bugs." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 dtype casting are distinct issues." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans bounds error and CLI completion API breakage are unrelated." + "reason": "QA decode_spans top-k bounds error and CLI completion incompatibility are unrelated." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and zero-probability SigLIP outputs are different issues." + "reason": "Sentence Transformers loading hangs and SigLIP2 zero probabilities are different model behaviors." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different packages." + "reason": "Both are import errors, but for different symbols from different packages and different breakages." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are related only superficially." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are not the same bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both involve model loading/saving, but the affected models and failure modes differ." - }, - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "sam3_video/sam3_tracker warning and missing Sam3Model text encoder weights are different SAM3 issues." + "reason": "Both are v5 model-load/save regressions, but one is meta-init incompatibility and the other is incorrect visual encoder keys." }, { "left": "issue:44190", @@ -16490,51 +16478,42 @@ "accept": false, "reason": "Local dataset loading and LlamaConfig validation are unrelated." }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 warning/model-type mismatch and missing Sam3Model text encoder weights are different SAM3 issues." + }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both are quantization save/load problems, but dequantized Ministrals/Devstrals and sinq serialization are different mechanisms." + "reason": "Both involve quantization/save/load, but one is dequantized Ministral/Devstral saving and the other is sinq round-trip breakage; not enough to merge." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation sync_gpus handling and cache length behavior are unrelated." + "reason": "Generation kwargs handling and cache max length semantics are separate concerns." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Memory overflow in sam3-litetext and a broken documentation example are unrelated." + "reason": "Memory overflow in sam3-litetext and a broken DIA documentation example are unrelated." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen video position_ids and Moonshine streaming mask off-by-one are different model-specific bugs." - }, - { - "left": "issue:43986", - "right": "issue:46726", - "accept": true, - "reason": "Both describe AutoProcessor failing when a required vision backend is missing; the same error-handling fix could plausibly cover both." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 model save_pretrained and max_shard_size default behavior are unrelated." + "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming mask indexing are different model-specific bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:43986 vs issue:46726, is plausibly the same AutoProcessor/vision-backend error-handling problem. The other pairwise rejects are supported by the titles and do not overclaim duplicates." - }, - "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 }, @@ -16549,7 +16528,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:22355", "issue:27957", @@ -16558,9 +16537,6 @@ "issue:41628", "issue:42796", "issue:42831", - "issue:42886", - "issue:42994", - "issue:43066", "issue:43122", "issue:43408", "issue:43540", @@ -16573,6 +16549,7 @@ "issue:44038", "issue:44060", "issue:44188", + "issue:44222", "issue:44261", "issue:44263", "issue:44279", @@ -16580,6 +16557,7 @@ "issue:44360", "issue:44373", "issue:44483", + "issue:44484", "issue:44568", "issue:44623", "issue:44829", @@ -16595,258 +16573,262 @@ "issue:46328", "issue:46369", "issue:46655", + "issue:46726", "issue:46762", "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ + "issue:43986|issue:46726", + "issue:44222|issue:44484", "issue:44295|issue:44623", "issue:44279|issue:46328", "issue:44263|issue:45092", - "issue:44360|issue:46762", - "issue:41628|issue:43824", "issue:44263|issue:44373", + "issue:41628|issue:43824", "issue:46305|issue:46655", + "issue:44360|issue:46762", "issue:22355|issue:28218", "issue:22355|issue:27957", "issue:43784|issue:45600", "issue:44483|issue:45406", - "issue:43756|issue:44060", "issue:42831|issue:45310", + "issue:43756|issue:44060", "issue:44964|issue:47059", - "issue:43576|issue:43784", "issue:44188|issue:44373", + "issue:43576|issue:43784", "issue:44261|issue:45092", "issue:42796|issue:43122", "issue:42831|issue:44038", "issue:44263|issue:44360", - "issue:43644|issue:46305", "issue:43986|issue:47217", + "issue:43644|issue:46305", "issue:44829|issue:46002", "issue:43540|issue:46909", - "issue:39401|issue:44568", "issue:42831|issue:45753", + "issue:39401|issue:44568", "issue:43408|issue:46369", - "issue:45381|issue:46909", - "issue:42886|issue:43066", - "issue:42886|issue:42994" + "issue:45381|issue:46909" ], - "prepared_review_unit_hash": "07765c1b7523c4bfa869cda36b82a52222b5399aca4150d5733e031367abb368", + "prepared_review_unit_hash": "9961422612e009c1af1559dc77fbdda0d06260986155b48e5e1a572f7f34f1b0", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36387, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers issues, mostly tokenizer/version-regression reports plus several unrelated model, import, and processor bugs. None of the soft pairs look like safe duplicates, so they should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43122 is the best available anchor because it is the broadest tokenizer regression report (same tokenizer, different behavior across 4.57.3 to 5.0) and sits near several other tokenizer-related issues. That said, the cluster is still too heterogeneous for a single true duplicate canon.", + "summary": "This set is mostly a grab bag of unrelated Transformers issues. Only one pair looks like a true duplicate: AutoProcessor failure when a required vision backend is missing. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43986 is the clearest representative of the only strong duplicate candidate pair: it describes the AutoProcessor crash caused by a missing vision backend, and it has the broader/more concrete repro.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest representative issue among this set because it captures the common tokenizer/version-regression theme better than the more model-specific reports. It is still only a partial fit for the overall cluster.", + "best_issue_reason": "issue:43986 is the best issue to keep as the cluster representative because it captures a concrete, user-facing failure mode and aligns with the only accepted duplicate edge.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Same underlying bug: AutoProcessor fails when the required vision backend is missing, producing a confusing processor/image-processor error." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention saving/model size topics, but one is FP8 MoE save_pretrained and the other is max_shard_size behavior; different bugs." + }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer read error and processor.save_pretrained missing files are different failure modes in different code paths." + "reason": "Different failure modes: reading a registered position_ids buffer vs missing files from processor.save_pretrained." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A dependency issue and a padding performance regression are unrelated." + "reason": "Unrelated topics: a dependency issue versus a pad() performance concern." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to remote-code meta-initialization incompatibility." + "reason": "Different code paths and symptoms: torch.split return handling in an indexer vs meta-init incompatibility for InternVL2 checkpoints." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "A missing ReLU in the DSA indexer and Minimax attention numerical mismatch are different bugs." + "reason": "One is a runtime issue in GlmMoeDsaIndexer; the other is a docstring problem about position_ids." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and model paths; not the same underlying missing export." + "reason": "Both are import errors, but for different missing symbols and different model families; not the same bug." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "One is a runtime indexing bug, the other is a docstring problem." + "reason": "Both involve video processing, but one is a sliding-window off-by-one and the other is padding calculation." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Sliding-window off-by-one and video padding calculation are separate processor bugs." + "reason": "Different ML bugs: missing ReLU in an indexer vs numerical differences in Minimax attention." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx module import and tokenizer spacing behavior are unrelated." + "reason": "No module import failure is unrelated to tokenizer added-token spacing." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 are unrelated issues." + "reason": "Different areas entirely: ONNX import/module availability vs Flash Attention 2 with XLMRoberta." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import-time NameError for nn and stale auto_mappings references are different breakages." + "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings config references." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "A chat-completions API rejection and a missing _tokenizer attribute in Gemma4Processor are different failures." + "reason": "Chat/completions request rejection and Gemma4Processor attribute crash are different issues." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are separate model-architecture bugs." + "reason": "FP8 accuracy concerns and Qwen3.5 MoE from_pretrained errors are not the same bug." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 Moe from_pretrained error are not the same bug." + "reason": "Different model-specific defects: RoPE layer dropping vs tied-weights warning behavior." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Phi-4 multimodal loading and a CLI incompatibility with huggingface_hub are unrelated." + "reason": "Model loading failure and CLI test breakage from a hub API change are unrelated." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Broken transformers env CLI and a missing nn import are different surfaces and causes." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a position_ids docstring issue." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "torch.compile attention-kernel divergence and a wrong docstring are unrelated." + "reason": "Broken env command and a NameError during sentence-transformers import are different failures." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and old InternVL2 meta-init incompatibility are different issues." + "reason": "Precision error from missing rms_norm_eps is unrelated to remote-code/meta-init incompatibility." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenization regressions, but one is model-specific BPE-marker handling while the other is a broader version-to-version behavior change." + "reason": "Both are tokenizer regressions, but the symptoms and likely root causes differ; not enough to treat as duplicates." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3-VL-Moe loading/behavior problems are not the same underlying defect." + "reason": "General FP8 accuracy issue does not match a Qwen3-VL-Moe from_pretrained bug." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Two different DSA-indexer bugs: one about torch.split outputs, one about a missing ReLU." + "reason": "Both mention DSA indexer, but they report different defects: torch.split handling vs missing ReLU." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:43986", + "right": "issue:47217", "accept": false, - "reason": "Non-persistent buffer junk filling and a sliding-window mask off-by-one are separate regressions." + "reason": "Both are VL/processor-related, but one is missing-backend loading failure and the other is an image-placeholder-in-text bug." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "A torchvision-missing crash in AutoProcessor and VL failures when the placeholder is in user text have different triggers." + "reason": "Non-persistent buffer junk and a sliding-window mask off-by-one are unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "FlashAttention-3 degenerate training and NaNs after checkout+init are different numerical/training problems." + "reason": "Degenerate training with flash_attention_3 is not the same as NaNs during checkout/init." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and a broken DIA documentation example are unrelated." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to a broken documentation example." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS with add_special_tokens are distinct tokenizer bugs." + "reason": "FP8 accuracy issue and Qwen3_5 infinite loop on a specific image are different bugs." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "FP8 accuracy drift and Qwen3_5 infinite looping on an image are different failure modes." + "reason": "Different tokenizer regressions affecting different models and behaviors." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "sam3_video vs sam3_tracker warning and sam3-litetext memory overflow are different sam3-family issues." + "reason": "Model type warning on instantiation is unrelated to memory overflow in sam3-litetext." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Incorrect vision_position_ids in Qwen2.5-VL and a DIA docs bug are unrelated." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are both v5 tokenizer issues, but not the same code-path problem." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated." + "reason": "Qwen2.5-VL video position_ids bug is unrelated to a DIA documentation example issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary stays within the packet, correctly notes there are no PRs, and the non-duplicate verdicts are conservative. The 43986/46726 pair is a reasonable soft duplicate inference from the titles and should be treated as a likely match, not a certainty." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16861,7 +16843,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:22355", "issue:27957", @@ -16874,7 +16856,10 @@ "issue:41628", "issue:42371", "issue:42757", + "issue:42886", "issue:42907", + "issue:42994", + "issue:43066", "issue:43116", "issue:43122", "issue:43329", @@ -16882,7 +16867,6 @@ "issue:43452", "issue:43475", "issue:43646", - "issue:43701", "issue:43824", "issue:43906", "issue:43976", @@ -16899,7 +16883,6 @@ "issue:44829", "issue:44945", "issue:44964", - "issue:44995", "issue:45200", "issue:45216", "issue:45278", @@ -16909,13 +16892,14 @@ "issue:46172", "issue:46326", "issue:46640", - "issue:46697", "issue:47059" ], "soft_pairs": [ + "issue:42886|issue:43066", + "issue:42886|issue:42994", "issue:43646|issue:46002", - "issue:43329|issue:47059", "issue:43122|issue:46326", + "issue:43329|issue:47059", "issue:27957|issue:30990", "issue:30990|issue:33357", "issue:42757|issue:45278", @@ -16940,225 +16924,226 @@ "issue:44038|issue:44297", "issue:43122|issue:43906", "issue:45216|issue:45478", - "issue:28348|issue:46640", - "issue:44995|issue:46697", - "issue:43701|issue:44295" + "issue:28348|issue:46640" ], - "prepared_review_unit_hash": "edb5ed92be789fac0841be4b3379d47fd33059ac8c60b8d475ca96ead22990c8", + "prepared_review_unit_hash": "23b85b15c8a58c0ef84f2fb3f3164507222ee7f14abb9648a9fc242b05bf0867", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36297, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "serialized_chars": 36248, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The soft pairs share broad vocabulary (tokenizer, import errors, flash attention, multimodal models), but they do not describe the same underlying bug/change closely enough to merge as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45278 is the broadest user-facing regression report here (multiple import errors after upgrading), so it is the closest thing to a cluster anchor, though the cluster itself is not a true duplicate set.", + "summary": "Most pairs are false positives across unrelated tokenizer, import, multimodal, and training regressions. The only plausible duplicate is the Qwen3.5 save/load regression pair (45216/45478).", + "confidence": 0.71, + "canonical_issue_reason": "issue:45216 is the clearest root-cause report: it names the 5.4.0 regression and the bad save_pretrained checkpoint, which plausibly explains the related from_pretrained failure in issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the clearest broad regression framing and is the most likely to represent the common failure mode among the mixed import/version-related reports.", + "best_issue_reason": "issue:45216 is the most actionable representative issue here because it is specific, version-scoped, and points to the underlying Qwen3.5 serialization bug rather than a downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Different failures: custom model init breakage vs NaNs in classification-head init/checkout. Same era, not the same code-path bug." + "reason": "Different bugs: tokenizer cache/offline loading failure vs wrong tokenizer decoder type on save/load." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Unrelated symptoms: offline tokenizer loading vs quantized model saving failure." + }, + { + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Unrelated subsystems: multimodal token counting bug vs CLI completion attribute breakage from huggingface_hub." + "reason": "Both are model-init related at a high level, but they describe different failures and code paths." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both tokenizer-related, but one is version-to-version tokenization drift and the other is continue_final_message behavior for mistral_common. Not the same defect." + "reason": "Both concern tokenization, but one is broad version-to-version drift while the other is a specific mistral_common continue_final_message bug." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Completely different areas: multimodal token counting bug vs CLI test failure in huggingface_hub." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support request for XLM-Roberta vs a loading hang in Sentence Transformers. Different models and symptoms." + "reason": "Flash Attention support for XLMRoberta is not the same as a SentenceTransformers loading hang." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang vs Mac bus error on a CLIP community model. No shared concrete bug path." + "reason": "Loading hang and Mac bus error are distinct failure modes with different repros." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but one is a specific missing symbol from huggingface_hub and the other is a broad upgrade regression. Not the same issue." + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad post-upgrade import regression; not enough evidence of the same defect." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 label propagation bug vs flash_attention_3 training degeneration. Different model behavior and code paths." + "reason": "Different code paths: num_labels propagation vs flash_attention_3 training degeneration." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Separate multimodal/math bugs in different models; no shared failing function or fix." + "reason": "Unrelated model internals: mllama mask handling vs deepseek-v4 tensor transpose/dtype bug." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module import vs slow/fast tokenizer inconsistency. Different components and failure modes." + "reason": "Missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both concern tokenization, but one is offset_mapping for Qwen3 and the other is assistant masks in multimodal chat templating." + "reason": "Tokenizer offset mapping bug and multimodal assistant_mask bug are different issues." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized checkpoints vs loading Phi-4 multimodal. Different model families and unrelated code paths." + "reason": "Model saving failure and model loading failure are not the same bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset mapping in Qwen3 tokenizer vs failure to load a specific BERT model. Not the same defect." + "reason": "Wrong offset_mapping and failure to load a specific model are unrelated." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs propagation. Different APIs and root causes." + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs propagation bug; different loading paths." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a buffer-registered position_ids error vs tokenizer_class mismatch on save_pretrained. Different serialization/state issues." + "reason": "Registering position_ids as a buffer and tokenizer_class mismatch on save are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Import name error for AutoImageProcessor vs a broad post-upgrade import breakage. Related only at a high level." + "reason": "Specific AutoImageProcessor import error vs broad import errors after upgrade; not the same concrete bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer drift across versions vs multimodal assistant mask generation. Same broad area, different bugs." + "reason": "General tokenization differences are not the same as multimodal assistant_mask handling." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Checkpoint save/dequantization failure vs incorrect pipeline-parallel inference output. No shared concrete fix." + "reason": "Quantized model saving failure and pipeline-parallelism output corruption are different defects." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility regression vs pipeline-parallel output corruption. Different symptoms and code paths." + "reason": "Python version incompatibility is unrelated to pipeline parallelism output issues." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Processor metadata/download kwargs bug vs chat_template crash on tool-call messages. Distinct functionality." + "reason": "Missing kwargs to cached_file and chat-template crash with tool calls are distinct code paths." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save path vs gguf/from_pretrained loading breakage. Different model-loading workflows." + "reason": "Quantized save failure and gguf_file loading breakage are different problems." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM3 model-type warning vs missing attribute in SAM3 video encoder output. Related model family, but not the same bug." + "reason": "Model-type warning and missing fpn_position_embeddings attribute are not the same underlying bug." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: Qwen2.5-VL class vs HybridCache. Same broad import category, not one duplicate." + "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API warning vs a torch.split return-value issue in GlmMoeDsaIndexer. Unrelated." + "reason": "TF32 settings warning and torch.split return-value bug are unrelated." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting. Different failure points." + "reason": "Example-script multi-label classification failure and mm_token_type_ids handling are different issues." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe compatibility issue vs tokenizer save_pretrained metadata mismatch. Different problems." + "reason": "Qwen3-VL-Moe regression and tokenizer save metadata mismatch are unrelated." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenizer behavior change across versions vs isolated reproduction of another issue. No concrete overlap." + "reason": "Broad tokenization drift and an isolated reproduction of another issue are not enough to call duplicates." }, { "left": "issue:45216", "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 and version 5.4.0, but one is a bad saved checkpoint and the other is a from_pretrained loading error. Related area, not clearly the same bug." + "accept": true, + "reason": "Both point to the same Qwen3.5 regression introduced in 5.4.0 across save_pretrained/from_pretrained; the save path likely produces the invalid checkpoint that triggers the load error." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Specific GPT2 Flash Attention 2 support request vs a generic flash-attention issue report. Not the same code path." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "GlmMoeDsa stale cache on second forward pass vs Swin2SR image padding overflow. Completely different models." - }, - { - "left": "issue:43701", - "right": "issue:44295", - "accept": false, - "reason": "resume_from_checkpoint key mismatch vs position_ids buffer access error. Different state-loading bugs." + "reason": "Different models and different Flash Attention 2 reports; not the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 45216/45478, is plausibly the same Qwen3.5 save/load regression, and the rest of the pairwise rejections are appropriately cautious rather than overclaimed." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17173,12 +17158,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:22355", "issue:29127", "issue:36296", - "issue:38617", "issue:39379", "issue:39401", "issue:42175", @@ -17191,23 +17175,23 @@ "issue:43278", "issue:43493", "issue:43611", + "issue:43701", "issue:43976", "issue:44038", - "issue:44075", "issue:44188", "issue:44222", + "issue:44295", "issue:44351", "issue:44360", "issue:44483", "issue:44485", "issue:44610", "issue:44625", - "issue:44936", "issue:44938", "issue:44945", + "issue:44995", "issue:45072", "issue:45083", - "issue:45278", "issue:45357", "issue:45446", "issue:45478", @@ -17217,6 +17201,7 @@ "issue:46231", "issue:46328", "issue:46614", + "issue:46697", "issue:46762", "issue:46877", "issue:46909", @@ -17224,217 +17209,210 @@ "issue:47312" ], "soft_pairs": [ + "issue:43701|issue:44295", + "issue:44995|issue:46697", "issue:43278|issue:44945", - "issue:22355|issue:29127", - "issue:44038|issue:44222", "issue:44360|issue:44485", + "issue:22355|issue:29127", "issue:42175|issue:44938", + "issue:44038|issue:44222", "issue:46172|issue:46762", "issue:43493|issue:45753", "issue:42222|issue:47312", "issue:39379|issue:43232", + "issue:44188|issue:46328", "issue:39401|issue:46614", "issue:42673|issue:45072", - "issue:44188|issue:46328", "issue:45357|issue:45478", "issue:42757|issue:44351", "issue:36296|issue:43116", - "issue:46231|issue:46877", "issue:44483|issue:47217", - "issue:44625|issue:46002", + "issue:46231|issue:46877", "issue:44610|issue:46909", + "issue:44625|issue:46002", "issue:42898|issue:46614", - "issue:45083|issue:45446", "issue:43976|issue:45446", - "issue:43611|issue:46002", - "issue:38617|issue:45278", - "issue:43116|issue:43493", - "issue:44075|issue:44936" + "issue:45083|issue:45446", + "issue:43611|issue:46002" ], - "prepared_review_unit_hash": "2f9dabe17227011267e7dec9597bb262e53193e3a6366c2413a030ae018cba09", + "prepared_review_unit_hash": "13124b28fdf0856750dcc0194792152e73b1d1f6e07b027dac6c49bde35074d9", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34327, - "estimated_input_tokens": 8582, - "estimated_eval_tokens": 17420 + "soft_pair_count": 25, + "serialized_chars": 34082, + "estimated_input_tokens": 8521, + "estimated_eval_tokens": 17298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Hugging Face Transformers issues. Several pairs share a theme or model family, but none look like the same concrete bug/change closely enough to deduplicate, so no soft edge should be accepted.", - "confidence": 0.91, - "canonical_issue_reason": "issue:39401 is a clean, specific bug report with a narrowly defined symptom (wrong offset_mapping) and clear reproduction context, making it a strong representative issue among the set.", + "summary": "The set is highly heterogeneous: most items are unrelated model, tokenizer, environment, or documentation bugs. None of the soft pairs look like true duplicates of the same underlying fix, so I would not merge any of them into a single canonical bug/PR cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 39379 is the most concrete, current, and technically well-scoped bug report in the set, with a specific failing code path (`full_text_row_masked_out_mask` in mllama).", "canonical_pr_reason": null, - "best_issue_reason": "issue:39401 is the strongest standalone issue: concrete, model-specific, and directly actionable without being overly broad or speculative.", + "best_issue_reason": "Issue 39379 is the best representative issue because it is an active, clearly described regression with a narrow fix surface; the rest are either broader, older, or less directly actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43701", + "right": "issue:44295", "accept": false, - "reason": "Both involve training/evaluation behavior, but one is a dtype flip and the other is pipeline-parallel output correctness; different code paths and symptoms." + "reason": "Different bugs: checkpoint key mismatch vs reading `position_ids` after buffer registration." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Completely different failures: missing transformers.onnx module vs a LayoutLMv3 error-message clarity problem." + "reason": "Unrelated failures: stale indexer cache on second forward vs image over-padding." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Both mention MoE-related regressions, but one is a Qwen3-VL-Moe loading bug and the other is FP8 save_pretrained behavior; not the same concrete bug." + "reason": "Different code paths: dtype drift in eval vs incorrect output under pipeline parallelism." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Unrelated technical areas: DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + "reason": "Different model internals and symptoms: DSA indexer math vs GLM-5 RoPE implementation." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import error for `transformers.onnx` vs LayoutLMv3 error-message clarity issue." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Both are import/platform issues, but one is an extras/backend dependency omission and the other is a Python 3.14 load failure; different root causes." + "reason": "Environment/install backend packaging issue vs Python 3.14 load failure; not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe load bug and the other is FP8 save_pretrained behavior." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Both concern numerical behavior, but they affect different models and mechanisms; no evidence of the same underlying bug." + "reason": "Different models and different numerical issues; no shared code-path evidence." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite-loop generation on a specific image." + "reason": "SigLIP2 implementation mismatch vs Qwen3.5 image infinite loop; distinct bugs." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "VitPose model breakage and a kernels-version compatibility issue are unrelated." + "reason": "Vitpose model breakage vs kernel compatibility problem; unrelated." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "One is an mllama masking bug, the other is generation kwargs after sync_gpus; different code paths." + "reason": "mllama mask handling vs generation kwargs update after sync_gpus; different components." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs feature-extractor padding performance; unrelated." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Tokenizer offset mapping and Wav2Vec2 phonemizer backend caching are distinct tokenizer/phonemizer bugs." + "reason": "Qwen3 tokenizer offset mapping bug vs Wav2Vec2 phonemizer backend staleness; different tokenization subsystems." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in inference." - }, - { - "left": "issue:44188", - "right": "issue:46328", - "accept": false, - "reason": "Attention-kernel branching under torch.compile is unrelated to SequenceFeatureExtractor.pad performance overhead." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM vs dtype mismatch CI failure; no shared bug." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is incorrect save_pretrained keys and the other is a from_pretrained import/load error in newer Transformers." + "reason": "Different Qwen3.5 issues: incorrect visual encoder keys on save vs from_pretrained error." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages; no shared underlying bug is established." + "reason": "Both are import errors, but for different symbols and different packages." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and multi-label classification example returning empty results are unrelated." - }, - { - "left": "issue:46231", - "right": "issue:46877", - "accept": false, - "reason": "Documentation parameter mismatch is not the same as auto_docstring printing diagnostics at import time." + "reason": "Tensor parallel training bug vs example script multi-label classification behavior; not the same issue." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "The chat/completions request rejection issue and the VL image-placeholder failure are different API/model behaviors." + "reason": "API request rejection vs VL image-placeholder handling; different failure layers." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:46231", + "right": "issue:46877", "accept": false, - "reason": "Config propagation for Qwen3.5 num_labels and NaNs in classification heads are different bugs with different failure modes." + "reason": "Documentation parameter mismatch vs import-time doc-lint stdout noise; unrelated." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor input-size mismatch and a broken DIA docs example are not the same issue." + "reason": "Processor/model input size bug vs broken documentation example; different kinds of problems." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation bug vs NaNs in classification heads; distinct defects." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup semantics and phonemizer backend state retention are unrelated tokenizer/audio bugs." + "reason": "Tokenization cleanup behavior change vs stale phonemizer backend; different mechanisms." }, { - "left": "issue:45083", + "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "A feature-length calculation bug in qwen3_omni_moe is unrelated to a PyTorch version-check issue in flex_attention." + "reason": "Python-version compatibility bug vs PyTorch version check for AuxRequest import; unrelated version checks." }, { - "left": "issue:43976", + "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility and PyTorch version gating are separate environment-compatibility problems." + "reason": "Qwen3 Omni helper behavior vs flex_attention import gating; no shared underlying bug." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are different failures." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "A specific missing import name and a broad set of import errors after upgrade may be related at a high level, but not enough to treat as the same concrete bug." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Example-script classification output bug and SigLIP2 implementation discrepancy are unrelated." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Optimizer argument handling and trainer.evaluate() failing after train() are separate training-loop issues." + "reason": "Base-model-prefix loading regression vs classification-head NaNs; unrelated." } ] }, @@ -17456,9 +17434,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:33453", + "issue:38617", "issue:39379", "issue:39401", "issue:42371", @@ -17469,27 +17448,27 @@ "issue:43066", "issue:43116", "issue:43208", - "issue:43408", + "issue:43493", "issue:43618", "issue:43673", "issue:43688", - "issue:43742", "issue:43824", "issue:43825", "issue:43827", "issue:43874", "issue:43937", "issue:43992", + "issue:44075", "issue:44117", "issue:44291", "issue:44355", - "issue:44466", "issue:44485", "issue:44704", "issue:44779", - "issue:44977", + "issue:44936", "issue:45071", "issue:45081", + "issue:45278", "issue:45341", "issue:45362", "issue:45405", @@ -17497,7 +17476,6 @@ "issue:45478", "issue:45563", "issue:45588", - "issue:46002", "issue:46231", "issue:46328", "issue:46710", @@ -17508,10 +17486,13 @@ "issue:47116" ], "soft_pairs": [ + "issue:38617|issue:45278", + "issue:43116|issue:43493", + "issue:44075|issue:44936", "issue:43066|issue:44779", - "issue:45362|issue:45478", "issue:42673|issue:42796", "issue:43937|issue:44485", + "issue:45362|issue:45478", "issue:43066|issue:46710", "issue:46726|issue:46981", "issue:43618|issue:46829", @@ -17521,218 +17502,215 @@ "issue:42371|issue:43874", "issue:43992|issue:44704", "issue:44291|issue:45071", - "issue:44117|issue:45588", "issue:45405|issue:45446", + "issue:44117|issue:45588", "issue:39379|issue:43688", "issue:43824|issue:46981", "issue:44117|issue:45081", - "issue:42617|issue:45341", "issue:43673|issue:46328", + "issue:42617|issue:45341", "issue:46328|issue:47116", - "issue:33453|issue:39401", - "issue:43064|issue:43673", - "issue:43208|issue:46894", "issue:43937|issue:45563", - "issue:43408|issue:43742", - "issue:44466|issue:46002", - "issue:43937|issue:44977" + "issue:43208|issue:46894", + "issue:43064|issue:43673", + "issue:33453|issue:39401" ], - "prepared_review_unit_hash": "4c73b4a067e89f1550684077b77f406968ef30c59d0966f40df259899d8b6c42", + "prepared_review_unit_hash": "9bd7d8eb5f36bbbe20cd059eb90823d24f4771d014bd0e2ed955f0cf20da21d1", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36003, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "serialized_chars": 35913, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose thematic group of unrelated bug reports, with only broad overlap around tokenizer/v5 regressions. None of the soft pairs look like the same concrete underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43066 is the most generally useful representative because it is a concrete tokenizer-v5 regression rather than a highly model-specific symptom, and several nearby items are tokenizer-related but not identical.", + "summary": "The set is mostly a loose v5/regression-themed cluster, but the soft pairs are different concrete bugs or docs issues rather than true duplicates. No soft edge looks safe to merge.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report here: a v5 upgrade causing multiple import errors. It is a better cluster anchor than the highly specific model/tokenizer bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the strongest standalone issue in the set: specific enough to be actionable, but broad enough to serve as the clearest representative of the tokenizer-regression subset.", + "best_issue_reason": "issue:45278 is the most representative issue for the overall regression/import-error theme and is broad enough to sit near the center of this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but one is about decoder type selection and the other about incorrect DeepSeek tokenization results; different failure modes and likely different fixes." + "reason": "Both are import-related, but one is a specific missing symbol while the other is a broad upgrade regression with many import errors; not the same bug." }, { - "left": "issue:45362", - "right": "issue:45478", + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different failures: empty multi-label classification results vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated code paths: SGD optimizer args ignored vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Same model family, but one is a chat crash and the other is a from_pretrained error; different code paths and symptoms." + "reason": "Both are tokenizer regressions, but for different models and different concrete symptoms; not one underlying defect." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "Completely different bugs: VRAM leak in dataloader threads vs tokenizer BPE marker handling." + "reason": "VRAM leak in Qwen3 dataloader threads is unrelated to a Ministral tokenizer BPE-marker bug." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 appears in both, but generation config validation and RoPE implementation are unrelated code paths." + "reason": "Same model family, but GenerationConfig validation and RoPE implementation are distinct bugs." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 failures: chat crash vs from_pretrained error on MoE models." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Both are v5/DeepSeek-adjacent regressions, but one is a tokenizer decoder-type issue and the other is an accuracy regression; not the same bug." + "reason": "Tokenizer decoder-type bug is not the same as a DeepSeek accuracy regression after upgrade." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "AutoProcessor backend-missing handling is unrelated to HTTP 429 retry behavior." + "reason": "Both involve AutoProcessor.from_pretrained, but one is missing-vision-backend handling and the other is retry behavior on 429s." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both concern model output fields, but CLIP attentions and VideoPrism hidden_states are distinct output-shape/assignment bugs." + "reason": "Different output-field bugs in different models; no shared concrete code-path failure." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "One is a multi-label classification example bug; the other is an incorrect pipeline error message. Different subsystems and fixes." + "reason": "Classification script empty outputs is unrelated to a pipeline error-message regression." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Running compiled Python files is unrelated to a documentation parameter-name mismatch." + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not duplicates." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention PyTorch version check are unrelated." + "reason": "Docs referencing removed pipeline APIs and a flex_attention version-check bug are unrelated." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a GLM46V image-patch attribute error are unrelated." + "reason": "TF32 API guidance and a missing GLM46VImageProcessorFast method are different issues." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing encoder weights on load vs AutoProcessor kwargs propagation are different loader bugs." + "reason": "Missing embed token weights and AutoProcessor kwargs forwarding are separate loading bugs." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5-related type/config issues, but they affect different APIs and failure mechanisms." + "reason": "Unexpected _is_hf_initialized handling and PretrainedConfig type-checking are different breakages." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer mapping fallback and flash_attention s_aux handling are unrelated." + "reason": "A dependency version bump problem is unrelated to a PyTorch import/version-check bug." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "A dependency-version bump problem is not the same as an incorrect PyTorch version gate." + "reason": "Tokenizer mapping fallback and flash_attention s_aux=None crashes are unrelated failures." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Different model families and different logic: masked-out mask handling vs auxiliary-loss normalization." + "reason": "mllama masking logic and auxiliary-loss normalization are different model-specific bugs." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a missing model class and repeated 429 retries are unrelated." + "reason": "Missing Qwen2.5-VL import and HTTP 429 retry behavior are unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but one is mapping-name None handling and the other is a Mistral regex/backend_tokenizer crash; not the same fix." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "A runtime failure in 3d_parallel.py is not the same as a small testing_utils bug." + "reason": "A mapping-lookup None bug is not the same as a Mistral regex-patching AttributeError." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache handling and SequenceFeatureExtractor.pad performance are unrelated." - }, - { - "left": "issue:46328", - "right": "issue:47116", - "accept": false, - "reason": "Padding performance and streaming pipeline regression are different behaviors in different layers." + "reason": "Generation cache handling and feature-extractor padding performance are unrelated." }, { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Both are tokenizer-loading related, but one is a broad regression report and the other is a specific Qwen3 offset_mapping bug; not enough evidence they are the same underlying issue." - }, - { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Training optimizer-state corruption on nonzero ranks is unrelated to chunked_prefill cache absence." + "reason": "3d_parallel.py runtime failure and a testing_utils bug do not share the same underlying defect." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:46328", + "right": "issue:47116", "accept": false, - "reason": "Both mention training bugs, but xLSTM's multiple model issues and CohereASR's double-shift loss bug are different concrete problems." + "reason": "Padding performance regression and streaming pipeline regression are different code paths." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation and a stale warning for num_return_sequences are different issues." + "reason": "Invalid generation config and a stale warning about num_return_sequences are not the same bug." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "A model-type warning and a MobileLLM loading key error are unrelated." + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated model/training issues." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Serialization of lm_head.weight depends on device; classification head NaNs after checkout/init are a different failure mode." + "reason": "Wrong optimizer state placement in FSDP2/PEFT is unrelated to a missing generation cache in chunked prefill." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Both touch GLM/Qwen-style generation, but one is a GenerationConfig validity error and the other is flash-attention generation failure; different code paths." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different failure modes." } ] }, @@ -17754,43 +17732,42 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:38617", "issue:39379", "issue:39401", "issue:41628", "issue:42222", - "issue:42371", - "issue:42831", - "issue:43097", "issue:43122", + "issue:43408", "issue:43441", "issue:43450", + "issue:43742", "issue:43937", "issue:43986", "issue:44220", "issue:44263", "issue:44380", "issue:44410", + "issue:44466", "issue:44483", - "issue:44493", "issue:44496", "issue:44704", "issue:44779", "issue:44829", "issue:44877", - "issue:44964", + "issue:44977", "issue:45071", "issue:45092", "issue:45216", - "issue:45278", "issue:45310", "issue:45341", "issue:45440", "issue:45464", "issue:45561", "issue:45632", + "issue:46002", "issue:46077", "issue:46231", "issue:46298", @@ -17806,224 +17783,224 @@ "issue:47110" ], "soft_pairs": [ + "issue:43937|issue:44977", + "issue:44466|issue:46002", "issue:42222|issue:47000", "issue:43450|issue:43986", + "issue:43408|issue:43742", "issue:44380|issue:46077", "issue:45071|issue:46512", "issue:45092|issue:46762", - "issue:42222|issue:43441", "issue:39379|issue:46897", + "issue:42222|issue:43441", "issue:42222|issue:46752", "issue:44877|issue:46231", "issue:45632|issue:46981", - "issue:39401|issue:44779", "issue:44263|issue:46762", "issue:44483|issue:45464", + "issue:39401|issue:44779", "issue:44829|issue:45216", "issue:45341|issue:45561", - "issue:44410|issue:45310", "issue:45071|issue:47059", "issue:45440|issue:46328", + "issue:44410|issue:45310", "issue:39401|issue:46710", - "issue:38617|issue:44220", "issue:43937|issue:44496", - "issue:43122|issue:46298", + "issue:38617|issue:44220", "issue:44704|issue:47110", - "issue:38617|issue:41628", - "issue:44964|issue:45278", - "issue:43097|issue:44493", - "issue:42371|issue:42831" + "issue:43122|issue:46298", + "issue:38617|issue:41628" ], - "prepared_review_unit_hash": "aa880f070434e00f8d8ac3f21c431b075c45685de315d3427c6393ed891814d0", + "prepared_review_unit_hash": "efece29bf703a0eab9bae3f7c6b28fc5455919a6fcf3288f085cf70e41967dbb", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35562, - "estimated_input_tokens": 8891, - "estimated_eval_tokens": 18038 + "serialized_chars": 35070, + "estimated_input_tokens": 8768, + "estimated_eval_tokens": 17792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No clear duplicate cluster emerges here: the soft pairs are mostly broad-similarity matches across different models, APIs, or failure modes, so they should not be merged as the same underlying bug. I would treat these as unrelated issues with superficial overlap.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is mostly a set of unrelated Transformers issues that only look similar at a high level (v5 regressions, model loading, tokenization, and attention-backend bugs). I found no soft pair that is the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45071 is the broadest and most central version-regression report in the set, and it best represents the cluster\u2019s recurring config/type-checking load failures without overfitting to one model family.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45071 is the best overall issue candidate because it captures the most general v5 breakage theme present in the cluster and is more representative than the highly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation/attention problems, but one is a GenerationConfig validation failure and the other is a Qwen3.5 flash-attention generation bug; different code paths and symptoms." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of lm_head.weight and NaNs during checkout/init are unrelated failure modes." + }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "Both mention model/runtime failures, but one is a VitPose import breakage and the other is an RTDetr loss crash; different code paths and symptoms." + "reason": "VitPose model breakage and RTDetrLoss infeasible-cost-matrix errors are entirely different model/code-path bugs." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both involve video processing, but one is an incorrect batched output shape and the other is an AutoProcessor crash without torchvision; different underlying bugs." + "reason": "Batched video processor shape handling and missing-torchvision AutoProcessor crash are distinct issues." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type mismatch warning for sam3_tracker is not the same as a key error while loading MobileLLM-125M." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both are attention-related, but one is GPT2 scaling ignored in SDPA/FlashAttention and the other is Gemma4 building the wrong mask type; not the same defect." + "reason": "Both concern attention behavior, but GPT2 scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are different concrete bugs." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "One is a type-checking regression in v5.4.0, the other is dtype metadata staying stale after from_config; unrelated config/model initialization issues." + "reason": "PretrainedConfig type-checking breakage is separate from dtype propagation staleness in from_config()." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Both are model-behavior regressions, but one is meta-initialization incompatibility and the other is numerical mismatch in Minimax MSA attention; different failure mechanisms." + "reason": "Remote-code/meta-init incompatibility and Minimax attention numerical differences are different underlying problems." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:39379", + "right": "issue:46897", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure are separate model-specific regressions with different stacks." + "reason": "mllama mask handling and Florence2 training-loss double-shift are not the same bug." }, { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Both are loss/masking-related, but one is mllama mask handling and the other is Florence2 training-loss double shift; not the same bug." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose import/model breakage is unrelated to apply_chat_template crashing on an empty list." + "reason": "VitPose loading/runtime breakage and empty-list apply_chat_template crash are different APIs and code paths." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "One is strict config loading for granite_speech, the other is a documentation parameter-name mismatch; no shared code-path bug." + "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Both involve loading/caching, but one is a local trust_remote_code cache collision and the other is repeated 429 retries in AutoProcessor; different causes." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer issues, but one is wrong offset_mapping and the other is different tokenization output in v5; same area, different bug reports." + "reason": "Local-model cache-path collisions and repeated 429 retries in AutoProcessor.from_pretrained are different failure modes." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "A torch.split indexing/value issue is not the same as a Minimax attention numerical discrepancy." + "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as Minimax MSA attention numerical divergence." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "One is chat/completions request validation in v5.3, the other is streaming inference failure for Qwen3.5-0.8B; different API layers and failure modes." + "reason": "Both mention chat/completions, but one is request acceptance in v5.3 and the other is streaming failure on Qwen3.5-0.8B; not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions on different models; too vague to treat as one duplicate." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "One is a flash_attention_3 training degeneration issue, the other is incorrect save_pretrained output for Qwen3.5; different behaviors and code paths." + "reason": "FlashAttention-3 training degeneration and save_pretrained checkpoint serialization are separate issues." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A small testing_utils bug is unrelated to pytest-xdist races in captured_info.txt." - }, - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Both concern Qwen3.5/MoE, but one is missing projections in layer 0 and the other is from_pretrained loading error; not the same concrete bug." + "reason": "A small testing_utils bug and a pytest-xdist race on captured_info.txt are related in area but not the same underlying defect." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "A PretrainedConfig type-checking regression is unrelated to a cli test failure from huggingface_hub 1.22.0 attribute removal." + "reason": "PretrainedConfig type-checking regression and CLI breakage with huggingface_hub 1.22.0 are unrelated." }, { "left": "issue:45440", "right": "issue:46328", "accept": false, - "reason": "DeepSeekV3MoE divergence and SequenceFeatureExtractor.pad inefficiency are entirely different issues." + "reason": "DeepseekV3MoE parity divergence and SequenceFeatureExtractor.pad performance waste are different bugs." }, { - "left": "issue:39401", - "right": "issue:46710", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenization/model-output regressions, but the reported effects and affected models differ; no evidence of a single underlying bug." + "reason": "Missing qkv/gate projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained failure are not the same concrete issue." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:39401", + "right": "issue:46710", "accept": false, - "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features behavior are unrelated." + "reason": "Tokenizer offset_mapping regression and DeepSeek-R1 accuracy regression are not the same bug." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GLM generation config validation and OLMo-Hybrid model-type recognition are separate config-validation problems." + "reason": "Invalid GenerationConfig and unrecognized model/config.json loading failure are distinct load-time errors." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Different tokenization across versions and a noisy logging message are not the same bug." + "reason": "Importing layer_type_validation and _torch_extract_fbank_features are unrelated import/runtime issues." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "AutoProcessor kwargs forwarding and special_tokens list-vs-dict handling involve different APIs and error causes." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols and different modules." - }, - { - "left": "issue:44964", - "right": "issue:45278", - "accept": false, - "reason": "Both are broad version-upgrade regressions, but one is a specific multimodal model load failure and the other is many import errors after upgrade; too generic to merge as one bug." + "reason": "Passing kwargs to cached_file and special_tokens being a list instead of a dict are different parameter-handling bugs." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "One is removal of a config attribute without notice, the other is unexpected position_id keys across models; different regression classes." + "reason": "Tokenization regression across versions and a noisy logging message are unrelated." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "TF32 settings API behavior and FineGrainedFP8 accuracy are unrelated numeric/configuration concerns." + "reason": "Two different import errors in transformers, but no evidence they share the same missing export or code path." } ] }, @@ -18045,13 +18022,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:27957", - "issue:29159", "issue:29925", "issue:30947", "issue:42371", + "issue:42831", "issue:43012", "issue:43066", "issue:43097", @@ -18066,7 +18043,6 @@ "issue:43874", "issue:43931", "issue:43957", - "issue:43986", "issue:44038", "issue:44075", "issue:44077", @@ -18078,17 +18054,18 @@ "issue:44410", "issue:44484", "issue:44485", + "issue:44493", "issue:44829", + "issue:44964", "issue:44987", "issue:45071", + "issue:45278", "issue:45310", "issue:45341", - "issue:45372", "issue:45478", "issue:45542", "issue:45588", "issue:45656", - "issue:46050", "issue:46752", "issue:46762", "issue:46897", @@ -18097,250 +18074,238 @@ "issue:47448" ], "soft_pairs": [ + "issue:44964|issue:45278", + "issue:43097|issue:44493", + "issue:42371|issue:42831", "issue:42371|issue:44261", "issue:44261|issue:46762", "issue:44077|issue:46981", - "issue:43931|issue:44410", "issue:43208|issue:46897", + "issue:43931|issue:44410", "issue:44038|issue:44230", "issue:43066|issue:43122", "issue:44484|issue:45310", "issue:44075|issue:45656", - "issue:44410|issue:45478", "issue:29925|issue:30947", "issue:43673|issue:45341", "issue:43097|issue:43452", "issue:44263|issue:44485", + "issue:44410|issue:45478", "issue:43931|issue:44038", "issue:43957|issue:44351", "issue:45071|issue:45542", "issue:45341|issue:47448", "issue:43441|issue:44829", "issue:43012|issue:43577", - "issue:43531|issue:45341", "issue:43874|issue:44261", + "issue:43531|issue:45341", "issue:44117|issue:44987", "issue:46752|issue:47116", "issue:43097|issue:45588", - "issue:27957|issue:43352", - "issue:43986|issue:45372", - "issue:29159|issue:30947", - "issue:43097|issue:46050" + "issue:27957|issue:43352" ], - "prepared_review_unit_hash": "21d76cee8e50e6375fb331cb7b645a00a80b0d056af0239aa798ee988cfcc04d", + "prepared_review_unit_hash": "ae3d4286f5afdcd7a33b64ad6013c7d691f5d7de9d39573341c2681a075c19b0", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36102, - "estimated_input_tokens": 9026, - "estimated_eval_tokens": 18308 + "serialized_chars": 35969, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster with many unrelated Transformers issues. The only visible common thread is a loose tokenizer-regression theme, but none of the soft pairs look like the same concrete bug/change, so I would not merge any of them.", - "confidence": 0.77, - "canonical_issue_reason": null, + "summary": "These are mostly unrelated Transformers v5/v5.x regression reports spanning tokenization, model loading, FlashAttention, dtype handling, and optimizer/runtime behavior. No soft pair looks like the same concrete bug with enough specificity to merge.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set: it captures multiple import failures after upgrading to 5.5.0, which aligns with the cluster\u2019s general v5 breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the broadest tokenizer-regression report and the best representative of the small tokenizer-related subset, but the cluster as a whole is heterogeneous.", + "best_issue_reason": "issue:45278 is the best umbrella issue because it is the most general user-facing regression report and could reasonably subsume several narrower v5 import/loading complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Both are about precision behavior, but TF32 API guidance and a missing rms_norm_eps in MLA are different problems and fixes." + "reason": "Both mention upgrade-era breakage, but one is a specific model load failure and the other is a broad import-error report; not the same bug." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Both mention numerical differences, but they affect different models/code paths and do not look like one underlying bug." + "reason": "Removed-API complaint vs. unexpected position-id key errors are different failure modes and code paths." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "SGD args not being used and repeated 429 retries in AutoProcessor are unrelated subsystems and failures." + "reason": "TF32 API/settings guidance and FineGrainedFP8 accuracy problems are unrelated." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 control behavior and MLA layernorm epsilon precision drift are distinct issues." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical issues, but they concern different models and different root causes." + }, + { + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "Both involve Qwen3-family loading, but weight-shape mismatch and missing projections are different concrete defects." + "reason": "PatchTSMixer post_init gating and HF_ENDPOINT 429 retry behavior are unrelated." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and a Florence2 double-shift loss bug are unrelated." + "reason": "Both are training bugs, but they affect different models and symptom patterns; not one concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading defects." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL/MoE and fp8/FlashAttention, but one is a bug report and the other is fp8 inference support; not the same fix." + "reason": "General Qwen3-VL-Moe failure vs. fp8 support request/inference issue; too different to merge." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "These are both tokenizer regressions in v5, but one is about decoder type metadata and the other is a broad tokenization-change report; not clearly the same concrete bug." + "reason": "Tokenizer decoder-type mismatch may affect tokenization, but the titles do not establish the same underlying bug as the cross-version tokenization change report." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "max_shard_size documentation/question and a Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD args and double optimizer stepping with deepspeed are different optimizer bugs." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Both are Qwen3.5/Qwen3-next style model issues, but they concern different loading/model-definition failures." + "reason": "SGD argument handling and double optimizer stepping in DeepSpeed are different optimizer bugs." }, { "left": "issue:29925", "right": "issue:30947", "accept": false, - "reason": "Both are tokenizer-related, but SigLIP use_fast enforcement and LLaMA3 special-token behavior are separate model-specific issues." + "reason": "Tokenizer fast-mode enforcement and BOS/EOS flag handling are separate tokenizer configuration issues." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked_prefill and a testing_utils bug have no shared underlying code path." + "reason": "Generation cache regression and a testing_utils bug are unrelated." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Tie-embeddings API removal and gguf_file loading breakage are unrelated." + "reason": "Removed encoder-decoder tie embeddings API and gguf_file loading breakage are different problems." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value bug and GLM-5 RoPE implementation are different defects in different components." + "reason": "torch.split return handling in a MoE indexer and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3-family reports, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE loading error." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both reference Qwen3-VL/MoE, but one is a weight-shape mismatch and the other is a different from_pretrained/model-loading issue." + "reason": "Both involve Qwen3 models, but one is a weight mismatch on load and the other is a MoE/fp8 issue." }, { "left": "issue:43957", "right": "issue:44351", "accept": false, - "reason": "Meta-device loading failures and a missing HybridCache import are unrelated." + "reason": "Meta-device model loading failures and HybridCache import errors are distinct regressions." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type checking and a TensorBoard-without-TF backend error are unrelated." + "reason": "PretrainedConfig type checking breakage and TensorBoard-without-TF backend errors are unrelated." }, { "left": "issue:45341", "right": "issue:47448", "accept": false, - "reason": "A testing_utils bug and Gemma4 architecture recognition are unrelated." + "reason": "A testing utility bug and Gemma4 architecture recognition failure have no concrete overlap." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is an unsupported/failed model path and the other is a degenerate-training quality bug; not the same issue." + "reason": "FlashAttention support failure for a specific model and degenerate training with flash_attention_3 are different code paths and symptoms." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A PyTorch precision warning and a model dtype propagation bug are different problems." + "reason": "bfloat16 compile warning and BLIP2 dtype propagation issues are both dtype-related but not the same concrete defect." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "Missing image-patch count method and MLA norm-epsilon precision issue are unrelated multimodal/model bugs." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Missing image-patch counting and a normalization-epsilon precision issue are unrelated multimodal/model bugs." + "reason": "Qwen3-MoE sliding-window behavior and a testing utility bug are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A tokenizer mapping None assumption and a specific loading failure for physical-intelligence/fast are not clearly the same bug." + "reason": "Tokenizer mapping None handling and a specific model loading failure do not clearly point to the same root cause." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Empty-list chat template crash and streaming pipeline regression are unrelated." + "reason": "Empty-list chat-template crash and streaming pipeline regression are different failures." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Tie-embeddings removal and a flash_attention.py sink-less crash are unrelated." + "reason": "Removed tie-embeddings API and flash_attention.py crashing on s_aux=None are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both are FlashAttention 2 related, but they concern different models and one is unsupported-model gating while the other is a specific XLM-Roberta path." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "AutoProcessor needing torchvision and a mistral_common ReasoningEffort import error are different processor-loading failures." - }, - { - "left": "issue:29159", - "right": "issue:30947", - "accept": false, - "reason": "Generic slow/fast tokenizer inconsistency and LLaMA3 special-token behavior are related only at a high level, not the same bug." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "Both discuss model math correctness, but one is a missing config epsilon and the other is RoPE implementation details; not the same fix." - }, - { - "left": "issue:45341", - "right": "issue:47448", - "accept": false, - "reason": "A testing utility issue and a Gemma4 architecture detection bug are unrelated." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Embedding-tie API removal and sinq save/load quantization breakage are unrelated." + "reason": "XLM-RoBERTa FlashAttention 2 support and Nemotron FlashAttention 2 support are model-specific support issues, not the same bug." } ] }, @@ -18362,17 +18327,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ + "issue:29159", "issue:30947", "issue:33453", "issue:34567", "issue:38617", - "issue:41950", "issue:42757", "issue:42907", "issue:43012", - "issue:43064", "issue:43097", "issue:43208", "issue:43550", @@ -18381,12 +18345,12 @@ "issue:43874", "issue:43937", "issue:43986", + "issue:44038", "issue:44062", "issue:44117", "issue:44246", "issue:44261", "issue:44263", - "issue:44315", "issue:44360", "issue:44410", "issue:44484", @@ -18395,11 +18359,12 @@ "issue:44936", "issue:45103", "issue:45341", - "issue:45362", + "issue:45372", "issue:45375", "issue:45440", "issue:45478", "issue:45753", + "issue:46050", "issue:46123", "issue:46172", "issue:46298", @@ -18414,238 +18379,245 @@ "issue:46981" ], "soft_pairs": [ + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:29159|issue:30947", "issue:44263|issue:46172", - "issue:44360|issue:46172", "issue:44484|issue:45478", "issue:43097|issue:43873", - "issue:43208|issue:43550", + "issue:44360|issue:46172", "issue:44261|issue:44485", - "issue:45440|issue:46172", - "issue:42907|issue:43937", + "issue:43208|issue:43550", "issue:45753|issue:46369", + "issue:42907|issue:43937", + "issue:45440|issue:46172", "issue:43986|issue:45341", "issue:44246|issue:46981", "issue:44117|issue:46701", "issue:43012|issue:46821", - "issue:30947|issue:34567", "issue:44062|issue:44117", + "issue:30947|issue:34567", "issue:44410|issue:45375", "issue:43673|issue:46123", "issue:30947|issue:33453", "issue:43874|issue:44263", "issue:46172|issue:46710", - "issue:44410|issue:45362", "issue:44936|issue:46365", "issue:46298|issue:46752", + "issue:44038|issue:44410", "issue:46655|issue:46664", "issue:44704|issue:45103", "issue:43986|issue:44484", - "issue:38617|issue:41950", - "issue:38617|issue:42757", - "issue:43064|issue:44315" + "issue:38617|issue:42757" ], - "prepared_review_unit_hash": "fabba2cd34a740824c7877b7dfacba0b71622805d5072655e192937339a1fcef", + "prepared_review_unit_hash": "51383cca95b08f64043eea3223584f759fd84f917eec15f4174909bc8cf057f8", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35954, - "estimated_input_tokens": 8989, - "estimated_eval_tokens": 18234 + "soft_pair_count": 30, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports across tokenizers, model-specific generation, trainer state, quantization/offloading, and pipeline utilities. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43873 is the broadest and most actively discussed report in the set, so it is the best anchor if one issue must be chosen as representative; however, it is not actually a duplicate of the others.", + "summary": "The proposed soft pairs are mostly false positives: they share broad subsystem keywords (tokenizers, processors, model loading, quantization, DeepSeek/Qwen, etc.) but not the same concrete bug or fix path. I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits this set: the items are heterogeneous across unrelated tokenizer, training, import, processor, quantization, and model-architecture bugs.", "canonical_pr_reason": null, - "best_issue_reason": "43873 has the widest scope and strongest ongoing discussion/inbound reference activity, making it the most suitable single issue to represent the cluster.", + "best_issue_reason": "No global best issue; this is not a coherent duplicate cluster, so any single issue would misrepresent the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Different bugs: DSA indexer return handling vs DeepSeek-V4 tensor cast/transpose behavior." + "reason": "Both are processor-loading import failures, but one is about missing torchvision and the other about a missing mistral_common symbol; different dependency paths and fixes." }, { - "left": "issue:44360", + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a removed model attribute in v5.0, the other is a quantization save/load regression; unrelated failure modes." + }, + { + "left": "issue:29159", + "right": "issue:30947", + "accept": false, + "reason": "Both involve tokenizers, but one is slow/fast tokenizer inconsistency and the other is LLaMA3 BOS/EOS handling; not the same bug." + }, + { + "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Unrelated code paths: missing ReLU in the DSA indexer vs DeepSeek-V4 tensor ops." + "reason": "Different model families and different code paths: a torch.split indexing bug vs a dtype/transpose issue in DeepSeek-v4." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "One is about shard-size defaults in save_pretrained; the other is a Qwen3.5 MoE from_pretrained regression." + "reason": "A save_pretrained sharding-size question is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removal of a config field is unrelated to quantization/offloading failures." + "reason": "Removed embedding-tie API and offloading-with-quantization are separate features with different bugs." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile SDPA issues are different model/back-end problems." + "reason": "One reports a missing ReLU in a DSA indexer, the other a DeepSeek-v4 tensor conversion/transpose problem." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-related, but they describe different issues: layernorm epsilon config vs RoPE implementation." + "reason": "Different model-specific correctness issues: RMS norm epsilon precision mismatch vs GLM-5 RoPE implementation." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs for small models and Bamba SDPA/torch.compile failure are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Same model family but not the same defect; one is remote-implementation divergence, the other a specific tensor expression concern." + "reason": "An image-triggered infinite loop and a memory overflow in a different model are not the same bug." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models and invalid GenerationConfig are separate failure modes." + "reason": "Saving dequantized Ministrals/Devstrals and an invalid GenerationConfig in GLM-5 are separate issues." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Qwen3_5 image-specific infinite loop vs SAM memory overflow are unrelated." + "reason": "Both mention DeepSeek, but one is a broader implementation divergence and the other is a specific tensor op bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video AutoProcessor torchvision dependency error is unrelated to a testing_utils bug." + "reason": "Processor-loading import crash and a testing_utils bug do not share a code path." }, { "left": "issue:44246", "right": "issue:46981", "accept": false, - "reason": "Slow import and repeated 429 retry behavior are different performance/network issues." + "reason": "Import slowdown and repeated 429 retry behavior are both performance-related, but not the same defect." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping None and image-text-to-text pipeline failure are not the same bug." + "reason": "A tokenizer mapping None-handling bug and a DiffusionGemma pipeline failure are unrelated." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A bfloat16 warning during compile is unrelated to TimesFM window_size AttributeError." + "reason": "A PyTorch precision warning and a TimesFM window_size AttributeError are different problems." }, { - "left": "issue:30947", - "right": "issue:34567", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Tokenizer special-token handling and TrainerState token counting are different subsystems." + "reason": "AddedToken special-argument handling and TOKENIZER_MAPPING_NAMES None-handling are separate tokenizer bugs." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:30947", + "right": "issue:34567", "accept": false, - "reason": "AddedToken constructor conflict is a different tokenizer bug from mapping lookup returning None." + "reason": "Special-token insertion and TrainerState token counting are unrelated trainer/tokenizer concerns." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing Qwen3Next projections and missing config field in Qwen3_5MoeVisionConfig are distinct model-definition issues." + "reason": "Both are Qwen-family issues, but one is missing projections and the other is a missing config field silently dropped by strict validation." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Cache handling during chunked prefill is unrelated to MaskGenerationPipeline batch-finalization logic." + "reason": "Generation cache missing in chunked prefill and final-batch is_last handling in MaskGenerationPipeline are different control-flow bugs." }, { "left": "issue:30947", "right": "issue:33453", "accept": false, - "reason": "Both involve tokenizers, but one is LLaMA3 special-token effects and the other is a generic tokenizer-loading regression." + "reason": "LLaMA3 special-token application and tokenizer loading regression are related only at a very high level." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Image-patch counting in GLM46V and torch.split return handling in GlmMoeDsaIndexer are different bugs." + "reason": "GLM46V image-processor API absence and GlmMoeDsaIndexer torch.split behavior are unrelated." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "A deepseek-v4 tensor-expression issue is not the same as an accuracy regression after upgrading Transformers." - }, - { - "left": "issue:44410", - "right": "issue:45362", - "accept": false, - "reason": "Missing projections in qwen3next and Qwen3.5 chat crashes are different model behaviors." + "reason": "A specific DeepSeek-v4 tensor operation bug is not the same as an accuracy regression after upgrading Transformers." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate after train and import failure resolved by uninstalling datasets are unrelated." + "reason": "Trainer.evaluate post-train failure and inability to import Trainer due to datasets are separate trainer/import issues." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and apply_chat_template empty-list crash are not the same issue." + "reason": "A noisy logging message and an empty-list chat template crash are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "General Qwen3-VL-Moe bug and qwen3next missing projections are distinct model-specific issues." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is num_frames semantics; not the same concrete defect." + "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is num_frames semantics; not the same fix." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs passthrough and auto_docstring annotation handling are different code paths." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotations handling are unrelated code paths." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Missing torchvision handling and shard-size default behavior are unrelated." - }, - { - "left": "issue:38617", - "right": "issue:41950", - "accept": false, - "reason": "ImportError for layer_type_validation and video-classification pipeline selecting image processors are different regressions." + "reason": "Processor import failure and max_shard_size behavior in save_pretrained are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols from different dependencies." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying with model_init are separate training issues." + "reason": "Different missing imports from different packages: transformers.configuration_utils vs huggingface_hub." } ] }, @@ -18667,12 +18639,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:30947", "issue:33357", - "issue:36010", "issue:36683", + "issue:38617", + "issue:41950", "issue:42175", "issue:42757", "issue:42890", @@ -18680,7 +18653,6 @@ "issue:43012", "issue:43064", "issue:43066", - "issue:43097", "issue:43208", "issue:43352", "issue:43502", @@ -18696,6 +18668,7 @@ "issue:43992", "issue:44077", "issue:44162", + "issue:44315", "issue:44368", "issue:44380", "issue:44451", @@ -18718,6 +18691,8 @@ "issue:47276" ], "soft_pairs": [ + "issue:38617|issue:41950", + "issue:43064|issue:44315", "issue:42890|issue:46298", "issue:44380|issue:46421", "issue:44451|issue:47116", @@ -18726,8 +18701,8 @@ "issue:43208|issue:43526", "issue:43012|issue:43550", "issue:43064|issue:47116", - "issue:43066|issue:43906", "issue:45712|issue:46298", + "issue:43066|issue:43906", "issue:42907|issue:45753", "issue:42907|issue:44655", "issue:45584|issue:46365", @@ -18735,10 +18710,10 @@ "issue:43012|issue:44368", "issue:44734|issue:47116", "issue:43827|issue:47116", - "issue:30947|issue:33357", "issue:36683|issue:43582", - "issue:44380|issue:45479", + "issue:30947|issue:33357", "issue:44077|issue:46365", + "issue:44380|issue:45479", "issue:43352|issue:43976", "issue:43992|issue:44484", "issue:44380|issue:46132", @@ -18746,225 +18721,222 @@ "issue:42175|issue:46365", "issue:42757|issue:43824", "issue:43756|issue:44485", - "issue:43012|issue:47276", - "issue:36010|issue:42757", - "issue:43352|issue:44380", - "issue:43097|issue:46298" + "issue:43012|issue:47276" ], - "prepared_review_unit_hash": "54964cc9a6e3552a5ecb73b487ecabefc8a1937ff5b4dac3d8999eafa744e12d", + "prepared_review_unit_hash": "76f3c6cef593644d533ef26836554146fb62b7c95d3991dad064bafa980d5428", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36581, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36854, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose semantic cluster rather than a duplicate set: the items span unrelated import errors, model-specific bugs, pipeline regressions, warnings, and docs/issues. None of the soft pairs look like the same concrete fix or a mergeable PR pair.", - "confidence": 0.9, - "canonical_issue_reason": "No single issue cleanly represents the cluster; the overlap is mostly superficial (shared Transformers/v5 vocabulary) across different code paths and models.", + "summary": "This cluster is a heterogeneous mix of unrelated issues across imports, model loading, training, pipelines, warnings, and model-specific regressions. None of the soft pairs look like true duplicates; they are mostly lexical similarities only.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are not one underlying bug family, so picking a representative issue would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out because the cluster is heterogeneous and does not center on one underlying bug.", + "best_issue_reason": "No global best issue for deduplication; there is no single issue that plausibly represents the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:41950", + "accept": false, + "reason": "ImportError for a missing utility vs video-classification selecting the wrong processor type; unrelated failures." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied in model_init; different training-path bugs." + }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Flaky test-seed coverage vs a noisy logging message; unrelated failures." + "reason": "Flaky test seeding issue vs noisy logging message; no shared underlying defect." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling ignored vs cache lazy initialization causing recompilation; different subsystems." + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs lazy cache init causing recompilation; different code paths." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Model loading failure vs streaming pipeline regression; no shared concrete bug." + "reason": "Model loading failure for one checkpoint vs streaming pipeline regression; unrelated symptoms and fixes." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only making network requests vs missing embed_tokens.weight during encoder load; distinct issues." + "reason": "Unexpected network calls with local_files_only vs missing embed_tokens.weight in UMT5Encoder loading; distinct bugs." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure vs bad backend mapping validation; different import paths." + "reason": "Python 3.14 load failure vs invalid backend name tensorflow_text; unrelated environment/backend issues." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; unrelated model/components." + "reason": "xLSTM training bugs for small models vs BeitImageProcessorFast label reduction bug; different models and logic." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Compilation warning on bfloat16 vs a Bamba SDPA torch.compile failure; not the same bug." + "reason": "bfloat16 compilation warning vs Bamba SDPA torch.compile failure; one is a warning, the other a runtime bug." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "FSDP2 optimizer-state corruption vs pipeline streaming regression; different code paths." + "reason": "Distributed optimizer-state bug vs streaming pipeline regression; no shared code-path problem." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Tokenizer decoder type regression vs an isolated reproduction of another issue; no shared fix." + "reason": "Leftover dummy PT classes vs noisy logging; unrelated maintenance and logging issues." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Dummy class leakage/check_repo failure vs logging noise; unrelated." + "reason": "Wrong tokenizer decoder type in v5 vs isolated reproduction of another issue; not the same defect." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals vs Qwen3_5 infinite loop on one image; different bugs." + "reason": "Failed dequantized save for Ministrals/Devstrals vs Qwen3_5 infinite image loop; unrelated model behaviors." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized-model save failure vs Pipeline save_pretrained behavior; different objects and failure modes." + "reason": "Saving dequantized models vs saving Pipeline objects; both are save-related but not the same concrete bug." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation bug vs Trainer import blocked by datasets; unrelated." + "reason": "Whisper empty transcription failure vs import Trainer blocked by datasets; unrelated behaviors." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Wrong translation-support error message vs inability to save Pipeline objects; both pipeline-related but not the same defect." + "reason": "Bad pipeline task error message vs inability to save Pipeline objects; different pipeline code paths." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "bfloat16 compile warning vs tie_word_embeddings warning during LoRA fine-tuning; different warnings and triggers." + "reason": "Generic compile warning vs Qwen3.5 tie_word_embeddings warning; both are warnings but not the same bug." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "KV-cache continuation tensor indexing crash in serve vs streaming pipeline regression; distinct runtime paths." + "reason": "KV-cache continuation crash in serve API vs streaming pipeline regression; different serving surfaces." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing removed pipeline APIs vs a runtime streaming regression; docs-only versus code bug." - }, - { - "left": "issue:30947", - "right": "issue:33357", - "accept": false, - "reason": "Special-token flags not taking effect in LLaMA3 vs MacOS bus error in CLIP; unrelated." + "reason": "Docs still mentioning removed pipeline() API vs runtime streaming regression; documentation vs behavior." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Apple Silicon TypeError in allocator warmup; no overlap." + "reason": "Gemma3Config missing vocab_size vs Apple Silicon TypeError in caching_allocator_warmup; unrelated issues." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:30947", + "right": "issue:33357", "accept": false, - "reason": "Attention scaling ignored under SDPA/FlashAttention vs degenerate zero loss in sequence classification; different model behaviors." + "reason": "Tokenizer bos/eos flags ignored vs MacOS bus error in CLIP; completely different failure modes." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init contract change vs Trainer import conflict with datasets; unrelated." + "reason": "patchtsmixer post_init validation vs import failure with datasets installed; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored in backend kernels vs degenerate zero loss in sequence classification; different bugs." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "NemotronHForCausalLM FlashAttention-2 unsupported vs Python 3.9/3.10 compatibility break; different problems." + "reason": "Nemotron Flash Attention support issue vs Python-version compatibility issue; unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weight on load vs max_shard_size question; not duplicate bugs." + "reason": "Missing encoder weight on load vs save_pretrained shard-size question; load bug vs serialization policy." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 SDPA/FlashAttention scaling bug vs AttentionInterface.register behavior change; both attention-related but separate issues." + "reason": "GPT2 backend attention scaling bug vs AttentionInterface.register behavior change; related domain but not same concrete defect." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 broken broadly vs a deepseek-v4 dtype/transpose bug; different models and code paths." + "reason": "ESM2 broken generically vs deepseek-v4 comb.transpose issue; unrelated model-specific failures." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Package backend extras issue vs Trainer import blocked by datasets; distinct import/dependency problems." + "reason": "TensorFlow backend missing from extras install vs Trainer import blocked by datasets; different dependency issues." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing huggingface_hub symbol vs missing Transformers model class export; different imports." + "reason": "Missing is_offline_mode import from huggingface_hub vs missing Qwen2_5_VLForConditionalGeneration export; different import errors." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE layer-count bug vs GLM-5 RoPE implementation discussion; different models and failure modes." + "reason": "Smollm3 RoPE-layer count mismatch vs GLM-5 RoPE implementation discussion; not the same model or code path." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "Compile warning on bfloat16 vs misleading synced_gpus warning; only superficially similar as warnings." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Missing GenerationMixin import vs missing is_offline_mode import; separate broken symbols." - }, - { - "left": "issue:43097", - "right": "issue:46298", - "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API vs a noisy logging message; unrelated." + "reason": "PyTorch bfloat16 warning during compile vs misleading synced_gpus warning in continuous batching; unrelated warnings." } ] }, @@ -18986,18 +18958,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ - "issue:29870", "issue:29925", "issue:33453", - "issue:36296", + "issue:36010", "issue:36683", "issue:38617", "issue:42548", + "issue:42757", "issue:42831", "issue:42890", "issue:43064", + "issue:43097", "issue:43299", "issue:43352", "issue:43475", @@ -19027,7 +19000,7 @@ "issue:45593", "issue:45759", "issue:46077", - "issue:46202", + "issue:46298", "issue:46365", "issue:46512", "issue:46877", @@ -19037,17 +19010,20 @@ "issue:47332" ], "soft_pairs": [ + "issue:36010|issue:42757", + "issue:43097|issue:46298", + "issue:43352|issue:44380", "issue:42831|issue:44261", - "issue:43618|issue:43761", "issue:44483|issue:44514", + "issue:43618|issue:43761", "issue:43064|issue:44380", - "issue:44222|issue:45478", "issue:42890|issue:47059", + "issue:44222|issue:45478", "issue:44625|issue:46365", "issue:45276|issue:46077", + "issue:38617|issue:43502", "issue:44655|issue:47321", "issue:44655|issue:47332", - "issue:38617|issue:43502", "issue:44625|issue:46077", "issue:43611|issue:44655", "issue:43299|issue:43867", @@ -19057,239 +19033,243 @@ "issue:36683|issue:44077", "issue:46077|issue:46512", "issue:44263|issue:45759", - "issue:44355|issue:46877", "issue:43976|issue:44938", + "issue:44355|issue:46877", "issue:29925|issue:33453", - "issue:43867|issue:45216", "issue:36683|issue:44625", + "issue:43867|issue:45216", "issue:44938|issue:47059", "issue:43618|issue:45216", "issue:36683|issue:43525", "issue:44355|issue:44855", - "issue:42548|issue:44351", - "issue:29870|issue:36296", - "issue:43867|issue:46202" + "issue:42548|issue:44351" ], - "prepared_review_unit_hash": "e6f57b618664f93565ba75a8faa610c36e13a5bb14bb30679be4c1a2f04a879a", + "prepared_review_unit_hash": "15b3864b5a8fd46601bf0bec0372bb237bfc1b4cba762131262c4fb57c7c2dbf", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36504, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37325, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model/config regressions, import errors, tokenizer issues, training bugs, and API behavior changes. There is no single duplicate theme strong enough to treat any item as a canonical cluster anchor, and none of the soft pairs look like the same underlying bug/change. No PRs are present in the set.", + "summary": "This cluster is a loose collection of unrelated Transformer bugs/regressions with only superficial title similarity; none of the soft pairs look like true duplicates. There are no PRs in the set.", "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the items span multiple unrelated subsystems and failure modes, so selecting one issue would be arbitrary rather than duplicate-driven.", + "canonical_issue_reason": "Issue 36683 is the strongest representative: it has the highest discussion activity and is a concrete, user-facing model-loading regression with clear reproduction details.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 36683 is the strongest standalone exemplar because it is a concrete, reproducible runtime bug report with substantial discussion activity; however, it is not representative enough to serve as a canonical duplicate anchor for this mixed cluster.", + "best_issue_reason": "Issue 36683 is the best standalone issue to anchor the cluster because it is specific, impactful, and better documented than the narrower import/error reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42831", - "right": "issue:44261", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Different problems: FineGrainedFP8 accuracy vs MLA q_a_layernorm missing rms_norm_eps. Both are precision-related, but the underlying bugs and fixes are not the same." + "reason": "Both are import errors, but they concern different symbols from different modules (`GenerationMixin` vs `is_offline_mode`) and appear to stem from unrelated API changes." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Related CLIP area, but one is missing attentions assignment and the other is hidden_states being None in forward. Different outputs, different code paths." + "reason": "`tie_embeddings_and_encoder_decoder` removal is a breaking API change, while the other is a noisy logging complaint; these are not the same bug." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Different request-handling bugs: chat completions API rejection vs batched Qwen2.5-VL chat template crash with padding=False." + "reason": "Flash Attention support gating for NemotronH is a model-specific capability issue, while GPT2 attention scaling under SDPA/FlashAttention is a separate backend correctness bug." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42831", + "right": "issue:44261", "accept": false, - "reason": "Different training/runtime issues: optimizer state corruption under FSDP2+PEFT vs GPT2 attention scaling ignored under SDPA/FlashAttention." + "reason": "Both mention FP8/precision, but one is a broad FineGrainedFP8 accuracy issue and the other is a specific missing `rms_norm_eps` config propagation bug." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "These are different request-path failures: one is `/v1/chat/completions` request acceptance, the other is `apply_chat_template` crashing on batched input with no padding." + }, + { + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained for FP8 moe models and the other is from_pretrained failure for Qwen3.5 MoE. Not the same concrete bug." + "reason": "`CLIPOutput.attentions` disappearing and `CLIPVisionModel.forward` returning `hidden_states=None` are distinct regression symptoms in the same model family, but not the same concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption and GPT2 attention scaling are unrelated subsystems and failure modes." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "One is flaky SAM HQ tests due to missing set_seed; the other is a CLI incompatibility with huggingface_hub 1.22.0. Different failure modes." + "reason": "One is a flaky model integration test due to missing `set_seed`, the other is a CLI breakage caused by a `huggingface_hub` API change." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve FP8 and MoE, but one is about saving MoE checkpoints in FP8 and the other is a `from_pretrained` loading error in Qwen3.5 MoE; not the same code path." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs inability to import Trainer until datasets is uninstalled. Unrelated subsystems." + "reason": "`num_labels` propagation in Qwen3.5 and the inability to import `Trainer` unless `datasets` is uninstalled are unrelated." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4-related, but one is resize_token_embeddings not updating embeddings and the other is bidirectional attention still building causal masks. Different code paths." + "reason": "`resize_token_embeddings` not updating Gemma4 embeddings is a model-structure update bug, while bidirectional attention still building causal masks is an attention-mask construction bug." }, { - "left": "issue:44655", - "right": "issue:47321", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Pipeline save_pretrained failure vs AMD quark class not updated. No shared underlying bug." + "reason": "Both are offline/network-related, but one is an import error for `layer_type_validation` and the other is unexpected API requests despite `local_files_only=True`." }, { "left": "issue:44655", - "right": "issue:47332", + "right": "issue:47321", "accept": false, - "reason": "Pipeline save_pretrained failure vs inability to save disk-offloaded Qwen3-VL. Different save/offload behavior and likely different fixes." + "reason": "Saving Pipeline objects and an AMD quark class not updated are unrelated issues in different parts of the library." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44655", + "right": "issue:47332", "accept": false, - "reason": "Both involve import/loading behavior, but one is a missing symbol import and the other is local_files_only still making API requests. Not the same issue." + "reason": "Pipeline save failure and disk-offloaded Qwen3-VL save failure are different persistence/offloading bugs with different affected paths." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are distinct configuration bugs in different model families." + "reason": "`num_labels` propagation and bidirectional attention mask construction are separate config plumbing problems." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base_model_prefix loading regression is unrelated to Pipeline save_pretrained behavior." + "reason": "`base_model_prefix` loading breakage and saving Pipeline objects target different serialization/deserialization mechanisms and are not the same defect." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading regression from v5 vs sorted state_dict load error. Both are loading-related, but not the same code-path problem." + "reason": "Qwen3VL MoE loading regression and sorted-state-dict load errors are both loading issues, but they describe different triggers and code paths." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to SAM 3 Video missing fpn_position_embeddings." + "reason": "Missing `vocab_size` in `Gemma3Config` and missing `fpn_position_embeddings` in SAM 3 Video outputs are separate attribute regressions in different model families." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention 2 support check for NemotronHForCausalLM vs D-FINE auxiliary losses disabled when denoising is off. Completely different bugs." + "reason": "Flash Attention support for NemotronH and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." }, { "left": "issue:44380", "right": "issue:47276", "accept": false, - "reason": "GPT2 attention scaling ignored in backends vs misleading synced_gpus warning. One is functional behavior, the other is warning text." + "reason": "GPT2 attention scaling under backend changes and a misleading synced_gpus warning are different concerns." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated model/config issues." + "reason": "Gemma3 missing `vocab_size` and `patchtsmixer` optional `post_init` policy are unrelated model config issues." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Gemma4 attention mask bug vs from_config(dtype=...) leaving model.config.dtype stale. Different configuration/state propagation bugs." + "reason": "Causal-vs-bidirectional masking in Gemma4 and stale `config.dtype` after `from_config(dtype=...)` are different configuration bugs." }, { "left": "issue:44263", "right": "issue:45759", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer vs AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen configs. Different model-loading logic." + "reason": "A `torch.split` return-value issue in GlmMoeDsaIndexer is not the same as `from_config` failing to unwrap `text_config` for composite Qwen multimodal configs." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Compiled Python file import errors vs auto_docstring printing doc-lint diagnostics at import time. Not the same underlying issue." + "reason": "These are different Python-version compatibility problems: 5.1.0 vs Python 3.9+ and a separate load failure on Python 3.14." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "Python 3.9+ compatibility problem in Transformers 5.1.0 vs Python 3.14 import/load failure. Similar platform topic, but not the same bug." + "reason": "Compiled Python file import errors and `auto_docstring` emitting doc-lint output at import time are unrelated tooling problems." }, { "left": "issue:29925", "right": "issue:33453", "accept": false, - "reason": "SigLIP use_fast enforcement vs tokenizer loading regression. The latter is broader and not clearly the same as the former." + "reason": "Both mention tokenizer loading, but one is SigLIP-specific `use_fast=True` enforcement and the other is a broader tokenizer-loading regression; not clearly the same bug." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:44625", "accept": false, - "reason": "State_dict sorting load error vs Qwen3.5 saved checkpoint regression. Both touch save/load, but the failing mechanism differs." + "reason": "Gemma3 missing `vocab_size` and Qwen3.5 `num_labels` propagation are different config attribute propagation bugs." }, { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Gemma3Config vocab_size missing vs Qwen3.5 num_labels propagation. Different configs and different missing fields." + "reason": "A sorted-state-dict load error and a Qwen3.5 save_pretrained regression are different serialization failures." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 load failure vs CLI breakage with huggingface_hub 1.22.0. Unrelated compatibility issues." + "reason": "Python 3.14 import/load failure and a CLI break due to `huggingface_hub` API changes are unrelated compatibility issues." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression vs Qwen3.5 checkpoint save regression. No shared code-path or fix." + "reason": "Missing CLIP attentions and a Qwen3.5 checkpoint save regression are different model-specific breakages." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id. Both are missing-config-field errors, but for different models and different fields." + "reason": "Missing `vocab_size` in Gemma3 and missing `pad_token_id` in Llama4Config are separate missing-attribute regressions." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python import issues vs torch.jit.script parsing failure on Python 3.13. Different causes and fixes." + "reason": "Compiled-file import errors and a Python 3.13 `IndentationError` from `@torch.jit.script` parsing are different failure modes." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "PreTrainedModel import failure vs HybridCache import failure. Same broad import category, but different missing symbols and likely different breakages." - }, - { - "left": "issue:29870", - "right": "issue:36296", - "accept": false, - "reason": "BART generate() decoder_attention_mask bug vs tensor parallel training bug. Completely different model/runtime paths." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "state_dict sorting load error vs Gemma pipeline roundtrip failure on \u2581. Different loading/serialization issues." + "reason": "`PreTrainedModel` import failure and `HybridCache` import failure are distinct missing-export issues from different symbols." } ] }, @@ -19311,7 +19291,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:28282", "issue:29870", @@ -19351,6 +19331,7 @@ "issue:45478", "issue:45561", "issue:45850", + "issue:46202", "issue:46234", "issue:46285", "issue:46291", @@ -19362,15 +19343,17 @@ "issue:47455" ], "soft_pairs": [ - "issue:44393|issue:47337", + "issue:29870|issue:36296", + "issue:43867|issue:46202", "issue:44908|issue:46851", + "issue:44393|issue:47337", "issue:43992|issue:47317", "issue:43976|issue:47455", "issue:44393|issue:47000", "issue:44075|issue:46365", "issue:43010|issue:45278", - "issue:29870|issue:33453", "issue:43992|issue:45310", + "issue:29870|issue:33453", "issue:36296|issue:43575", "issue:46291|issue:47455", "issue:43618|issue:44077", @@ -19384,243 +19367,255 @@ "issue:43010|issue:43976", "issue:43618|issue:46285", "issue:46234|issue:47455", - "issue:45125|issue:45478", "issue:43010|issue:45850", - "issue:45125|issue:45375", + "issue:45125|issue:45478", "issue:44360|issue:45440", + "issue:45125|issue:45375", "issue:43502|issue:44062", "issue:42890|issue:44112", "issue:41628|issue:42548", "issue:43525|issue:47317", - "issue:44222|issue:44230", - "issue:42890|issue:44964" + "issue:42890|issue:44964", + "issue:44222|issue:44230" ], - "prepared_review_unit_hash": "d47cdb39ed00475c2e3a0b37329b06366a8cf4ed3d385b09ec3d9f61e2a0ab1d", + "prepared_review_unit_hash": "cdeedfd8ddc84cefbcd943acdc6a40af64fc657d7d2d33395d0e6cf03c0ad01e", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36265, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37399, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are related only by broad subsystem similarity, not the same concrete bug. I would deduplicate two pairs only: the Qwen3.5 MoE from_pretrained regression and the import-slowdown reports. No PRs are present.", - "confidence": 0.64, - "canonical_issue_reason": "issue:41669 is the strongest anchor in the set: it describes a concrete import-time regression with an explicit suspected cause, and it cleanly absorbs the matching slowdown report in issue:44246.", + "summary": "Most items are unrelated issue reports; only a few soft pairs look like true duplicates around import-performance regressions, kernels version checking, and Qwen3.5 MoE tensor-parallel loading.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering many import regressions after upgrading and best representing the cluster\u2019s overall theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the most actionable and specific issue overall; it has a clear symptom, a likely root cause, and a plausible duplicate counterpart.", + "best_issue_reason": "issue:45278 is the strongest global issue representative because it is the most general import-regression report and can subsume several narrower import-related complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44393", - "right": "issue:47337", + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask UnboundLocalError is unrelated to tensor-parallel training." + }, + { + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Both mention bbox/output problems, but one is a model output issue and the other is a flaky test; they do not look like the same underlying bug." + "reason": "State-dict loading failure and Gemma pipeline roundtrip on \u2581 are different bugs." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs handling and Qwen3.5 variable-length position_ids are unrelated bugs." + "reason": "Scheduler kwargs handling and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and a flaky bbox-range test do not look like the same bug." }, { "left": "issue:43992", "right": "issue:47317", "accept": false, - "reason": "UMT5Encoder missing weights and a PPFormulaNet training-loss bug are different code paths." + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to PPFormulaNet training loss." }, { "left": "issue:43976", "right": "issue:47455", "accept": false, - "reason": "A Python version compatibility issue and a kernel version-check bug are not the same defect." + "reason": "Python version compatibility and kernel version-check logic are not the same concrete issue." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Both are vision/detection-related, but one is about Qwen3-VL bbox output and the other is RTDetrLoss infeasibility; different failures." + "reason": "Qwen3-VL bbox output issues and RTDetrLoss infeasible cost matrix are different code paths." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer SGD args being ignored and Trainer import failing with datasets are unrelated." + "reason": "Unused SGD args and Trainer import failing with datasets are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration and broad import errors after upgrade are different problems." + "reason": "Cache update no_grad semantics are not the same as broad import errors after upgrade." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "BART generate() decoder_attention_mask and tokenizer loading regression are separate issues." + "reason": "A missing encoder weight and a Qwen3.5 MoE from_pretrained error are different symptoms." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Bart generate mask initialization and tokenizer loading regression are separate bugs." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training state corruption and an OOM while loading a large model are different failure modes." + "reason": "Tensor-parallel training-state corruption and TP OOM on Qwen2-57B are not the same failure." }, { "left": "issue:46291", "right": "issue:47455", - "accept": false, - "reason": "Importing pipelines with kernels v0.15 and a generic kernel version-check bug are related only at a very high level." + "accept": true, + "reason": "Both point to the same kernels version/revision check problem causing import-time failure." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Missing CLIPOutput attentions and patchtsmixer post_init gating are not the same bug." + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption and a cache-strategy typo are unrelated." + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are different issues." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both describe the same import-time slowdown in transformers; 41669 gives the concrete cause (import * usage), while 44246 is the symptom report." + "reason": "Both describe the same import-time slowdown / excessive work during transformers import." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "A flaky SAM HQ test due to missing set_seed() is unrelated to an xdist race on captured_info.txt." + "reason": "Flaky SamHQ tests from missing set_seed and xdist races on captured_info.txt are not the same bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch for AutoModel and tokenizer loading regression are not the same underlying issue." + "reason": "Missing PyTorch dependency error and tokenizer-loading regression are unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict loading sorted error and incorrect visual encoder keys on save_pretrained are different model-save/load bugs." + "reason": "Sorted state_dict load failure and incorrect visual-encoder save_pretrained keys are different bugs." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior and a missing tensor-parallel plan for Qwen3_5Moe are separate defects." + "reason": "FP8 save_pretrained support and Qwen3_5Moe TP plan loading are different code paths." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Sorted state_dict loading and missing deepstack_visual_indexes are unrelated." + "reason": "State-dict load error and missing deepstack_visual_indexes config field are unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update decoration and Python version compatibility are unrelated." + "reason": "Cache no_grad decoration and Python compatibility/versioning are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions and CLIPTextModel structure inconsistency are different CLIP-family issues." + "reason": "CLIPOutput attentions and CLIP text-model structure mismatch are separate CLIP issues." }, { "left": "issue:46234", "right": "issue:47455", "accept": false, - "reason": "Missing import_utils symbol and kernel version-check logic are not the same bug." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": true, - "reason": "These are the same Qwen3.5 MoE from_pretrained error, with near-identical titles and the same model path." + "reason": "Missing import_utils helper and kernel version-check bug are not the same underlying change." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A cache/Layer no_grad concern and a broad complaint that 5.0 breaks too many models are not the same concrete bug." + "reason": "Specific cache update semantics are not the same as a broad 'many models break' report." }, { "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Both involve Qwen3.5 MoE vision components, but one is a from_pretrained error and the other is a missing config field." + "right": "issue:45478", + "accept": true, + "reason": "Both center on the same Qwen3.5 MoE tensor-parallel/from_pretrained failure." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer activation bug and divergence of DeepseekV3MoE from remote implementation are unrelated." + "reason": "DSA ReLU discussion and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing TP plan and missing vision-config field are different Qwen3.5 issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-loading API requests and AddedToken special-argument duplication are different code paths." + "reason": "local_files_only network leakage and AddedToken special-arg conflict are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "A flaky integration test and a CI device-override race are not the same failure." + "reason": "Seed-related flaky tests and GraniteSpeech stale device override are different CI issues." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Missing AutoImageProcessor and missing PreTrainedModel are both import/export regressions, but they are different symbols and likely different fixes." + "reason": "Both are import errors, but they affect different top-level symbols and do not look like one concrete bug." }, { "left": "issue:43525", "right": "issue:47317", "accept": false, - "reason": "Llama4Config missing pad_token_id and a PPFormulaNet training-loss bug are unrelated." + "reason": "Llama4Config pad_token_id and PPFormulaNet training loss are unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "FP8 save_pretrained for MoE and fp8 inference support for Qwen3-VL/Qwen3.5 MoE are different requests." + "reason": "Test seeding flakiness and Phi-4 multimodal load failure are different problems." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "SAM HQ test flakiness and Phi-4 multimodal model loading are unrelated issues." + "reason": "FP8 save_pretrained support and FP8 inference support are related only broadly, not the same bug/change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The verdicts are grounded in the packet and stay conservative. The two accepted duplicates are well supported by the titles: the Qwen3.5 MoE from_pretrained reports (45125/45478) are effectively the same issue, and the import-slowdown reports (41669/44246) plausibly describe the same regression/symptom pair. The rejected pairs are mostly limited to broad subsystem similarity, which is appropriately cautious." + "feedback": "The analyst summary is grounded in the packet and stays conservative overall. The chosen representative issue (45278) is a reasonable broad import-regression umbrella, and the accepted soft pairs are well supported by their titles: 45125/45478 are effectively the same Qwen3.5 MoE from_pretrained bug, 46291/47455 both concern kernel version/revision checking on import, and 41669/44246 both concern import-time slowdown. The rejected pairs generally look like distinct bugs rather than safe duplicates, and none of the refusals overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -19639,7 +19634,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:29870", "issue:30333", @@ -19696,269 +19691,275 @@ "issue:41628|issue:47455", "issue:46143|issue:46144", "issue:43723|issue:44556", - "issue:43010|issue:43065", "issue:43824|issue:46617", "issue:43576|issue:46132", - "issue:42898|issue:46664", + "issue:43010|issue:43065", "issue:45071|issue:47317", + "issue:42898|issue:46664", "issue:44355|issue:44749", "issue:43502|issue:44485", "issue:30990|issue:31795", "issue:43874|issue:46617", "issue:43010|issue:43232", - "issue:45850|issue:47110", "issue:44230|issue:46095", + "issue:45850|issue:47110", "issue:43299|issue:44556", - "issue:38175|issue:43502", "issue:43827|issue:44961", + "issue:38175|issue:43502", "issue:46664|issue:46726", "issue:30333|issue:36296", "issue:29870|issue:31795", "issue:44038|issue:45125", "issue:43576|issue:43824", "issue:44355|issue:45071", - "issue:43576|issue:45071", "issue:43502|issue:44961", + "issue:43576|issue:45071", "issue:43576|issue:47059", "issue:36296|issue:43526", "issue:31795|issue:38617", "issue:42757|issue:43576", - "issue:36683|issue:47110", "issue:43475|issue:46617", + "issue:36683|issue:47110", "issue:44077|issue:44861" ], - "prepared_review_unit_hash": "2172d0da17f90db1cf9f302d4734709d7041abc9ea5e48fe9c3cf70b80c1acaf", + "prepared_review_unit_hash": "a22e78cd8c6649936910f8912f9f68d8307249b30c70741334b528300bb58f6e", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37870, - "estimated_input_tokens": 9468, - "estimated_eval_tokens": 19192 + "serialized_chars": 37863, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose collection of Transformers-related regressions, import errors, and docs issues, but the soft pairs are mostly different bugs and should not be merged as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report for the general \u201cv5 breaks many models\u201d regression theme.", + "summary": "No true duplicates detected; the cluster is heterogeneous, and the soft-similarity pairs mostly point to different bugs, regressions, or unrelated docs/CLI issues.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster spans unrelated failure modes, and none of the candidate pairs share the same concrete symptom or code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the most concrete and reproducible of the v5-loading regression reports, so it is the best representative anchor.", + "best_issue_reason": "No global best issue stands out; there isn't one artifact that cleanly represents the whole set of unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different failure modes: int4 quantization memory/OOM vs checkpoint reload compatibility after upgrade." + "reason": "Both are v5 regressions, but one is int4 CUDA memory growth and the other is checkpoint reload failure; different bugs." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache loading FileNotFoundError." + "reason": "Serve KV-cache indexing crash vs cache FileNotFoundError during trust_remote_code loading." }, { "left": "issue:41628", "right": "issue:47455", "accept": false, - "reason": "Importing AutoImageProcessor is unrelated to a kernel version check bug." + "reason": "AutoImageProcessor import failure and a kernel-version check bug are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both concern RoFormer, but one is kwargs passthrough and the other is attention-interface integration; not the same bug." + "reason": "RoFormer kwargs forwarding and attention-interface wiring are adjacent, but not the same concrete defect." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 is a different code path from reloading old checkpoints after upgrade." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated changes." + "reason": "Tokenizer loading regression vs checkpoint reload regression; different code paths." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing Qwen2_5_VL export and loading a trust_remote_code model from cache are different import/load problems." + "reason": "Qwen2_5_VL import error vs cache loading FileNotFoundError." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "CLI env command breakage is unrelated to AttentionInterface.register behavior changes." + "reason": "CLI env command failure and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Tokenization-space cleanup behavior and video num_frames semantics are unrelated." + "reason": "Cache/layer no_grad semantics vs Sam3PixelDecoder dummy Conv2d; different subsystems." }, { "left": "issue:45071", "right": "issue:47317", "accept": false, - "reason": "PretrainedConfig type checking and PPFormulaNet training-loss bug are different issues." + "reason": "PretrainedConfig type-checking breakage vs FormulaNet training-loss bug." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior change vs SmolVLM video-frames inconsistency." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors are unrelated to preprocessing slowdown after version upgrade." + "reason": "Compiled Python file handling vs data-filtering slowdown after upgrade; not the same bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network requests and GLM-5 RoPE implementation are unrelated." + "reason": "local_files_only network leakage vs GLM-5 RoPE implementation issue." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence-Transformer loading stall is not the same as confusing forward docs." + "reason": "Sentence-Transformer loading hang vs tokenizer forward-doc confusion." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch helper in GLM46V is unrelated to trust_remote_code cache loading." + "reason": "GLM46V image-patch helper crash vs trust_remote_code cache load failure." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both involve generation internals, but they describe different failures and code paths." + "reason": "no_grad on cache updates vs async generation kwargs sync issue." }, { - "left": "issue:45850", - "right": "issue:47110", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Broad v5 regressions vs a special_tokens dict/list attribute error; not the same underlying bug." + "reason": "Qwen3-VL fp8 support request vs DeepSeek weight-conversion question." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "FP8 inference support request and weight-conversion question are different feature topics." + "reason": "Broad 'many models break' report vs a specific special_tokens AttributeError." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL-Moe loading breakage and old-checkpoint reload regression overlap broadly but are distinct reports." + "reason": "Both are loading regressions after v5 upgrades, but they involve different models and different failure modes." }, { - "left": "issue:38175", - "right": "issue:43502", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Zero probabilities in SigLIP2 is unrelated to unexpected API calls with local_files_only." + "reason": "Docs still referencing pipeline() vs an unrelated racoon issue." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:38175", + "right": "issue:43502", "accept": false, - "reason": "Docs references to removed pipeline APIs are unrelated to the 'racoon' issue." + "reason": "Siglip2 zero-probabilities bug vs local_files_only network request bug." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics and missing vision backend handling are different processor issues." + "reason": "SmolVLM num_frames semantics vs missing-vision-backend processor error." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to tensor parallel training." + "reason": "MLFlow reporting failure and tensor-parallel training bug are unrelated." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generate() runtime error is unrelated to forward-argument documentation confusion." + "reason": "Bart generate() decoder_attention_mask error vs model.forward docs confusion." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3-Moe related, but one is a broad v5 bug and the other is a missing tensor-parallel plan." + "reason": "Qwen3-VL-Moe loading breakage vs missing _tp_plan for tensor parallelism." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage and Qwen VL class import failure are unrelated." + "reason": "transformers env CLI and Qwen2.5-VL loading are unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type checking." + "reason": "Checkpoint reload after upgrade vs PretrainedConfig type checking; different breakages." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network access despite local_files_only and 'racoon' are unrelated." + "reason": "local_files_only leakage vs racoon issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage vs PretrainedConfig type checking." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "transformers env CLI breakage and huggingface_hub completion attribute error are different dependency issues." + "reason": "CLI env command breakage vs hub completion error." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Tensor-parallel training bug vs Beit fast processor label bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion and layer_type_validation import error do not share the same bug." + "reason": "model.forward docs issue vs import/layer_type_validation error." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub is unrelated to the env CLI command issue." + "reason": "huggingface_hub offline-mode import vs CLI env command." }, { - "left": "issue:36683", - "right": "issue:47110", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "Gemma3Config missing vocab_size and special_tokens keys error are different attribute problems." + "reason": "SAM 3 video output attribute error vs loading from cache FileNotFoundError." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:36683", + "right": "issue:47110", "accept": false, - "reason": "SAM 3 Video missing fpn_position_embeddings is unrelated to trust_remote_code cache loading." + "reason": "Gemma3Config vocab_size missing vs list-vs-dict special_tokens error." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init acceptance and tied-weights list handling are separate configuration/utility bugs." + "reason": "PatchTSMixer post_init validation vs tied-weights key handling; different failure modes." } ] }, @@ -19980,10 +19981,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:41669", "issue:42371", + "issue:42831", "issue:43298", "issue:43352", "issue:43408", @@ -20015,7 +20017,6 @@ "issue:45362", "issue:45375", "issue:45381", - "issue:45468", "issue:45542", "issue:45753", "issue:45850", @@ -20033,303 +20034,300 @@ ], "soft_pairs": [ "issue:45362|issue:45850", - "issue:44351|issue:46617", "issue:44623|issue:45230", + "issue:44351|issue:46617", "issue:44315|issue:44360", "issue:45375|issue:47110", "issue:43673|issue:44492", - "issue:45381|issue:46664", - "issue:44273|issue:45542", "issue:44485|issue:44961", - "issue:43525|issue:47110", + "issue:44273|issue:45542", + "issue:45381|issue:46664", "issue:43352|issue:44961", + "issue:43525|issue:47110", "issue:44315|issue:46209", - "issue:44961|issue:45468", + "issue:42831|issue:44961", "issue:44273|issue:45003", "issue:44466|issue:44556", "issue:43867|issue:47110", "issue:41669|issue:43673", - "issue:46018|issue:46172", "issue:43572|issue:45850", + "issue:46018|issue:46172", "issue:43525|issue:45850", "issue:44655|issue:44861", "issue:44393|issue:45753", "issue:44485|issue:46664", - "issue:44393|issue:45071", "issue:44556|issue:45092", + "issue:44393|issue:45071", "issue:42371|issue:44492", "issue:44295|issue:45230", "issue:44297|issue:45230", "issue:44246|issue:44273", "issue:45850|issue:47059", - "issue:43408|issue:44315", "issue:41669|issue:47455", + "issue:43408|issue:44315", "issue:43298|issue:46095", - "issue:44492|issue:46328", "issue:43976|issue:44393", + "issue:44492|issue:46328", "issue:44492|issue:45850", "issue:41669|issue:46218" ], - "prepared_review_unit_hash": "12b1c11621379257835602d79911be6c52abbbc52ffe35073f5833e74ba58947", + "prepared_review_unit_hash": "9abdf2d0a503ffc075fe8162a1eb500e071eee2d4f43cf16af0a28ffdd53484e", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38047, - "estimated_input_tokens": 9512, - "estimated_eval_tokens": 19280 + "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 heterogeneous: many items are different model- or feature-specific bugs that only share a loose Transformers v5/loading theme. The only clear duplicate-like edge is the lazy-loading/import-time slowdown pair.", - "confidence": 0.43, - "canonical_issue_reason": "issue 44273 is the most concrete root-cause issue here: it directly describes lazy loading being broken, which plausibly subsumes the slower-import symptom in 44246. The other issues are mostly separate bugs.", + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues: import/lazy-loading regressions, config/serialization problems, and many model-specific bugs. None of the soft pairs look like true duplicates; they mostly share a broad subsystem or vague v5-regression theme only.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella here ('Since 5.0 version it breaks too many models'), so it best matches the cluster\u2019s general regression theme, but it is still too vague to be a strong duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue 44273 is the best representative issue for the only strong duplicate subcluster, and it is specific enough to anchor a fix without being as generic as the broad v5 regression reports.", + "best_issue_reason": "If one issue must represent the cluster, 45850 is the closest fit because it can loosely subsume several generic v5 breakage reports; however, the cluster is too heterogeneous for a clean canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Generic 'v5 breaks models' complaint versus a specific Qwen crash; same theme, not the same bug." + "reason": "Same broad v5/model-breakage theme, but 45362 is a specific chat crash for one model and 45850 is a vague umbrella complaint." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Both are load/import failures, but one is missing HybridCache import and the other is cache FileNotFoundError; different code paths." + "reason": "45230 is too generic to establish the same bug; 44623 is specifically about missing processor save_pretrained files." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "A concrete save_pretrained files bug versus a placeholder bug report with no matching failure mode." + "reason": "Both are loading/import failures, but one is an import error and the other is a cache FileNotFoundError for a different code path." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Unrelated issues in different subsystems; no shared concrete bug." + "reason": "Completely different bugs: Liger Kernel application vs a DSA ReLU issue." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Different problems: strict field dropping in a config versus special_tokens being a list." + "reason": "Different objects and failures; a missing config field is not the same as special_tokens being the wrong type." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked prefill cache regression versus a cache-strategy typo; not the same underlying defect." + "reason": "Chunked prefill cache regression vs a cache-strategy typo; same area only, not the same bug." }, { - "left": "issue:45381", - "right": "issue:46664", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Both concern video/vision processing, but they are different model-specific bugs with different symptoms." + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated; no shared concrete failure." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy-loading/import performance issue versus a TensorFlow backend installation bug." + "reason": "Lazy loading regression and a TensorFlow/tensorboard backend import issue are different code paths." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:45381", + "right": "issue:46664", "accept": false, - "reason": "No meaningful overlap beyond being issue titles; unrelated bugs." + "reason": "Both involve vision/video processing, but they affect different models and symptoms, so not the same underlying bug." }, { - "left": "issue:43525", - "right": "issue:47110", + "left": "issue:43352", + "right": "issue:44961", "accept": false, - "reason": "Missing pad_token_id in a config is unrelated to a special_tokens dict/list error." + "reason": "Nemotron Flash Attention support error is unrelated to 'racoon'." }, { - "left": "issue:43352", - "right": "issue:44961", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "Flash-Attention support warning versus an unrelated issue title." + "reason": "Missing pad_token_id and special_tokens type errors are distinct config/input-shape failures." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger kernel application bug versus FP8 inference on B200; different layers and failure modes." + "reason": "Different issues in different areas: model_init/Liger Kernel vs FP8 inference on B200." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:42831", + "right": "issue:44961", "accept": false, - "reason": "No common bug; one is a placeholder title, the other is Gemma audio positional encoding." + "reason": "FineGrainedFP8 accuracy and 'racoon' are unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch import/loading behavior, but one is lazy loading performance and the other is unsafe sys.modules access." + "reason": "Lazy loading behavior is not the same as unsafe sys.modules access in modeling_utils." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Related to serialization/loading generally, but one is tied-weight serialization inconsistency and the other is checkpoint reload incompatibility." + "reason": "Serialization inconsistency and checkpoint reload failure may be related broadly, but they are not the same concrete bug." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State_dict sorting load error versus special_tokens keys error; unrelated." + "reason": "State_dict sorting load failure is unrelated to special_tokens.keys type errors." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star slowdown and chunked_prefill cache issues are both regressions, but not the same concrete bug." + "reason": "Import-star performance and chunked-prefill cache missing are different regressions." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Both are DeepSeek-V4 related, but one is gating logic and the other is a tensor transpose/cast issue." + "reason": "Missing pad_token_idx is a specific config regression; 45850 is only a broad complaint about many models breaking." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "A specific StableLm config regression is not the same as a broad 'v5 breaks many models' report." + "reason": "Both mention DeepSeek-V4, but one is a gating bug and the other is a tensor transpose/casting issue." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific config field regression versus a generic platform-wide complaint." + "reason": "Specific pad_token_id attribute regression vs a generic v5 breakage umbrella; not the same bug." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both involve save_pretrained internals, but one is pipeline saving and the other is tied-weight-key handling." + "reason": "Both touch save/tied-weight behavior, but one is pipeline save_pretrained and the other is an AttributeError in tied-weight key extraction." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen vision issues, but the symptoms and likely fixes differ." + "reason": "Both are Qwen3.5 vision issues, but one is 2D bbox output and the other is an infinite-loop image case." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "Completely different model families and bugs." + "reason": "Different model families and failures; GLM-5 RoPE vs SmolVLM video-frame semantics." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Model-specific bounding box bug versus a global PretrainedConfig type-checking regression." + "reason": "Both concern version upgrades, but one is checkpoint reload/serialization and the other is meta initialization incompatibility with remote-code checkpoints." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Both are checkpoint-loading regressions after v5, but the titles point to different failure modes and models; not clearly one bug." + "reason": "Different model-specific vision bug vs a PretrainedConfig type-checking regression." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance is unrelated to cache strategy typos." + "reason": "TF32 settings and cache-strategy typo are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Specific position_ids buffer bug versus a generic bug report." + "reason": "Position_ids buffer reading failure is too specific to match a generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch versus a generic bug report." + "reason": "Tokenizer_class mismatch in tokenizer_config.json is a different serialization bug from a generic report." }, { "left": "issue:44246", "right": "issue:44273", - "accept": true, - "reason": "These describe the same underlying lazy-loading regression: broken lazy loading manifests as intermittent slow imports." + "accept": false, + "reason": "Import-time slowness and lazy loading correctness are related only at a high level, not the same defect." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 regression complaint versus a specific CLI compatibility failure with huggingface_hub 1.22.0." + "reason": "Broad v5 breakage complaint vs a specific CLI incompatibility with huggingface_hub 1.22.0." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41669", + "right": "issue:47455", "accept": false, - "reason": "Different model warning versus a training-time Liger kernel issue." + "reason": "Import-star performance regression and a kernel-version check problem are unrelated." }, { - "left": "issue:41669", - "right": "issue:47455", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Import-star performance regression versus an unrelated kernel-version check issue." + "reason": "sam3_video/sam3_tracker config mismatch is unrelated to Liger Kernel/model_init behavior." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight-conversion question." + "reason": "Audio model continuous batching support and DeepSeek-V4 weight-conversion question are different topics." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Cache-strategy typo versus SequenceFeatureExtractor padding performance; different code paths." + "reason": "Python version compatibility and Qwen3-VL bounding-box errors are unrelated." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Python version compatibility regression versus a Qwen vision output bug." + "reason": "A cache-strategy typo is not the same as a SequenceFeatureExtractor.pad performance bug." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is not the same as the broad 'v5 breaks too many models' complaint." + "reason": "At most a vague v5-era association; the typo and the broad breakage report are not the same bug." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time slowdown from import * is unrelated to the Qwen3_5 import failure." + "reason": "Import performance from models and a failed module import for Qwen3_5ForCausalLM are different failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous, identifies the 44246\u219444273 lazy-loading/import slowdown pair as the only clear duplicate-like edge, and does not overclaim the weaker similarities. The soft-edge rejections are generally well supported by the issue titles." - }, - "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 }, @@ -20344,7 +20342,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:28348", "issue:31795", @@ -20448,340 +20446,340 @@ "issue:44492|issue:44998", "issue:43618|issue:44998" ], - "prepared_review_unit_hash": "c7d2bb75b389c6f861fe9398f65462e2d10d44102952f1907005b715c5d67c27", + "prepared_review_unit_hash": "ce3c49674f89e44e7b5bb569a820d8c447d6b5f2f7b6fdfdb69b06d698a7baf9", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 51, - "serialized_chars": 42040, - "estimated_input_tokens": 10510, - "estimated_eval_tokens": 21276 + "serialized_chars": 42047, + "estimated_input_tokens": 10512, + "estimated_eval_tokens": 21280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports across tokenization, loading, docs, security, processor, and model-specific regressions. The soft pairs are mostly superficial topical matches, not true duplicate artifacts.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical issue: the set is too mixed, and the soft similarities look like keyword/topic overlap rather than the same underlying bug.", + "summary": "The cluster is highly heterogeneous: most soft pairs share only broad subsystem vocabulary (tokenizers, processors, Flash Attention, CLI, versioning) but not the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44704 is a concrete, well-scoped API bug with a clear code path (`AutoProcessor.from_pretrained` \u2192 `cached_file`) and an actionable fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the clearest standalone bug report with a concrete, reproducible loading regression, but it is still not representative of the whole cluster.", + "best_issue_reason": "issue:44704 looks like the strongest representative issue because it names the exact failing function chain and describes a specific missing-kwargs defect rather than a vague regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Different code paths: cached_file kwargs passthrough vs scheduler kwargs handling." + "reason": "Different failures: processor/download kwargs propagation vs scheduler kwargs handling." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Training/test flakiness from missing set_seed is unrelated to scheduler behavior." + "reason": "Test flakiness from missing `set_seed()` is unrelated to inverse_sqrt scheduler behavior." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star cleanup and a testing_utils bug are unrelated changes." + "reason": "`import *` cleanup/perf issue is unrelated to a testing_utils bug." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug is not the same as PretrainedConfig type-checking regression." + "reason": "Scheduler kwarg handling and `PretrainedConfig` type checking are separate code paths." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version compatibility and missing Qwen3_5 import are different failures." + "reason": "Python version compatibility issue is not the same as a specific module import failure." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mentioning pipeline() is unrelated to scheduler kwargs handling." + "reason": "Documentation referencing `pipeline()` is unrelated to scheduler kwarg plumbing." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "CLI env command breakage and shell-operator bypass are different issues." + "reason": "Broken `transformers env` CLI and shell-command allowlist bypass are different problems, the latter being security-related." }, { "left": "issue:45230", "right": "issue:45656", "accept": false, - "reason": "Generic bug report versus double optimizer step; no shared code path." + "reason": "Generic bug report and deepspeed double-step behavior are not the same concrete issue." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is behavior drift and the other is decoder type mismatch." + "reason": "Both mention tokenizer v5, but one is a behavior mismatch and the other is a decoder-type bug." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python support mismatch is unrelated to tar/zip file-write security." + "reason": "Python support mismatch and tar/zip-slip RCE are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args is not a tokenizer loading regression." + "reason": "Documentation confusion about forward args is unrelated to a tokenizer loading regression." }, { "left": "issue:44273", "right": "issue:47455", "accept": false, - "reason": "Lazy loading failure and kernel version checking are unrelated." + "reason": "Lazy loading bug and kernel version checking are different concerns." }, { "left": "issue:44315", "right": "issue:47455", "accept": false, - "reason": "Liger Kernel application under model_init is unrelated to version validation." + "reason": "Liger Kernel application via `model_init` is unrelated to a kernel version check." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor bugs, but timestamp math and video padding are different logic paths." + "reason": "Both are processor bugs, but timestamp calculation and video padding are distinct computations." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma audio positional encoding and ASR loss shifting are unrelated model bugs." + "reason": "Gemma audio positional encoding and CohereASR double-shift training loss are unrelated." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Weight-key list crash is not the same as special_tokens list handling." + "reason": "Two different `AttributeError` sites (`_tied_weights_keys` vs `special_tokens`) with different failing objects." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python compatibility issue is unrelated to shell/file extraction exploits." + "reason": "Version-compatibility issue is unrelated to archive path traversal / RCE." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation bug and command-substitution allowlist bypass are unrelated." + "reason": "RoPE implementation bug and shell allowlist bypass are unrelated." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Forward-argument docs confusion is unrelated to missing flash-support import symbol." + "reason": "Forward-argument documentation confusion is unrelated to a flash-attention import error." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA ReLU omission is unrelated to Gemma audio positional encoding." + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma audio positional encoding." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Processor timestamp math and GLM-5 RoPE are different subsystems." + "reason": "Different model internals: Qwen3VL timestamp math vs GLM-5 RoPE implementation." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "CLI env command failure does not match lazy-loading behavior." + "reason": "Broken env command and lazy loading regression are separate user-facing bugs." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "Model RoPE math and shell injection/file-write security are unrelated." + "reason": "Model RoPE math and archive traversal security issue are not the same change." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Weight-key attribute crash is unrelated to Hugging Face CLI completion breakage." + "reason": "Weight-key list handling and CLI completion incompatibility are unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation is unrelated to scheduler kwargs." + "reason": "Processor timestamp math and scheduler kwarg handling do not share a code path." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star removal is unrelated to a VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup/perf issue is unrelated to VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma audio positional encoding are unrelated." + "reason": "CPU-offload device mismatch and Gemma audio positional encoding are unrelated model bugs." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and missing model import are different failures." + "reason": "CLI env-command breakage is unrelated to Qwen3_5 module import failure." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is too generic to treat as the same bug/change." + "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is a broad feature request." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and VRAM leakage are unrelated." + "reason": "TF32 API guidance and Qwen3ForCausalLM VRAM leak are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model math issues with no shared code path." + "reason": "RoPE implementation bug and Gemma audio positional encoding are different model-specific fixes." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multithreaded dataloaders is unrelated to RoPE implementation." + "reason": "VRAM leak and RoPE math bug do not correspond to the same underlying defect." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Flash-Attention support limitation and archive extraction RCE are unrelated." + "reason": "Flash Attention support gap and tar/zip-slip RCE are completely unrelated." }, { "left": "issue:43352", "right": "issue:47176", "accept": false, - "reason": "Model Flash Attention support and shell-operator bypass are unrelated." + "reason": "Flash Attention support gap and shell operator allowlist bypass are unrelated." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad version-breakage complaint and file-write/RCE issue are not duplicates." + "reason": "Vague v5 breakage complaint is not the same as archive-based RCE." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local_files_only network requests and processor timestamp math are different bugs." + "reason": "Offline download enforcement and Qwen3VL timestamp math are different bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug is unrelated to missing processor.save_pretrained files." + "reason": "Processor timestamp calculation and `save_pretrained` missing files are separate processor issues." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm eps precision bug is unrelated to audio positional encoding." + "reason": "MLA epsilon precision discussion and Gemma audio positional encoding are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General v5 breakage is too broad to merge with a specific missing import error." + "reason": "Generic v5 breakage report and Qwen3_5 import failure are not the same concrete bug." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in training threads and a testing_utils bug are unrelated." + "reason": "VRAM leak and a testing_utils bug are unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for NemotronH is unrelated to missing Qwen3_5 import." + "reason": "Flash Attention 2.0 support and module import failure are separate issues." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 import failure are different symbols and code paths." + "reason": "`HybridCache` import failure and `Qwen3_5ForCausalLM` import failure are different missing-symbol problems." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 model support and missing processor save files are unrelated." + "reason": "FP8 support request is unrelated to missing files in `processor.save_pretrained`." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Weight-key crash is unrelated to chat template tool-call handling." + "reason": "Different failures: tied-weight key handling vs chat template crash with tool calls." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2.0 related, but one is GPT2 support and the other is Nemotron-specific lack of support." + "reason": "GPT2 Flash Attention support request and NemotronH Flash Attention support gap are model-specific, not one shared bug/change." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same bug." + "reason": "FP8 support request is unrelated to Qwen3.5 MoE `from_pretrained` regression." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated placeholder issue are not duplicates." + "reason": "Scheduler kwarg bug and an off-topic/unrelated issue have no common defect." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Placeholder issue is unrelated to archive extraction security." + "reason": "No relation between the off-topic issue and archive extraction RCE." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Placeholder issue is unrelated to command-substitution bypass." + "reason": "No relation between the off-topic issue and shell allowlist bypass." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and unrelated placeholder issue are not duplicates." + "reason": "Cache-strategy typo and unrelated/off-topic issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP attentions regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions regression and the off-topic issue are unrelated." } ] }, @@ -20803,7 +20801,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-544", + "cluster_id": "cluster-10000-545", "nodes": [ "issue:29870", "issue:30333", @@ -20843,14 +20841,14 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "0cf3db67b7beda680a3d6b2e63ebad817ee96ff52d4df6e1df30801d06b9ed41", + "prepared_review_unit_hash": "fc0bce6b8d6aacc03975367401e5660b85ec88dc653df2d40a4a9285e0260e34", "component_budget": { - "node_count": 544, - "item_count": 544, - "soft_pair_count": 2019, - "serialized_chars": 1044631, - "estimated_input_tokens": 261158, - "estimated_eval_tokens": 522572 + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 }, "budget": { "node_count": 17, @@ -20865,120 +20863,120 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like false positives: the issues span unrelated subsystems and symptoms (loading, training, docs, config typing, model behavior, tokenizer warnings, etc.). None of the pairs appear to describe the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue stands out because the cluster is heterogeneous; issue:31515 is only the most connected by soft similarity, not a semantic duplicate target for the others.", + "summary": "The items are broadly unrelated; the soft pairs share superficial wording but do not describe the same underlying bug or change. No duplicate merges are warranted.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the set spans unrelated topics (loading speed, import errors, generation bugs, tokenizer warnings, model architecture, docs, and training/runtime behavior).", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for consolidation: none of the items are true duplicates, so selecting any single issue would misrepresent the cluster.", + "best_issue_reason": "No issue is a good global canonical target; 31515 is the broadest-sounding but it is only about slow checkpoint loading, not the other problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Different problems: checkpoint loading performance vs an import error in configuration utilities." + "reason": "One is checkpoint load slowness; the other is an import error for a missing symbol. Different failure modes and code paths." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Unrelated topics: continuous batching audio support vs fp8 inference support for Qwen VL/MoE models." + "reason": "Audio continuous batching support and FP8 Qwen VL/MoE inference are unrelated model/runtime features." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to slow from_pretrained checkpoint loading." + "reason": "Generation-time UnboundLocalError in BART vs slow from_pretrained checkpoint loading; different subsystems." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs is a separate tracking/reporting issue, not checkpoint loading." + "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading performance." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading speed and tensor-parallel training bugs are different code paths and failures." + "reason": "Slow model loading and tensor-parallel training bug are distinct problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Documentation confusion about forward arguments is not the same as slow checkpoint loading." + "reason": "Checkpoint load speed and documentation confusion about forward inputs/past_key_values are not the same issue." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba initialization behavior and RoFormer attention-interface usage are different model-specific implementation issues." + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different model implementation concerns." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model-specific bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint typo is unrelated to tokenizer regex warning behavior." + "reason": "A wrong type hint in one config class is not the same as a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Missing ignore_value usage in Mask2Former is not the same as kwargs propagation to a loss function." + "reason": "Unused ignore_value in Mask2Former and kwargs not passed to loss calculation are distinct training/loss bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs plumbing and RoFormer attention interface usage affect different parts of the stack." + "reason": "Loss kwargs propagation and RoFormer attention interface implementation do not describe the same code defect." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss-value handling is unrelated to tokenizer regex warnings." + "reason": "Mask2Former loss parameter handling and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern different models and bugs: Mask2Former ignore_value vs RoFormer attention API usage." + "reason": "Different model implementations and different bug types; no shared code-path problem." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss handling and a quantization-operation typo are different issues." + "reason": "A Mask2Former loss bug is unrelated to a typo in quantization conversion naming." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint in ModernBERTConfig is unrelated to a typo in quantization conversion code." + "reason": "Incorrect type hint in ModernBERT config and quantization-operation typo are separate metadata/typing issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation is unrelated to a config annotation problem." + "reason": "Loss kwargs forwarding and a config type-hint mistake are not the same underlying bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about Llama4TextL2Norm behavior is not the same as a ModernBERT config type-hint bug." + "reason": "A question about Llama4 norm semantics is unrelated to a ModernBERT config typing error." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2Former loss behavior and ModernBERT config typing are different concerns." } ] }, @@ -21011,12 +21009,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "6bf874f3c6793fe26c857b2ac4fbc84dcfc4821dbf3d416c871fc07a189840c0", + "prepared_review_unit_hash": "37bc765099bb8c5c36a7c361fa45097279d65331b4f4daf6ece9fb14db30b662", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2874, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -21024,7 +21022,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2874, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -21033,30 +21031,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not a duplicate set: it mixes three unrelated feature requests in tokenization, learning-rate scheduling, and Wav2Vec2 alignment. No pair looks like the same underlying issue.", + "summary": "These issues are unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. There is no duplicate cluster here.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue for a duplicate set; the three issues address different subsystems and different user problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:11307 has the strongest discussion activity, but it is still unrelated to the other two issues, so there is no true canonical issue for this cluster.", + "best_issue_reason": "Issue 10519 is the most concrete/self-contained request, but it is not related to the other two issues and should not be treated as a cluster representative for deduplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "10519 is about truncating from the beginning in tokenization; 11307 is about getting word start/end offsets in Wav2Vec2. Different components and different problems." + "reason": "Truncation from the beginning for tokenizers is unrelated to extracting word start/end offsets from Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "10519 requests a truncation direction option, while 11005 asks for ReduceLROnPlateau-like scheduler behavior. No shared code path or underlying bug." + "reason": "Tokenizer truncation options and ReduceLROnPlateau-like learning-rate scheduling are completely different features." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "11005 concerns training scheduler functionality; 11307 concerns speech-model time offsets. These are unrelated feature requests." + "reason": "A plateau-based LR scheduler request is unrelated to Wav2Vec2 word timestamp extraction." } ] }, @@ -21088,7 +21086,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "ee4e442dc388044b6a830d55d6b5144b359990322fd242076dde0bdc0ed2ffd8", + "prepared_review_unit_hash": "9a81b7fa198ee27efa94885796bb43db1fd06312f0df5fb9a557b8dbe3d86b7d", "component_budget": { "node_count": 3, "item_count": 3, @@ -21110,24 +21108,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not appear to describe the same underlying bug: one is about Tapas tokenization behavior, one about an authentication/error-message problem when downloading private models, and one about loading bert-base-uncased. The soft links look like broad topical similarity only.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "These issues do not look like duplicates of one another. #16618 is a general model-loading failure, while #15980 is specifically about a misleading login/download error for private models, and #13244 is about Tapas tokenization differing from TensorFlow code.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must represent the group, #16618 is the broadest model-loading report; however, the cluster is not actually a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#16618 is the most general and widely discussed issue in this set, but it still does not match the tokenization or private-model login problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch and generic model loading failure are different code-path problems; no clear shared root cause." + "reason": "Tokenization mismatch in Tapas and a model-loading failure for bert-base-uncased are different code paths and different bugs." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/download error messaging is distinct from a general inability to load bert-base-uncased." + "reason": "A bad error message for unauthenticated private-model downloads is not the same underlying problem as failing to load a public model." } ] }, @@ -21177,112 +21175,112 @@ "issue:23050|issue:28306", "issue:23050|issue:25725" ], - "prepared_review_unit_hash": "41ef4761d7e29dfafe647657336b00a125e19dff5d21d292d2537080f973b768", + "prepared_review_unit_hash": "88f40698d31890b506aece1a54bd0c5d829622fd5d24ba307a3defa7b6034ed1", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 13, - "serialized_chars": 9966, - "estimated_input_tokens": 2492, - "estimated_eval_tokens": 5240 + "serialized_chars": 9964, + "estimated_input_tokens": 2491, + "estimated_eval_tokens": 5238 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 13, - "serialized_chars": 9966, - "estimated_input_tokens": 2492, - "estimated_eval_tokens": 5240 + "serialized_chars": 9964, + "estimated_input_tokens": 2491, + "estimated_eval_tokens": 5238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are all distinct feature requests for different models or model-related tasks. The soft similarities come from being in the same broad \u2018add a model\u2019 area, but there is no evidence they describe the same underlying change or bug.", + "summary": "These are all separate model-addition requests spanning different architectures and tasks; the soft similarities are mostly due to generic wording, not the same underlying change.", "confidence": 0.96, - "canonical_issue_reason": "No true canonical duplicate: the cluster is heterogeneous, covering unrelated model additions (EDSR/MDSR, VATT, FlexiBERT, Restormer, LLaMA-MoE, etc.). If forced to pick the broadest issue, issue:25725 (Meta-Transformer) is the most generic, but it does not subsume the others.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:25725 is the broadest/most generic model-request title in the set, but it is still not a duplicate representative for the rest; the items are separate requests for different architectures and tasks.", + "best_issue_reason": "No single issue is a good duplicate-canonical here because the requests are for different models and use cases, not one shared bug or feature.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:19631", "right": "issue:22372", "accept": false, - "reason": "EDSR/MDSR super-resolution and Restormer are different model families and different requested additions." + "reason": "Different model requests: EDSR/MDSR vs Restormer. Same broad domain, but not the same change." }, { "left": "issue:19631", "right": "issue:20362", "accept": false, - "reason": "EDSR/MDSR and FlexiBERT are unrelated model requests with no shared code-path or concrete duplicate target." + "reason": "Different architectures: super-resolution models vs FlexiBERT. No shared underlying feature request." }, { "left": "issue:19865", "right": "issue:25725", "accept": false, - "reason": "VATT and Meta-Transformer are different research models; similarity is only that both are model-addition requests." + "reason": "VATT and Meta-Transformer are unrelated model additions; only the generic 'add model' intent overlaps." }, { "left": "issue:19865", "right": "issue:22372", "accept": false, - "reason": "VATT (audio/vision transformer) and Restormer (image restoration) are distinct changes." + "reason": "VATT is a video/audio transformer model request; Restormer is a different restoration model." }, { "left": "issue:20334", "right": "issue:22352", "accept": false, - "reason": "longformer_content and Whisper XVector are unrelated tasks and model integrations." + "reason": "Longformer content and Whisper XVector finetuning are different tasks and code paths." }, { "left": "issue:20334", "right": "issue:20362", "accept": false, - "reason": "longformer_content and FlexiBERT are different model requests, not the same underlying change." + "reason": "Longformer content vs FlexiBERT are distinct model requests, not the same bug or feature." }, { "left": "issue:20334", "right": "issue:25725", "accept": false, - "reason": "longformer_content and Meta-Transformer refer to different models and use cases." + "reason": "Longformer-related issue and Meta-Transformer are not the same concrete change." }, { "left": "issue:20362", "right": "issue:25839", "accept": false, - "reason": "FlexiBERT and D_Nikud are separate model additions for different NLP tasks." + "reason": "FlexiBERT and D_Nikud are unrelated model integrations." }, { "left": "issue:20362", "right": "issue:25725", "accept": false, - "reason": "FlexiBERT and Meta-Transformer are different architectures and request contexts." + "reason": "Both are transformer-family model requests, but they target different models and changes." }, { "left": "issue:22352", "right": "issue:25725", "accept": false, - "reason": "Whisper XVector finetuning and Meta-Transformer are unrelated; they do not look mergeable into one fix." + "reason": "Whisper XVector finetuning and Meta-Transformer are different tasks and implementations." }, { "left": "issue:22372", "right": "issue:25725", "accept": false, - "reason": "Restormer and Meta-Transformer are different models serving different purposes." + "reason": "Restormer and Meta-Transformer are distinct model-addition requests with no shared concrete code path." }, { "left": "issue:23050", "right": "issue:28306", "accept": false, - "reason": "TTS advanced and LLaMA-MoE are separate model requests in different domains." + "reason": "TTS advanced text-to-speech and LLaMA-MoE are unrelated features." }, { "left": "issue:23050", "right": "issue:25725", "accept": false, - "reason": "Advanced TTS and Meta-Transformer are not the same underlying feature or code path." + "reason": "Text-to-speech model request vs Meta-Transformer; same generic 'new model' framing only." } ] }, @@ -21380,364 +21378,346 @@ "issue:47299|issue:47402", "issue:46226|issue:47299" ], - "prepared_review_unit_hash": "3a0a7a40003b31b451a4c64578697f1c10bcb8ae7ea48dfde5f09d44a6129d5b", + "prepared_review_unit_hash": "7749d0115015c40967cb22f929fa934d015def5d499c689cbf7bb1712cb6e11b", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 55, - "serialized_chars": 29306, - "estimated_input_tokens": 7327, - "estimated_eval_tokens": 14910 + "serialized_chars": 29302, + "estimated_input_tokens": 7326, + "estimated_eval_tokens": 14908 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 55, - "serialized_chars": 29306, - "estimated_input_tokens": 7327, - "estimated_eval_tokens": 14910 + "serialized_chars": 29302, + "estimated_input_tokens": 7326, + "estimated_eval_tokens": 14908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of distinct i18n translation-request issues with highly similar template wording, plus two unrelated feature requests (Flash Attention 2 and GGUF support). None of the soft edges look like true duplicates of the same underlying change.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43834 is the cleanest generic i18n template and the best representative of the repeated translation-request family, but the neighboring issues still appear to be separate language-specific requests rather than duplicates.", + "summary": "This cluster is mostly noisy i18n translation issues and a couple of unrelated architecture-feature requests; I don\u2019t see any soft pair that is safely the same underlying change.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43834 is the most central representative of the dense i18n-template subcluster, but the cluster is heterogeneous and not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the most central and most broadly similar issue in the translation subgroup, so it is the best single issue to anchor the cluster even though it should not absorb the others as duplicates.", + "best_issue_reason": "43834 is the broadest representative of the repeated translation-template issues, though it should not be treated as a confirmed duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature areas: Flash Attention 2 support vs GGUF support. Same broad contribution style, but not the same underlying change." + "reason": "Different feature requests: Flash Attention 2 support vs GGUF support." }, { "left": "issue:26794", "right": "issue:44370", "accept": false, - "reason": "Both are i18n translation requests, but likely for different languages; similar template wording is not enough to treat them as the same issue." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:26794", "right": "issue:44365", "accept": false, - "reason": "Both are i18n translation requests, but likely for different languages; similar template wording is not enough to treat them as the same issue." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:26794", "right": "issue:47402", "accept": false, - "reason": "Both are i18n translation requests, but likely for different languages; similar template wording is not enough to treat them as the same issue." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:26794", "right": "issue:43834", "accept": false, - "reason": "Both are i18n translation requests, but likely for different languages; similar template wording is not enough to treat them as the same issue." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:26794", "right": "issue:47299", "accept": false, - "reason": "The titles do not indicate the same language or request; no evidence these are the same translation task." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:26794", "right": "issue:27088", "accept": false, - "reason": "Different target languages are implied; these are separate translation requests, not a duplicate." + "reason": "Different language translation requests (Kannada vs Turkish)." }, { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Both look like translation requests, but they appear to be distinct language-specific issues rather than one underlying task." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Both look like translation requests, but they appear to be distinct language-specific issues rather than one underlying task." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:27088", "right": "issue:47402", "accept": false, - "reason": "Both look like translation requests, but they appear to be distinct language-specific issues rather than one underlying task." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Both look like translation requests, but they appear to be distinct language-specific issues rather than one underlying task." - }, - { - "left": "issue:28936", - "right": "issue:43834", - "accept": false, - "reason": "Spanish translation vs a generic i18n template issue; same subsystem, but not the same language request." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are separate language tasks." - }, - { - "left": "issue:28936", - "right": "issue:44365", - "accept": false, - "reason": "Different translation requests; no evidence they refer to the same language or work item." - }, - { - "left": "issue:28936", - "right": "issue:30240", - "accept": false, - "reason": "Spanish and Polish translation requests are separate language tasks." + "reason": "Different language translation requests (Turkish vs Spanish)." }, { "left": "issue:28936", - "right": "issue:38435", + "right": "issue:43834", "accept": false, - "reason": "Spanish and Romanian translation requests are separate language tasks." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:27088", "right": "issue:30191", "accept": false, - "reason": "Turkish and Persian translation requests are separate language tasks." + "reason": "Different language translation requests (Turkish vs Persian)." }, { "left": "issue:26794", "right": "issue:30191", "accept": false, - "reason": "Kannada and Persian translation requests are separate language tasks." + "reason": "Different language translation requests (Kannada vs Persian)." }, { "left": "issue:30191", "right": "issue:30240", "accept": false, - "reason": "Persian and Polish translation requests are separate language tasks." + "reason": "Different language translation requests (Persian vs Polish)." }, { "left": "issue:28936", "right": "issue:30191", "accept": false, - "reason": "Spanish and Persian translation requests are separate language tasks." + "reason": "Different language translation requests (Spanish vs Persian)." }, { "left": "issue:26794", "right": "issue:30240", "accept": false, - "reason": "Kannada and Polish translation requests are separate language tasks." + "reason": "Different language translation requests (Kannada vs Polish)." }, { "left": "issue:30240", "right": "issue:44370", "accept": false, - "reason": "Polish translation request versus a different generic i18n template issue; not the same underlying request." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:30240", "right": "issue:44365", "accept": false, - "reason": "Polish translation request versus a different generic i18n template issue; not the same underlying request." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:30240", "right": "issue:47402", "accept": false, - "reason": "Polish translation request versus a different generic i18n template issue; not the same underlying request." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:30240", "right": "issue:43834", "accept": false, - "reason": "Polish translation request versus a different generic i18n template issue; not the same underlying request." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request versus a different generic i18n template issue; not the same underlying request." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request versus a different generic i18n template issue; not the same underlying request." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:38435", "right": "issue:47402", "accept": false, - "reason": "Romanian translation request versus a different generic i18n template issue; not the same underlying request." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request versus a different generic i18n template issue; not the same underlying request." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "Different translation request content; no sign these are the same underlying issue." + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "They share the same template language, but there is no evidence they are the same language-specific request." + "reason": "Generic translation-template similarity only; no concrete shared language/request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "They share the same template language, but there is no evidence they are the same language-specific request." + "reason": "Generic translation-template similarity only; no concrete shared language/request." }, { "left": "issue:43834", "right": "issue:47402", "accept": false, - "reason": "They share the same template language, but there is no evidence they are the same language-specific request." + "reason": "Generic translation-template similarity only; no concrete shared language/request." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "Template similarity alone is not enough; the underlying translation request is not shown to be the same." + "reason": "Generic translation-template similarity only; no concrete shared language/request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different issue text and no evidence of the same translation request." + "reason": "Looks like separate noisy i18n/translation issues, not one concrete duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Identical template wording does not prove the same language request; treat as separate issues." + "reason": "Generic translation-template similarity only; no concrete shared language/request." }, { "left": "issue:44365", "right": "issue:47402", "accept": false, - "reason": "Identical template wording does not prove the same language request; treat as separate issues." + "reason": "Generic translation-template similarity only; no concrete shared language/request." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Identical template wording does not prove the same language request; treat as separate issues." + "reason": "Generic translation-template similarity only; no concrete shared language/request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different issue text and no evidence they are the same translation task." + "reason": "Looks like separate noisy i18n/translation issues, not one concrete duplicate." }, { "left": "issue:44370", "right": "issue:47402", "accept": false, - "reason": "Identical template wording does not prove the same language request; treat as separate issues." + "reason": "Generic translation-template similarity only; no concrete shared language/request." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Identical template wording does not prove the same language request; treat as separate issues." + "reason": "Generic translation-template similarity only; no concrete shared language/request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different issue text and no evidence they are the same translation task." + "reason": "Looks like separate noisy i18n/translation issues, not one concrete duplicate." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Both are nonstandard-language titles, but there is no reliable evidence they represent the same request." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic translation template issue versus unrelated nonstandard text; not enough to call it a duplicate." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic translation template issue versus unrelated nonstandard text; not enough to call it a duplicate." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:46222", "right": "issue:47402", "accept": false, - "reason": "No evidence these are the same underlying translation request." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic translation template issue versus unrelated nonstandard text; not enough to call it a duplicate." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:46226", "right": "issue:47402", "accept": false, - "reason": "No evidence these are the same underlying translation request." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Both are nonstandard-language titles, but there is no reliable evidence they describe the same request." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Generic translation template issue versus unrelated nonstandard text; not enough to call it a duplicate." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Generic translation template issue versus unrelated nonstandard text; not enough to call it a duplicate." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Generic translation template issue versus unrelated nonstandard text; not enough to call it a duplicate." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:46931", "right": "issue:47402", "accept": false, - "reason": "Different titles and no evidence of the same underlying translation request." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:47299", "right": "issue:47402", "accept": false, - "reason": "Different titles and no evidence of the same underlying translation request." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "Both are nonstandard-language titles, but there is no reliable evidence they represent the same request." + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." } ] }, @@ -21767,12 +21747,12 @@ "soft_pairs": [ "issue:30396|issue:31103" ], - "prepared_review_unit_hash": "37855664083aa72d66d91c6fdc50d022f0c490c43cfb54cb156b83e23beb38ac", + "prepared_review_unit_hash": "c91100c5311a48419990ea6e97c43bec0472289043bd0e0195c051ea70ac4617", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1539, + "serialized_chars": 1538, "estimated_input_tokens": 385, "estimated_eval_tokens": 1026 }, @@ -21780,7 +21760,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1539, + "serialized_chars": 1538, "estimated_input_tokens": 385, "estimated_eval_tokens": 1026 }, @@ -21789,18 +21769,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two highly similar feature requests, but they target different model additions: HelpingAI-3B-v2.2 vs HelpingAIForCausalLM. They are not duplicates of the same underlying change.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #30396 is the clearest standalone representative because its title is more specific about the model being added, but it does not subsume #31103 since they request different artifacts.", + "summary": "These issues are closely related to the same HelpingAI area, but they do not clearly describe the same request. One is for a specific model release, the other for adding a model class/API entry.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 31103 is the broader, more implementation-oriented request, so it is the better umbrella candidate for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #30396 is the best representative for the cluster only in a loose similarity sense, but the items should not be merged as duplicates.", + "best_issue_reason": "Issue 31103 is the best representative because it is the more general and reusable request; 30396 is narrower and more model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30396", "right": "issue:31103", "accept": false, - "reason": "High textual similarity, but the requested additions are different models and therefore different concrete changes; they should be treated as separate issues." + "reason": "Related topic, but not the same underlying change: one asks for a specific HelpingAI-3B-v2.2 model, the other asks to add HelpingAIForCausalLM. Similar area, different concrete request." } ] }, @@ -21909,352 +21889,382 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "0a790c59235f4c232afdd8adb3a5bd21eebf1b77903b59672f29d5cbc47f088c", + "prepared_review_unit_hash": "bb746263ee8f02306b95df1ac888d822834b43ff2e78959cb423a807b6179625", "component_budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 59, - "serialized_chars": 33618, - "estimated_input_tokens": 8405, - "estimated_eval_tokens": 17066 + "serialized_chars": 33615, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 }, "budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 59, - "serialized_chars": 33618, - "estimated_input_tokens": 8405, - "estimated_eval_tokens": 17066 + "serialized_chars": 33615, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of distinct model-support/model-addition requests that only look similar because they share template wording. I found no true duplicate issue/PR pairs; the soft links are thematic rather than same-change duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:37334 is the most central and broadly phrased request in the set, with several soft links and discussion activity, so it is the best representative issue for this cluster's theme.", + "summary": "This is a loose topical cluster of model-add / model-support requests, not a true duplicate set. The soft-similarity edges mostly reflect shared wording and domain, but the issues target different models, modalities, or architectures.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 36879 is the closest representative by centrality and concreteness, but only as a loose cluster anchor; the surrounding items are still distinct requests rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must stand in for the cluster, issue:37334 is the best fit because it is a broad model-support request and sits near the middle of the similarity graph; still, it should not be treated as a duplicate umbrella for the others.", + "best_issue_reason": "Issue 36879 is the best single representative if one must be chosen: it is a concrete model-add request and sits near several other soft-similar model issues, even though it does not subsume them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Related domain (keypoint matching), but RoMa vs LoMa are different models and different requests." + "reason": "RoMa vs LoMa are different keypoint models; similar naming, but not the same underlying request." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different model families and tasks: RoMa keypoint matcher vs MiniCPM3 model architecture." + "reason": "Keypoint matcher vs MiniCPM3 architecture request; same broad 'add model' theme only." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are model-add requests, but EuroBert and DEIMv2 are unrelated model families." + "reason": "EuroBERT config vs DEIMv2; unrelated model families." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are different model requests." + "reason": "EuroBERT config vs Qwen3-TTS; unrelated requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR model support are unrelated additions." + "reason": "EuroBERT config vs RF-DETR; different model families and tasks." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert and XiaoMi MiMo are different model families with no same underlying change." + "reason": "EuroBERT config vs MiMo; unrelated." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct object-detection model requests." + "reason": "RF-DETR vs DEIMv2; both vision models, but not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different modalities and different implementations." + "reason": "RF-DETR vs LFM2.5 Audio; different modalities and requests." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model support is unrelated to a weight-sparse transformer request." + "reason": "RF-DETR vs weight-sparse transformer; unrelated." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR target different model families and code paths." + "reason": "RF-DETR vs Qwen3-ASR; unrelated." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision model support is unrelated to Qwen3-TTS support." + "reason": "RF-DETR vs Qwen3-TTS; unrelated." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model additions, not the same change." + "reason": "NeoBERT vs Qwen3-ASR; unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and weight-sparse transformer support are different implementation requests." + "reason": "NeoBERT vs weight-sparse transformer; unrelated." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families and tasks." + "reason": "NeoBERT vs audio model request; unrelated." }, { "left": "issue:37015", "right": "issue:37334", "accept": false, - "reason": "NeoBERT and LLMDet are distinct model requests; only the request template is similar." + "reason": "NeoBERT vs LLMDet; different models and tasks." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "RF-DETR vs NeoBERT; unrelated model requests." }, { "left": "issue:37334", "right": "issue:41115", "accept": false, - "reason": "LLMDet support and MiniCPM3 architecture support are different models and scopes." + "reason": "LLMDet vs MiniCPM3; different model requests." }, { "left": "issue:37334", "right": "issue:43837", "accept": false, - "reason": "LLMDet support and Qwen3-ASR support are separate model requests." + "reason": "LLMDet vs Qwen3-ASR; unrelated." }, { "left": "issue:37334", "right": "issue:43671", "accept": false, - "reason": "LLMDet and Qwen3-TTS are different model families and code paths." + "reason": "LLMDet vs Qwen3-TTS; unrelated." }, { "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "LLMDet support and ModernVBERT model support are unrelated additions." + "reason": "LLMDet vs ModernVBERT; unrelated." }, { "left": "issue:40330", "right": "issue:42503", "accept": false, - "reason": "open-qwen2vl-base and ModernVBERT are different models." + "reason": "open-qwen2vl-base vs ModernVBERT; both vision-language, but not the same model or change." }, { "left": "issue:40330", "right": "issue:43671", "accept": false, - "reason": "open-qwen2vl-base and Qwen3-TTS are unrelated model requests." + "reason": "qwen2vl-base vs Qwen3-TTS; different modalities." }, { "left": "issue:40330", "right": "issue:42954", "accept": false, - "reason": "open-qwen2vl-base and XiaoMi MiMo are different model families." + "reason": "qwen2vl-base vs MiMo; unrelated." }, { "left": "issue:40330", "right": "issue:46653", "accept": false, - "reason": "open-qwen2vl-base is a model request; Mirko Privitera is unrelated." + "reason": "qwen2vl-base vs Mirko Privitera; unrelated." }, { "left": "issue:40330", "right": "issue:42738", "accept": false, - "reason": "open-qwen2vl-base and BERT-like models with RoPE are not the same change." + "reason": "qwen2vl-base vs BERT-like RoPE; different model families." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model additions." + "reason": "MiniCPM3 vs Qwen3-ASR; unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and OpenAI weight-sparse transformer are unrelated requests." + "reason": "MiniCPM3 vs weight-sparse transformer; unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture support and ModernVBERT support are separate model additions." + "reason": "MiniCPM3 vs ModernVBERT; unrelated." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model families and tasks." + "reason": "DEIMv2 vs Qwen3-TTS; unrelated." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests." + "reason": "NeoBERT vs ModernVBERT; different model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + "reason": "ModernVBERT vs Qwen3-ASR; unrelated." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE vs Voxtral TTS; unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT support and BERT-like models with RoPE are related only at a broad language-model level, not the same underlying change." + "reason": "ModernVBERT vs BERT-like RoPE; related only by broad BERT wording, not the same request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE vs MiMo; unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE vs Mirko Privitera; unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo vs SAM3-LiteText; unrelated." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet vs MiMo; unrelated." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo vs Qwen3-TTS; unrelated." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are different model families." + "reason": "ModernVBERT vs MiMo; unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different concrete support requests." + "reason": "Qwen3-TTS vs Qwen3-ASR; same product line, but different modalities and separate requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS models, not the same bug/change." + "reason": "Qwen3-TTS vs Voxtral TTS; both audio-related, but different models and requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different models and different tasks." + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is unrelated to the weight-sparse transformer request." + "reason": "Qwen3-TTS vs weight-sparse transformer; unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests." + "reason": "Qwen3-ASR vs LFM2.5 Audio; different audio models." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and purposes." + "reason": "Qwen3-ASR vs EUPE; unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." + "reason": "Qwen3-ASR vs weight-sparse transformer; unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model-support requests." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "LFM2.5 Audio support and Granite SWA+sink options are different code paths." + "reason": "LFM2.5 Audio vs SAM3-LiteText; unrelated." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + "reason": "Weight-sparse transformer vs EUPE; unrelated." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support and Voxtral TTS support are different model additions." + "reason": "MiniCPM3 vs Voxtral-TTS; unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are separate audio-model requests." + "reason": "Qwen3-ASR vs Voxtral-TTS; both audio-related, but not the same concrete request." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are different model families and tasks." + "reason": "NeoBERT vs Voxtral-TTS; unrelated." }, { "left": "issue:37334", "right": "issue:45027", "accept": false, - "reason": "LLMDet and Voxtral TTS are unrelated support requests." + "reason": "LLMDet vs Voxtral-TTS; unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and models." + "reason": "Qwen3-ASR vs DeepSeek-OCR2; unrelated." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." + "reason": "MiMo vs DeepSeek-OCR2; unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + "reason": "EUPE vs TIPSv2; different vision-language model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + "reason": "MiMo vs Mirko Privitera; unrelated." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and Mirko Privitera are unrelated." + "reason": "ModernVBERT vs Mirko Privitera; unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + "reason": "Voxtral-TTS vs Mirko Privitera; unrelated." } ] }, @@ -22284,7 +22294,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "16fd8b7c26c997f1cfc85b438dc5abf6d92534a539ca69a559fa517723ec4f9a", + "prepared_review_unit_hash": "1d4269df9fc661d766f428057f8585cf8a493ec65ac576439f1b6859748e1dfa", "component_budget": { "node_count": 2, "item_count": 2, @@ -22306,18 +22316,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is a docs request for adding `pruna` to optimization framework docs, while the other is a Vision RoPE refactor in the model code path.", + "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. No duplicate relationship is supported by the titles or metadata.", "confidence": 0.98, - "canonical_issue_reason": "Issue 46443 is the better anchor because it is a concrete technical refactor in the Vision RoPE code path; issue 38740 is a separate documentation request and does not represent the same underlying problem space.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the strongest standalone issue in this set because it describes a specific implementation change with a clear technical scope, whereas issue 38740 is docs-only and unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Reject: the titles and scopes do not match. One is a documentation feature request, the other is a Vision RoPE refactor; there are no shared files, targets, or evidence of the same underlying bug/change." + "reason": "Different topics and likely different teams/code paths: documentation for an optimization framework vs a Vision RoPE refactor. No shared target, filenames, or concrete bug/change overlap." } ] }, @@ -22347,12 +22357,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "44c4da4da1a1a051af77626529c66e2d963165de3c347158541571623d878332", + "prepared_review_unit_hash": "4e8b6f887f3dc235d41303bd5c3d9773ec2aa0030e8235a82000c18e5af7e813", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -22360,7 +22370,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -22369,18 +22379,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 model support.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: one is a generic request about set/block decoding, while the other is a specific DeepSeek v3.2 support request. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate issue: the subjects are different enough that they should not be merged as the same report.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical for the other because they describe different requests; if forced to pick the more concrete standalone item, 41084 is the narrower technical topic.", + "best_issue_reason": "Issue 43037 is the more concrete and actionable request because it names a specific model/version; issue 41084 is broader and less specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different subjects with no shared target or code path: block decoding vs DeepSeek v3.2 support." + "reason": "Rejected: the titles and available context point to different requests (block decoding behavior vs DeepSeek v3.2 support), with no shared target or code path." } ] }, @@ -22410,40 +22420,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "05b05c51f6bbdabb64fef6c81d9c4c202d229cadc54c93eb7aebf76a20cf15f5", + "prepared_review_unit_hash": "1afa429d0429e351ffb8e4ddc97240681e6aba3eaed41b2af84cdc864fa4c682", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different features in different model components: one requests a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, while the other asks for integrating TiledMLP to reduce memory footprint. They are not duplicate reports of the same bug or change.", - "confidence": 0.96, + "summary": "These are not duplicates: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other is about integrating TiledMLP to reduce memory footprint. They concern different components and different requested changes.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single canonical issue fits both items; the topics are unrelated and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests: one is about a pretrained-loading flag for FLCE/TiledFusedLogitsLoss, the other is about adding TiledMLP for memory reduction. They touch different functionality and would not be merged as one issue." + "reason": "Different underlying requests: FLCE/`from_pretrained()` flag vs. TiledMLP memory-footprint integration. No shared code path or concrete duplicate behavior." } ] }, @@ -22473,7 +22483,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "34ddaaacba978db0395b335ab6fc33076ba0452d358da06a8d1288ef2876faca", + "prepared_review_unit_hash": "cdd6d7422bc55d61b319d9c8f85e5cd1ed2bb522e49fd764252f4b982bd9093f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22495,18 +22505,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated Trainer customization issues: one about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Neither issue is clearly canonical for the other; they address different Trainer behaviors and different code paths.", + "summary": "The two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are not the same underlying bug/change, so this cluster should not be merged.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the more specific customization concern, but it is not a duplicate of #43600 and should not be treated as a representative for that topic.", + "best_issue_reason": "Issue #43598 is the clearest representative of the cluster\u2019s broad theme around Trainer customizability, with a concrete, actionable problem statement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying problems: one concerns unused-column removal/customizability in Trainer, the other concerns FLOPS estimation for custom trainers. Same broad area, but not the same bug or change." + "reason": "They concern different Trainer behaviors: column pruning/customizability vs FLOPS estimation for custom trainers. Shared subsystem alone is not enough to treat them as duplicates." } ] }, @@ -22536,12 +22546,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "468f7d5c3d1cea4e7dd16b9c4ae7a6b045b6f7b94c8dad045b3d73bae2b3e522", + "prepared_review_unit_hash": "a3a0423aabfbc94568212935ad662570369a2b5d9c9ee5aab5ff630366e1f14e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -22549,7 +22559,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -22558,18 +22568,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different model-support requests in the Transformers registration layer: one for Qwen3-Omni AutoModel/AutoModelForConditionalGeneration, the other for Qwen3.5 AutoModelForSequenceClassification. They do not describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader and more general registration request for Qwen3-Omni, so it is the better representative issue if one must be chosen.", + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different models and different API surfaces.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical duplicate issue: the requests are about different model families and different class registrations (generation vs sequence classification).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the stronger global representative because it targets core model registration rather than a narrower downstream sequence-classification variant.", + "best_issue_reason": "Issue #43684 is the broader model-registration request and is the better representative of the cluster, though it is still distinct from #44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different APIs/tasks: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support. Not the same fix." + "reason": "Different underlying changes: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. They do not describe the same fix and would not plausibly merge into one issue/PR." } ] }, @@ -22606,76 +22616,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "9aeb06d848ea67e4010ef9747519442f1c4eacb7309b65f372d4281deb638c65", + "prepared_review_unit_hash": "00dbdfcff72f8a9f281b9bcaa7ee9e72a8a07b4d476252c7a298ffdbdf97d8bf", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues are near-duplicates with the same truncated title \"huggingface \"; the \"Fett\" issue looks unrelated. I would collapse the three huggingface tickets together and keep the earliest one as canonical.", - "confidence": 0.92, - "canonical_issue_reason": "issue #43845 is the earliest of the near-identical \"huggingface \" issues, so it is the best canonical representative.", + "summary": "Three issues titled \"huggingface \" look like duplicates of the same report; \"Fett\" appears unrelated and should stay separate. I\u2019d use issue #43845 as the representative of the huggingface cluster.", + "confidence": 0.79, + "canonical_issue_reason": "#43845 is the earliest of the clearly matching \"huggingface \" issues and is as representative as the others, with the strongest overlap to #43846/#43859 by title similarity.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the cleanest cluster anchor: same title as the other two matching issues, earliest creation time, and no conflicting signals.", + "best_issue_reason": "#43845 is the best cluster representative because it is the earliest and most central of the duplicate huggingface issues, while #43835 has a different title and weak similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying problem; \"Fett\" does not match the huggingface cluster." + "reason": "Different titles and only weak soft similarity; no evidence they describe the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared details beyond weak similarity; insufficient evidence of the same issue." + "reason": "Weak similarity only; insufficient evidence of the same bug/report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" appears unrelated to the huggingface tickets and lacks any concrete overlap." + "reason": "Weak similarity only; these do not look like the same issue." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same truncated title \"huggingface \" and no distinguishing body details; these look like duplicate reports of the same issue." + "reason": "Near-identical issue titles and very high similarity indicate the same underlying report." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and no differing context provided, so they plausibly refer to the same underlying issue." + "reason": "Same title pattern and strong similarity; likely duplicate reports of the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and no differentiating information; these appear to be duplicates." + "reason": "Very similar titles and content pattern strongly suggest the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: #43845/#43846/#43859 share the exact truncated title and #43845 is the earliest, while #43835 has a distinct title and much weaker similarity. The duplicate/cluster judgments are conservative enough, and nothing appears overstated." + "feedback": "Grounded overall. The packet supports treating 43845/43846/43859 as the matching huggingface cluster and 43835 as separate, and choosing 43845 as the representative is reasonable since it is the earliest of the matching set. The soft-edge decisions are conservative and consistent with the evidence." }, "evaluator_used": true, "retried": false, @@ -22717,106 +22727,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "cd83e2cbd26e2f5d1b3c61e707b8d206c978c2d863b8c858a2e06168afe1d96d", + "prepared_review_unit_hash": "11028f8ef77808b953c686f6c8dac222a59a1c5292adb8a70279a0651cab231c", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly low-information spam or generic placeholder issues with no convincing shared bug/change. The only exact textual duplicate is the pair 44572/44573 (''), but that is still too content-free to confidently treat as the same underlying issue as the rest.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44572 is the earliest of the only exact duplicate pair ('' / '') and is the cleanest representative among otherwise unrelated, low-signal issues.", + "summary": "These are mostly spammy or generic issues with no substantive content, explicit links, or shared targets/files, so I would not cluster any of them as true duplicates.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 44418 is the least spam-like and most readable of the set, with a generic but at least actionable title; the others are either placeholders or similarly low-signal.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44572 is the best available representative because it matches 44573 exactly by title and is the only plausible duplicate anchor in the set.", + "best_issue_reason": "44418 is the best representative if one must be chosen, but the cluster itself does not show a real duplicate bug pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are placeholder spam, but there is no evidence they describe the same underlying report." + "reason": "Both are just '' placeholders; no body detail or concrete bug/change signal to justify duplicate status." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are placeholder spam, but the shared label is too generic to prove a duplicate." + "reason": "Identical spam-style titles alone are not enough to establish the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder vs. generic documentation suggestion; unrelated." + "reason": "'' and a documentation suggestion are unrelated at the issue level." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; unrelated." + "reason": "'' does not match the unrelated 'Community benchmark tip' title or imply the same defect/change." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. 'Check out \"Google LLC\"'; no shared bug/change." + "reason": "'' and 'Check out \"Google LLC\"' are clearly unrelated." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion vs. spam placeholder; not the same issue." + "reason": "A documentation enhancement request and a spam placeholder are not the same underlying report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion vs. spam placeholder; not the same issue." + "reason": "Different titles and no shared concrete problem; not a safe duplicate match." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Exact same placeholder title, but there is still no substantive evidence of a shared underlying bug/change." + "reason": "Both are '', but there is no evidence of a real shared bug/change beyond the placeholder title." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; unrelated." + "reason": "A spam placeholder and a community benchmark tip are unrelated." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated promotional-looking title; no duplicate evidence." + "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; unrelated." + "reason": "No concrete overlap beyond being low-signal issues." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated promotional-looking title; no duplicate evidence." + "reason": "No evidence these describe the same underlying bug or change." } ] }, @@ -22846,46 +22856,46 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "bb05c247776f48a207eb4a3f108c796c7b3a30d6c9e33ed66a5d83e1bf3ca51a", + "prepared_review_unit_hash": "30a8a77e04a82f03e5248f5ebe5e83b6bffebd6f51b4f309354314998af91abc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "#45145 and #45151 look like a duplicate issue pair: they have the same title, similar-sized bodies, and a soft-similarity signal. #45145 is the better canonical representative because it has an inbound reference, giving it slightly stronger linkage.", - "confidence": 0.87, - "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151 and has an inbound reference, so it is the more connected record.", + "summary": "These two closed issues are very likely duplicates of the same report based on the identical title, close timestamps, and the soft similarity signal. #45145 is the better canonical issue because it was opened earlier and already has an inbound reference.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is earlier and has one inbound reference, so it is the better canonical representative if these issues are merged as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep as the representative duplicate target: it is tied to the same titled report and has the stronger reference signal.", + "best_issue_reason": "#45145 is the best issue to keep as the primary record because it predates #45151 and already has some referencing activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title plus the provided similarity signal and comparable body sizes make this a plausible duplicate issue pair, so it is reasonable to treat them as the same request." + "reason": "The titles are identical and the metadata strongly suggests the same report; while the packet does not expose body text, this is still a plausible duplicate pair." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pair is plausibly related, but the rationale overstates the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not provide the issue bodies, so claims of \u201cnear-identical content\u201d or the same underlying request are not directly grounded. The canonical-choice note about #45145 having an inbound reference is supported, but the duplicate-verdict language should be more conservative." + "feedback": "The canonical choice of #45145 is grounded (earlier creation time and one inbound reference), but the duplicate judgment is a bit too strong for the evidence packet. The packet only provides soft similarity with deterministic_accept=false and no body text, so claims like \u201cidentical titles, highly similar bodies\u201d and especially certainty 0.99 overstate what is directly supported. A more conservative phrasing would be that the issues are likely duplicates, not definitively the same report." }, "evaluator_used": true, "retried": true, @@ -22966,40 +22976,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "6be3dd2267072abaa1b6435fdb6bb364479f0ba0a4f52e83fddec91fca0684ab", + "prepared_review_unit_hash": "37441f11652bcc44fc7ac56623378bad19a36e3a85c252a725d802e7243c69ba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with person-name-and-date titles and no bodies or links; they do not appear to describe the same bug or request.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These two closed issues are not duplicates; they are separate name/date entries with no shared content, links, or technical context.", + "confidence": 0.98, + "canonical_issue_reason": "If forced to pick a representative issue, issue 45762 is as good as any because neither issue contains actionable bug details or any linkage to the other.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate for a real problem report; both look like unrelated non-technical entries with no discussion or evidence of the same underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and birth dates, with no shared context or evidence of the same underlying issue." + "reason": "Different titles and dates, no body text, no references, and no shared technical context; they do not appear to describe the same bug or change." } ] }, @@ -23029,7 +23039,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "f2dc1defd9ac31a3aaf426c826f1fbd2bdc3039f9fc4f59ffb77502a978e17af", + "prepared_review_unit_hash": "ee1aff0d6231a8ac862926d30bcab714d07803241f5545e6b4ec5c83e1b2e61b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23051,18 +23061,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not describe the same bug or request; they look like unrelated name/date entries rather than duplicate technical reports.", + "summary": "Both items are closed issues with only personal-name/date titles and no body or technical content, so they do not appear to be related bug reports or product work items. This looks like non-actionable/spam-like content rather than a duplicate cluster.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the titles are distinct and contain no shared problem description, repro, or target area.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative because neither contains substantive issue content to anchor deduplication.", + "best_issue_reason": "Neither issue contains a real problem description or actionable context, so there is no meaningful canonical issue candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are different personal-name/date strings with no evidence of the same underlying bug or change." + "reason": "Different names/dates with no shared technical substance, so they are not the same underlying bug or change." } ] }, @@ -23092,12 +23102,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "54d0c733f1cfdab185583f480a52470e4db181e20a635c16121b782240cdd940", + "prepared_review_unit_hash": "792aca69417fc0045c7e21819c29e316f487f97447f06ff225d059f65efb4e18", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -23105,7 +23115,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -23114,18 +23124,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature requests: one asks for Qwen3_5 token classification/value-model support, the other asks for FP8 training support. They do not describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They affect different feature areas and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the requests are for different features and do not describe the same underlying change.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46295 is the broader and more centrally scoped request, with more inbound attention, so it is the better representative if one issue must be picked.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas and different requested changes; no shared code-path or concrete duplicate signal." + "reason": "Different requests: model-class/token-classification support vs FP8 training support. No shared target or clear same code-path problem." } ] }, @@ -23165,88 +23175,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "6316f67bca0c8a7564076b12585665b9a35f4f67468604d4d29267440b50d985", + "prepared_review_unit_hash": "aca87d14bba25eabbe5f9614fe7c72f07e02b2f60b0de9e7fb2f378a5cf6a9f2", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster appears to contain two separate likely-duplicate issue pairs: 45870/45871 and 45872/45873. The evidence shown is strong but not definitive, based mainly on identical titles and matching body lengths. 45869 looks related by domain, but it is a separate dataset promo/request rather than the same underlying issue.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster, since it likely splits into two separate near-duplicate subgroups. If a representative must be chosen for the first subgroup, 45870 is the best anchor because it is the earlier of the near-identical 45870/45871 pair; 45871 looks like a likely duplicate.", + "summary": "There are two likely duplicate issue pairs here: 45870/45871 and 45872/45873. In both cases the titles are identical and the bodies have matching length, with jaccard 1.0, so they look like the same issue presented twice. Issue 45869 is a separate dataset/sample post and only overlaps at a broad finance theme level.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is a good canonical anchor for the plain example pair because it is the earlier of the two identical-title issues and matches 45871 closely; the packet supports a likely duplicate, not a proven verbatim-body match.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall issue representative here: it is early, self-contained, and part of a strong duplicate-candidate pair. 45869 is a different promotional dataset request, and 45872/45873 form a separate likely-duplicate subgroup.", + "best_issue_reason": "45870 is the best overall representative for the plain example pair: it is earlier, has the same title as 45871, and there is no evidence of extra scope beyond the duplicate example request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial/DataForge context, but a dataset promo/request is not the same underlying issue as an example prediction task." + "reason": "Different kinds of issues: a dataset bundle post versus a financial time-series example. Only the broad domain overlaps." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same mismatch as 45869/45870: shared domain, but different request type and scope." + "reason": "Different artifact scope and title: dataset/sample post versus a prediction example. Not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title and matching body length make this a strong duplicate candidate." + "reason": "Identical titles and matching body size strongly indicate the same issue; likely duplicate pair." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge/financial time series, but one is an example request and the other is a scraping-service request; different underlying ask." + "reason": "Related finance theme, but 45872 is a different request that adds a scraping service and is broader than the plain example issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: related theme, but not the same issue." + "reason": "Same broad topic, but the scraping-service wording makes this a different request rather than the same underlying issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete request even though both are in the same general DataForge area." + "reason": "The plain prediction example and the scraping-service variant are not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related context only; the issue themes do not match closely enough to be duplicates." + "reason": "Different scope: one is the plain example, the other includes a scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title and matching body length make this a strong duplicate candidate." + "reason": "Identical titles and matching body size strongly indicate the same issue; likely duplicate pair." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is plausible, but the writeup overstates the evidence. The packet only shows identical titles and matching body lengths for 45870/45871 and 45872/45873, which supports a likely-duplicate reading, not a definitive 'exact duplicate' claim. The summary and canonical reasons should be softened to conservative language (e.g. 'likely duplicate' or 'strong duplicate candidate'). 45869 being separate from the DataForge example pair is grounded, but the duplicate certainty is too strong for the available evidence." + "feedback": "The duplicate-pair judgments are mostly conservative, but the result overstates the evidence in a few places. In particular, saying 45870 is a \"direct duplicate target\" is not supported by the packet, and \"verbatim duplicate\" is stronger than the available evidence (identical titles/body length and jaccard 1.0 suggest a likely duplicate, but the body text itself is not shown). The summary should stay closer to what is observable: identical titles for 45870/45871 and 45872/45873, and broader title difference for the dataset post vs. the example issues." }, "evaluator_used": true, "retried": true, @@ -23273,46 +23283,49 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "074c14a904ec0d17a19b58d32b376d540c6f975ac4d342f8e83f95d5dccee838", + "prepared_review_unit_hash": "4fed665a0397c38f5a45d090adbcdf2e6f6b06dd723ab4179d3171102fb5e41d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to static-cache failures in linear-attention/Qwen3.5 paths, but they describe different failure modes and are not clearly the same underlying bug, so I would not deduplicate them.", - "confidence": 0.74, - "canonical_issue_reason": "Issue #46439 is the better canonical candidate because it states a broader, more root-cause-oriented problem: `early_initialization` corrupts linear-attention layers and leads to shape/runtime failures.", + "summary": "The two issues look related in the same static-cache / linear-attention area, but the packet only gives titles and soft similarity, so it does not justify treating them as the same underlying bug with confidence. Issue 46439 is the broader candidate; 46441 appears adjacent but not proven identical.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it frames the broader static-cache `early_initialization` failure mode, while 46441 is more narrowly a Qwen3.5 `KeyError: 'linear_attention'` report that may be related but is not clearly the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "#46439 best captures the general static-cache/linear-attention corruption issue; #46441 looks like a narrower downstream symptom (`KeyError: 'linear_attention'`) on one model.", + "best_issue_reason": "Issue 46439 is the best global issue because it is the more general problem statement and can plausibly subsume nearby manifestations without overclaiming identity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both mention static cache and linear attention, but one is a shape/runtime corruption bug and the other is a `KeyError` in Qwen3.5. That is too weak to treat as the same concrete underlying bug." + "reason": "The titles suggest a related static-cache/linear-attention area, but the evidence is too thin to conclude they are the same underlying defect. The safer read is that 46441 may be a related manifestation or separate edge case rather than a confirmed duplicate." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The pairing is plausible, but the verdict is a bit too strong for the evidence in the packet. We only have titles plus soft similarity, and the pair is not a deterministic match. Saying both issues are the same underlying bug / same static-cache initialization path overstates what is directly supported here. A more conservative framing would be that issue 46439 may be a broader candidate, while 46441 appears related but not proven identical." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -23336,7 +23349,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "83abc53c47505a1a7dd502b3f09f99e3713afad9dcaf7583ea842f32e7bd06b0", + "prepared_review_unit_hash": "597f1b0db1906c3d9814d39507264d97e690600aa7b7fcf80a9cce8950c3749a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23358,24 +23371,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are exact duplicates: identical titles and apparently identical bodies, describing the same Wav2Vec2CTCTokenizer v5 special-token regression.", + "summary": "These two issues are effectively duplicates: same title, same tokenizer bug, and one has inbound references indicating it is the better-tracked copy.", "confidence": 0.99, - "canonical_issue_reason": "issue #46552 is the better canonical issue because it already has inbound references, suggesting it is the more visible/linked duplicate target.", + "canonical_issue_reason": "Issue #46552 is the stronger canonical issue because it has the same report but already has inbound references and appears to be the better-connected tracker.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the clearest single issue to keep because it fully matches the bug description and appears to be the more referenced record.", + "best_issue_reason": "#46552 is the best issue to keep as canonical since it is identical in substance and has more linkage/activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact duplicate match: same title and same underlying tokenizer bug report, with no distinguishing details between them." + "reason": "Exact same title and underlying Wav2Vec2CTCTokenizer v5 bug report; clearly the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The decision is well grounded: both issues have the same title, the same body length, and a perfect similarity signal, while #46552 also has inbound references. The duplicate/canonical choice is conservative and consistent with the packet." + "feedback": "The conclusion is well grounded in the packet: both issues have identical titles and identical body length, with Jaccard 1.0 soft similarity. Preferring #46552 as the canonical issue is conservative and supported by its higher inbound references and slightly more activity. No overstatement or mergeability concern here." }, "evaluator_used": true, "retried": false, @@ -23402,7 +23415,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "3f744fdbfdec1f4f8ff4180080ec6d035ea41d61fd41dcc757de037ed8b2f08e", + "prepared_review_unit_hash": "d1effbb2ffad4fc1d7d4e6e528a601f647ed18c35ba7efbb3550db2e367215a5", "component_budget": { "node_count": 2, "item_count": 2, @@ -23424,18 +23437,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both about training object detection models, but they describe different failure modes: a tensor size mismatch versus out-of-memory after several epochs. They do not look like the same underlying bug.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #46657 is the more concrete, narrowly defined bug report with a specific tensor-shape mismatch during training, making it a better representative of the cluster.", + "summary": "These two issues both concern training-time failures in object detection/RT-DETR, but they describe different symptoms and likely different root causes: a tensor shape mismatch versus an eventual out-of-memory condition after several epochs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46657 is the better canonical issue because it is the more concrete bug report, with a specific error class (\u201csize of tensors mismatch\u201d) and broader applicability to training failures.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the best standalone issue because it describes a specific reproducible error path, unlike #46692 which is a broader resource-exhaustion symptom.", + "best_issue_reason": "#46657 is the best representative issue for this cluster since it describes a direct, actionable runtime error rather than a slower-developing resource problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: one is a tensor dimension mismatch, the other is training-time OOM after some epochs. Similar domain, but not the same bug or change." + "reason": "Reject: the reports point to different failure modes. One is a tensor dimension mismatch during training; the other is memory exhaustion after some epochs. They may occur in related training workflows, but they do not look like the same underlying bug." } ] }, @@ -23465,7 +23478,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "0cb45966323771665dca03a7ad04a6de119c01f0a1e4338935f76998bd219855", + "prepared_review_unit_hash": "68696d5a95e53092befbf0cac00ebaec2b85bd5cc742fbe832dfc96575b1a064", "component_budget": { "node_count": 2, "item_count": 2, @@ -23487,18 +23500,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different loading bugs in different code paths: one is ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, the other is 4-bit + device_map/max_memory incorrectly dispatching a model to CPU and raising ValueError. They should not be deduplicated.", + "summary": "The two issues describe different failure modes in different loading paths: ZeRO-3 zero.Init OOM on a composite multimodal submodule vs. 4-bit device_map/max_memory incorrectly dispatching to CPU and raising ValueError. They should not be merged as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "Issue 46822 is the better representative issue for the cluster because it has a clearer, single root-cause description tied to a concrete partitioning failure during multi-GPU load.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the stronger standalone report: it names the exact affected mechanism (ZeRO-3 zero.Init), the failing submodule, and the observed symptom (OOM), making it more actionable.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs and code paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch/ValueError. No shared target or plausible single fix." + "reason": "Different bugs, different mechanisms, and different symptoms; shared \"load/model dispatch\" context is too broad to treat as the same underlying issue." } ] }, @@ -23520,7 +23533,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-23", + "cluster_id": "cluster-46906-24", "nodes": [ "issue:46906", "issue:46940", @@ -23544,7 +23557,8 @@ "issue:47390", "issue:47406", "issue:47419", - "issue:47442" + "issue:47442", + "issue:47465" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -23587,8 +23601,8 @@ "issue:47265|issue:47377", "issue:47279|issue:47377", "issue:47256|issue:47265", - "issue:47256|issue:47279", "issue:47182|issue:47256", + "issue:47256|issue:47279", "issue:47120|issue:47256", "issue:47309|issue:47377", "issue:47102|issue:47256", @@ -23602,478 +23616,484 @@ "issue:47227|issue:47377", "issue:47227|issue:47256", "issue:47182|issue:47309", + "issue:47227|issue:47309", "issue:47227|issue:47279", - "issue:47309|issue:47419", "issue:47182|issue:47227", "issue:47227|issue:47265", + "issue:47442|issue:47465", "issue:47419|issue:47442", + "issue:47419|issue:47465", "issue:47377|issue:47419", "issue:47377|issue:47442", "issue:47279|issue:47419", "issue:47406|issue:47419", "issue:47279|issue:47442", + "issue:47377|issue:47465", "issue:47227|issue:47442", - "issue:47390|issue:47419", "issue:47390|issue:47406", - "issue:47390|issue:47442", - "issue:47406|issue:47442", - "issue:47377|issue:47406", - "issue:47279|issue:47406" + "issue:47390|issue:47465", + "issue:47406|issue:47465" ], - "prepared_review_unit_hash": "ef2f6af243a632cbfb02d77cd339768de571326a2597740ddd6c932ee7fbbdf8", + "prepared_review_unit_hash": "ac2626f81827c17298bfbf03d4528f05d00eb0c8a393f3fa06c4657fb4e49ef9", "component_budget": { - "node_count": 23, - "item_count": 23, - "soft_pair_count": 74, - "serialized_chars": 39459, - "estimated_input_tokens": 9865, - "estimated_eval_tokens": 19986 + "node_count": 24, + "item_count": 24, + "soft_pair_count": 78, + "serialized_chars": 41454, + "estimated_input_tokens": 10364, + "estimated_eval_tokens": 20984 }, "budget": { - "node_count": 23, - "item_count": 23, + "node_count": 24, + "item_count": 24, "soft_pair_count": 72, - "serialized_chars": 34125, - "estimated_input_tokens": 8532, - "estimated_eval_tokens": 17320 + "serialized_chars": 34672, + "estimated_input_tokens": 8668, + "estimated_eval_tokens": 17592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a recurring series of dated \"[serge] integration failure triage\" issues, not clear duplicates of one bug. The best anchor is the latest open thread, #47442, which appears to be the active continuation of the series. No PRs are present.", - "confidence": 0.99, - "canonical_issue_reason": "#47442 is the latest open triage thread and has the most current inbound activity, so it is the best anchor for this ongoing series.", + "summary": "This cluster is a recurring series of daily \"[serge] integration failure triage\" issues, each tied to a different date rather than the same underlying defect. The soft edges are high-similarity template matches, but they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 47465 is the latest open instance in the recurring triage series, so it is the best current anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#47442 is the strongest representative of the cluster because it is open, current, and appears to continue the same triage workflow.", + "best_issue_reason": "Issue 47465 is open, current, and representative of the ongoing triage thread; it is the most suitable issue to keep as the live cluster head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47265", "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47279", "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { - "left": "issue:47182", + "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { - "left": "issue:47120", - "right": "issue:47256", + "left": "issue:47309", + "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47120", "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47182", "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47227", "right": "issue:47377", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47227", - "right": "issue:47279", + "right": "issue:47309", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { - "left": "issue:47309", - "right": "issue:47419", + "left": "issue:47227", + "right": "issue:47279", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47442", + "right": "issue:47465", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47419", "right": "issue:47442", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47419", + "right": "issue:47465", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47377", "right": "issue:47419", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47377", "right": "issue:47442", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47279", "right": "issue:47419", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47406", "right": "issue:47419", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47279", "right": "issue:47442", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { - "left": "issue:47227", - "right": "issue:47442", + "left": "issue:47377", + "right": "issue:47465", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { - "left": "issue:47390", - "right": "issue:47419", + "left": "issue:47227", + "right": "issue:47442", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47390", "right": "issue:47406", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47390", - "right": "issue:47442", + "right": "issue:47465", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." }, { "left": "issue:47406", - "right": "issue:47442", - "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." - }, - { - "left": "issue:47377", - "right": "issue:47406", - "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." - }, - { - "left": "issue:47279", - "right": "issue:47406", + "right": "issue:47465", "accept": false, - "reason": "Same triage-series template, but different dates; no evidence they report the same underlying bug." + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." } ] }, @@ -24095,56 +24115,88 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-23", + "cluster_id": "cluster-46906-24", "nodes": [ - "issue:47227", + "issue:47279", "issue:47377", - "issue:47390" + "issue:47390", + "issue:47406", + "issue:47419", + "issue:47442", + "issue:47465" ], "soft_pairs": [ - "issue:47377|issue:47390", - "issue:47227|issue:47390" + "issue:47279|issue:47465", + "issue:47406|issue:47442", + "issue:47377|issue:47406", + "issue:47390|issue:47442", + "issue:47390|issue:47419", + "issue:47377|issue:47390" ], - "prepared_review_unit_hash": "a0db6f763ee66bf4762f1df75605b5d5fcf01626596a6a3fea654df2baf28bf9", + "prepared_review_unit_hash": "bef14c66f3922f99a7562a2b849f813b716d12ace0c3b79f08981bb0d6974765", "component_budget": { - "node_count": 23, - "item_count": 23, - "soft_pair_count": 74, - "serialized_chars": 39459, - "estimated_input_tokens": 9865, - "estimated_eval_tokens": 19986 + "node_count": 24, + "item_count": 24, + "soft_pair_count": 78, + "serialized_chars": 41454, + "estimated_input_tokens": 10364, + "estimated_eval_tokens": 20984 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2318, - "estimated_input_tokens": 580, - "estimated_eval_tokens": 1416 + "node_count": 7, + "item_count": 7, + "soft_pair_count": 6, + "serialized_chars": 5696, + "estimated_input_tokens": 1424, + "estimated_eval_tokens": 3104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are three date-stamped Serge integration-failure triage issues with very similar templates, but they appear to be separate daily reports rather than duplicates of one underlying bug.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "These are a run of similarly titled daily serge integration triage issues, but they appear to be separate dated reports rather than duplicates of one underlying bug. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 47442 is the strongest representative of the series: it has the highest inbound reference count among the closed triage reports and matches the repeated triage template.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47377 is the best representative if one is needed: it has the highest inbound references and is a central mid-series triage entry, but it should not be treated as a duplicate of the others.", + "best_issue_reason": "Issue 47465 is the best current landing point because it is the newest open triage report in the same series, making it the most useful place for ongoing updates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:47279", + "right": "issue:47465", + "accept": false, + "reason": "Same triage template, but different dates and no evidence they describe the same underlying failure." + }, + { + "left": "issue:47406", + "right": "issue:47442", + "accept": false, + "reason": "Highly similar wording, but these are separate daily triage reports for different days, not one duplicated bug report." + }, { "left": "issue:47377", - "right": "issue:47390", + "right": "issue:47406", "accept": false, - "reason": "Same triage template and subsystem, but the titles and dates indicate separate daily integration-failure reports rather than the same underlying issue." + "reason": "Matches the recurring series format only; no concrete indication of the same bug or change." }, { - "left": "issue:47227", + "left": "issue:47390", + "right": "issue:47442", + "accept": false, + "reason": "Both are date-stamped triage entries, but the available metadata suggests distinct reports, not duplicates." + }, + { + "left": "issue:47390", + "right": "issue:47419", + "accept": false, + "reason": "Similar title pattern, but nothing ties them to the same specific failure beyond the generic triage label." + }, + { + "left": "issue:47377", "right": "issue:47390", "accept": false, - "reason": "These look like distinct dated triage notes for different days; similarity is driven by the shared reporting format, not a single bug report." + "reason": "These are adjacent daily triage issues with the same template, but they do not look like the same underlying issue." } ] }, @@ -24174,7 +24226,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "ff7662b123482fb8a86aa89464bd8d78980935f73e70df36e5383ad3fa883d58", + "prepared_review_unit_hash": "8051c5a975992a67aa441447303f5c368f3744ff6dd6a63b17ed6a936c3a232c", "component_budget": { "node_count": 2, "item_count": 2, @@ -24196,24 +24248,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are near-identical duplicate issues requesting RWKV7 model support; the earlier issue is the best canonical representative.", - "confidence": 0.99, - "canonical_issue_reason": "issue:46983 was opened first and has the same title and apparent request as issue:46984, making it the cleanest canonical issue.", + "summary": "The cluster contains two near-identical closed issues requesting RWKV7 model support; they appear to be duplicate reports of the same feature request.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46984 is the better canonical issue because it has the same request but slightly more discussion activity, making it the stronger aggregation target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46983 is the strongest single issue to keep because it is earlier and equivalent in scope to issue:46984.", + "best_issue_reason": "Issue #46984 is the best issue overall since it matches the same RWKV7 support request and has the most engagement in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and highly similar body content indicate the same underlying feature request; these are duplicates." + "reason": "Same title and same underlying feature request for RWKV7 model support; this is a clear duplicate issue pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded: both issues share the same title, are close in time, and have strong soft-similarity evidence, so treating issue:46983 as the canonical duplicate representative is reasonable and conservative." + "feedback": "The assessment is grounded in the packet: both items are closed issues with the exact same title, and the soft-similarity signal is strong. The canonical/best-issue choice is also supported by the only engagement difference shown (discussion_activity 2 vs 0). No PR-pair concerns apply." }, "evaluator_used": true, "retried": false, @@ -24240,7 +24292,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "fc858d2d888b0345003aa6253740706a2b6ac05229c066a8c30504b441c5546c", + "prepared_review_unit_hash": "32f60afba0e963e960038827b776f6c1aa81319388c87bd9ddcd330a9ec58fe3", "component_budget": { "node_count": 2, "item_count": 2, @@ -24262,18 +24314,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items read like standalone article/discussion posts about AI-assisted vulnerability discovery, but they describe different framing and do not point to the same concrete bug, feature, or task. They should not be deduplicated.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, change, or actionable tracker item. I would not deduplicate them.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 47015 is the broader and cleaner formulation of the topic, but there is no strong duplicate-based canonical choice here.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the broader, more general title and is the better representative if this cluster is being summarized, but it is not a duplicate of 47007.", + "best_issue_reason": "Issue 47015 is the better representative only in the sense that it is more general and concise; neither issue is a clear duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "The titles and bodies suggest related topic area only; they do not identify the same underlying bug/change or a single concrete target, so this is not a duplicate." + "reason": "They share a broad AI-vulnerability-discovery theme, but the titles describe different article-like topics rather than the same underlying bug or change." } ] }, @@ -24303,12 +24355,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "b92daa53f542c8f2543fc8e13264d525c76f1cbe4a891b68e53f223f0b4cc3ad", + "prepared_review_unit_hash": "9173f1710abbf7b1abffb90cb4310b19c8872cbfe4e6660c7baabf0749cd876c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -24316,7 +24368,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1591, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -24325,27 +24377,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are near-certain duplicate issue reports with the same title and effectively identical content; keep the slightly earlier, more-linked issue as canonical.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #47138 is earlier and has more inbound references, making it the better canonical thread for the duplicate report.", + "summary": "The two open issues appear to be likely duplicates: they have the same title, were created within seconds of each other, and have strong soft-similarity evidence. Issue #47138 is the better canonical choice because it has slightly stronger engagement signals. I would treat the pair as the same reported issue, but not claim their full bodies are identical from the packet alone.", + "confidence": 0.91, + "canonical_issue_reason": "#47138 is the better canonical issue because it has marginally more inbound references and discussion activity, making it the slightly more established report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #47138 is the strongest representative because it is first-created and has the higher inbound reference count while describing the same bug as #47139.", + "best_issue_reason": "#47138 is the best issue candidate because it matches #47139 exactly in title and has the stronger engagement signals among the pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title and same reported bug; these are duplicates of the same issue, so they should be clustered together." + "reason": "Same title, near-simultaneous creation, and strong soft-similarity evidence point to a likely duplicate report of the same issue. The packet does not prove identical body content, but the duplication case is still strong enough to accept." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative: the two issues have identical titles, near-simultaneous creation times, and strong soft-similarity evidence, while the canonical choice is reasonably supported by earlier creation and higher inbound references." + "accept": false, + "feedback": "The conclusion is too strong for the packet. The evidence supports a likely duplicate pair (same title, high soft similarity, close timestamps), but the analyst overstates it as the \u201cexact same bug\u201d and says the reports are identical in content, which is not shown in the packet. The canonical selection is grounded, but the soft-edge acceptance should stay more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -24361,18 +24413,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-97", + "cluster_id": "cluster-40546-101", "nodes": [ "pull_request:43251", "pull_request:43254", "pull_request:44775", "pull_request:46266", "pull_request:46381", + "pull_request:46413", "pull_request:46836", - "pull_request:46912", "pull_request:46957", "pull_request:47077", "pull_request:47078", + "pull_request:47082", "pull_request:47105", "pull_request:47108", "pull_request:47122", @@ -24393,24 +24446,22 @@ "pull_request:47281", "pull_request:47282", "pull_request:47284", - "pull_request:47291", "pull_request:47292", "pull_request:47294", "pull_request:47301", "pull_request:47310", "pull_request:47360", + "pull_request:47365", "pull_request:47374", "pull_request:47380", - "pull_request:47384", "pull_request:47441", "pull_request:47443", "pull_request:47444", "pull_request:47445", - "pull_request:47447", "pull_request:47449", - "pull_request:47450", "pull_request:47457", - "pull_request:47462" + "pull_request:47462", + "pull_request:47466" ], "soft_pairs": [ "pull_request:43251|pull_request:43254", @@ -24420,10 +24471,13 @@ "pull_request:47282|pull_request:47444", "pull_request:47123|pull_request:47281", "pull_request:47124|pull_request:47380", + "pull_request:47445|pull_request:47466", + "pull_request:47310|pull_request:47466", "pull_request:47122|pull_request:47224", + "pull_request:47443|pull_request:47466", "pull_request:47122|pull_request:47280", + "pull_request:47281|pull_request:47466", "pull_request:47124|pull_request:47445", - "pull_request:47310|pull_request:47445", "pull_request:47282|pull_request:47445", "pull_request:47124|pull_request:47443", "pull_request:47281|pull_request:47445", @@ -24432,319 +24486,357 @@ "pull_request:47284|pull_request:47449", "pull_request:47202|pull_request:47204", "pull_request:47204|pull_request:47374", + "pull_request:46266|pull_request:47365", "pull_request:47284|pull_request:47292", "pull_request:47108|pull_request:47202", "pull_request:47077|pull_request:47078", "pull_request:47224|pull_request:47457", + "pull_request:46413|pull_request:47216", "pull_request:47204|pull_request:47243", "pull_request:47202|pull_request:47360", "pull_request:47108|pull_request:47360", "pull_request:47292|pull_request:47457", "pull_request:47441|pull_request:47457", "pull_request:47105|pull_request:47129", + "pull_request:46957|pull_request:47365", "pull_request:47449|pull_request:47457", "pull_request:46266|pull_request:46957", "pull_request:47077|pull_request:47212", - "pull_request:47301|pull_request:47360", + "pull_request:47082|pull_request:47365", "pull_request:47173|pull_request:47457", - "pull_request:47360|pull_request:47450", - "pull_request:47360|pull_request:47447", - "pull_request:47384|pull_request:47447", + "pull_request:47301|pull_request:47360", + "pull_request:46413|pull_request:46957", + "pull_request:47275|pull_request:47360", "pull_request:44775|pull_request:47275", "pull_request:47301|pull_request:47462", + "pull_request:47294|pull_request:47360", "pull_request:46957|pull_request:47216", "pull_request:46381|pull_request:47457", "pull_request:46836|pull_request:47462", - "pull_request:47166|pull_request:47173", - "pull_request:47291|pull_request:47384", - "pull_request:47216|pull_request:47275", - "pull_request:47216|pull_request:47450", - "pull_request:47077|pull_request:47275", - "pull_request:47294|pull_request:47450", - "pull_request:47275|pull_request:47301", - "pull_request:47216|pull_request:47384", - "pull_request:46912|pull_request:47284" + "pull_request:47166|pull_request:47173" ], - "prepared_review_unit_hash": "e5ec8d301ea0629a53658f18edb19f26125d2c51f3a508e1bff44896e487d043", + "prepared_review_unit_hash": "908bbf5993617f6e1c3f19fcd1e0b16575369680204d58fea194c11c25cde151", "component_budget": { - "node_count": 97, - "item_count": 97, - "soft_pair_count": 277, - "serialized_chars": 338403, - "estimated_input_tokens": 84601, - "estimated_eval_tokens": 169458 + "node_count": 101, + "item_count": 101, + "soft_pair_count": 290, + "serialized_chars": 354141, + "estimated_input_tokens": 88536, + "estimated_eval_tokens": 177328 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 51, - "serialized_chars": 126888, - "estimated_input_tokens": 31722, - "estimated_eval_tokens": 63700 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 50, + "serialized_chars": 125992, + "estimated_input_tokens": 31498, + "estimated_eval_tokens": 63252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. The only clear duplicate pair is the two fixed_cross_entropy PRs; one other edge (EdgeTam original_sizes handling) is plausibly the same bug, but most remaining soft links are false positives across unrelated models, docs, CI, exporter, and quantization changes.", - "confidence": 0.96, + "summary": "This cluster is mostly heterogeneous: one true duplicate pair around `fixed_cross_entropy`, one likely duplicate pair around EdgeTAM `original_sizes`, and the remaining soft edges are broad-similarity false positives across unrelated model/test/doc fixes.", + "confidence": 0.63, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical anchor: it is tightly scoped, explicitly linked to issue 43240, and directly implements the core `fixed_cross_entropy` kwargs/label_smoothing pass-through fix that the nearby duplicate PR is also trying to make.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "43251 is the strongest representative PR in the set because it is focused on a single concrete code-path bug, has an explicit upstream issue target, and is easier to treat as the canonical duplicate target than broader multi-fix PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying fix in src/transformers/loss/loss_utils.py: forward supported kwargs to nn.functional.cross_entropy, including weight and label_smoothing; both target issue 43240." + "reason": "Same file, same issue target, same `fixed_cross_entropy` change; one is just a slightly different implementation of the same kwargs/label_smoothing support." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Different model/test failures and different code paths: Mamba2 OOM workaround vs Gemma3 output mismatch." + "reason": "Both are integration-test fixes, but they address different bugs in different model paths (`mamba2` OOM vs `gemma3` generation cache behavior)." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Both are test-fix PRs, but they address different models and different failure mechanics (Falcon-Mamba output mismatch vs Mamba2 OOM)." + "reason": "Different models and failure modes: Falcon-Mamba output mismatch vs Mamba2 OOM. Same test-fix category is not enough." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Same model family, but not the same concrete change: one adds temp offload handling for loading, the other changes generation length/cache cleanup for OOM." + "reason": "Different model families and distinct test failures (`minimax_m3_vl` load_error vs `mamba2` OOM)." }, { "left": "pull_request:47282", "right": "pull_request:47444", "accept": false, - "reason": "Unrelated failures in different models: Mamba2 OOM vs MPT load_error." + "reason": "These fix unrelated model test failures in different code paths; not the same underlying bug." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Different model integrations and failures: MiniMax-M3-VL load_error vs GLM46V test failures." + "reason": "Both are broad test-fix PRs, but they target different models and different failure causes." }, { "left": "pull_request:47124", "right": "pull_request:47380", "accept": false, - "reason": "Both touch test stability, but they fix different models and different symptoms; not the same underlying change." + "reason": "Different models and different symptom classes (`output_mismatch` vs OOM)." + }, + { + "left": "pull_request:47445", + "right": "pull_request:47466", + "accept": false, + "reason": "They share some generated model files, but the PRs are about different failure reports and are not the same concrete change." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47466", + "accept": false, + "reason": "Different PR goals and different affected behavior; shared generation code is too broad to merge as duplicates." }, { "left": "pull_request:47122", "right": "pull_request:47224", "accept": true, - "reason": "Same EdgeTam bug: both drop original_sizes before calling the TimmWrapper backbone because the backbone does not accept that kwarg." + "reason": "Both address the same EdgeTAM `original_sizes` leakage into the backbone call; 47224 is broader, but the overlapping EdgeTAM fix is the same code-path bug." + }, + { + "left": "pull_request:47443", + "right": "pull_request:47466", + "accept": false, + "reason": "Different model test failures and different fix scopes; shared filenames do not make them the same bug." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "EdgeTam import_or_config failure is unrelated to MiniMax-M3-VL loading/OOM handling." + "reason": "EdgeTAM backbone-argument bug vs MiniMax-M3-VL loading/offload issue are unrelated." }, { - "left": "pull_request:47124", - "right": "pull_request:47445", + "left": "pull_request:47281", + "right": "pull_request:47466", "accept": false, - "reason": "Falcon-Mamba output mismatch and PEFT/DeepSeek_v3 loading issues are unrelated." + "reason": "Different models and different fixes; same broad generated-model area is not enough to merge." }, { - "left": "pull_request:47310", + "left": "pull_request:47124", "right": "pull_request:47445", "accept": false, - "reason": "Gemma3 generation mismatch vs PEFT/DeepSeek_v3 loading behavior; no shared bug or code path." + "reason": "Separate integration-test failures with different model behavior and different fixes." }, { "left": "pull_request:47282", "right": "pull_request:47445", "accept": false, - "reason": "Different models and failures; no common concrete fix." + "reason": "OOM mitigation for Mamba2 is unrelated to PEFT/deepseek integration test fixes." }, { "left": "pull_request:47124", "right": "pull_request:47443", "accept": false, - "reason": "Different model families and failure modes; not a duplicate." + "reason": "Different models and failure modes; no shared concrete bug." }, { "left": "pull_request:47281", "right": "pull_request:47445", "accept": false, - "reason": "GLM46V integration failures and PEFT/DeepSeek_v3 loading issues are unrelated." + "reason": "The PRs touch overlapping generated model files, but they fix different issues and cannot plausibly be one PR." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Different test failures in different models (Zaya vs MIMO v2 Flash)." + "reason": "Unrelated test failures in different model families (`zaya` vs `mimo_v2_flash`)." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "XPU expectation updates across multiple models are unrelated to MIMO v2 Flash test fixes." + "reason": "Different test suites and different failure types; only the generic XPU/test-fix theme overlaps." }, { "left": "pull_request:47284", "right": "pull_request:47449", "accept": false, - "reason": "MIMO v2 Flash test fix and Qwen3 Omni Moe test fix are separate model-specific changes." + "reason": "Different model fixes with no concrete shared bug path." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Different concerns: deleting CI docker-image builder workflows vs adding exporter test dependencies to torch-light." + "reason": "One removes a Docker image builder workflow, the other adds exporter dependencies to a Dockerfile; related infrastructure, but not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47374", "accept": false, - "reason": "Exporter-test environment setup is unrelated to exporter docs restructuring." + "reason": "Both are docs/build-related, but one is a CPU exporter test image tweak and the other is docs for exporters." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47365", + "accept": false, + "reason": "Both are model-introduction PRs, but they add different models and different codebases." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different models and failure modes; no shared fix." + "reason": "Different models and different XPU/test adjustments; not the same underlying fix." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder comment cleanup and docker-image builder removal are unrelated changes." + "reason": "Doc-builder comment cleanup vs Docker builder removal are different infrastructure changes." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both edit Japanese docs, but one is a DistilBERT translation addition while the other is broader wording cleanup; overlap in toctree is incidental." + "reason": "Both touch Japanese docs, but one is a translation addition and the other is wording cleanup; not the same change." }, { "left": "pull_request:47224", "right": "pull_request:47457", "accept": false, - "reason": "EdgeTam import_or_config fix and Inkling test adjustments are unrelated." + "reason": "EdgeTAM/whisper/tokenizer fixes bundled together vs Inkling test fixes are unrelated." + }, + { + "left": "pull_request:46413", + "right": "pull_request:47216", + "accept": false, + "reason": "Finegrained FP8 loader behavior and compressed-tensors FP8 support are distinct quantization features." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Both concern exporters, but one is dependency/test-environment setup and the other is exporter API/behavior changes; not the same code-path fix." + "reason": "CPU exporter-test Dockerfile changes vs exporter code changes are related but not the same bug or change." }, { "left": "pull_request:47202", "right": "pull_request:47360", "accept": false, - "reason": "Docker builder removal and OTEL CI workflow changes are distinct infrastructure changes." + "reason": "Docker image builder removal vs OTEL workflow routing are unrelated CI changes." }, { "left": "pull_request:47108", "right": "pull_request:47360", "accept": false, - "reason": "Dependabot-friendly doc-builder comments are unrelated to the OTEL CI workflow trim." + "reason": "Different CI/documentation workflows with no shared code-path bug." }, { "left": "pull_request:47292", "right": "pull_request:47457", "accept": false, - "reason": "Different models and failure types; no duplicate relationship." + "reason": "Different model test fixes (`tipsv2_dpt` XPU expectations vs Inkling model internals)." }, { "left": "pull_request:47441", "right": "pull_request:47457", "accept": false, - "reason": "Whisper dtype/max_length test fixes and Inkling test fixes are unrelated." + "reason": "Whisper test adjustments and Inkling model changes are unrelated." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "VITS test re-enable and RT-DETR v2 converter fixes are unrelated." + "reason": "VITS test re-enable vs RT-DETR v2 converter cleanup are different issues." }, { - "left": "pull_request:47291", - "right": "pull_request:47384", + "left": "pull_request:46957", + "right": "pull_request:47365", "accept": false, - "reason": "Deprecating continuous_batching_config and explicit Gemma 4 heterogeneous config handling are separate generation-config changes." + "reason": "Finegrained FP8 decode optimization and a new model addition are unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47275", + "left": "pull_request:47449", + "right": "pull_request:47457", + "accept": false, + "reason": "Qwen3 Omni-MoE model/test fixes and Inkling fixes do not share the same bug." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Compressed-tensors fp8 support and EfficientViT-SAM model addition are unrelated." + "reason": "Different model subsystems and different goals; only the shared large-model theme overlaps." }, { "left": "pull_request:47077", - "right": "pull_request:47275", + "right": "pull_request:47212", "accept": false, - "reason": "Japanese DistilBERT docs and EfficientViT-SAM model addition are unrelated." + "reason": "Japanese doc translation vs KV-cache docs update are different documentation changes." }, { - "left": "pull_request:47294", - "right": "pull_request:47450", + "left": "pull_request:47082", + "right": "pull_request:47365", "accept": false, - "reason": "Both touch integration/kernel dispatch helpers, but they implement different features for different model paths and are not the same fix." + "reason": "Two separate model-addition PRs; same broad pattern, but not the same underlying model or change." }, { - "left": "pull_request:47275", - "right": "pull_request:47301", + "left": "pull_request:47301", + "right": "pull_request:47360", "accept": false, - "reason": "EfficientViT-SAM model addition and MTP docs are unrelated." + "reason": "Docs for MTP support vs CI workflow instrumentation are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47216", + "left": "pull_request:46413", + "right": "pull_request:46957", "accept": false, - "reason": "Finegrained FP8 generation/quantizer changes and compressed-tensors fp8 are different quantization features." + "reason": "Both touch finegrained FP8 integration, but one fixes offline loading and the other changes decode behavior; different bugs." }, { - "left": "pull_request:46381", - "right": "pull_request:47457", + "left": "pull_request:47275", + "right": "pull_request:47360", "accept": false, - "reason": "Tokenizers version pinning and Inkling test fixes are unrelated." + "reason": "EfficientViT-SAM model addition vs CI OTEL workflow are unrelated." }, { - "left": "pull_request:46836", + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Both involve docs/model listings, but one is an N-D parallelism docs refresh and the other is a new model addition." + }, + { + "left": "pull_request:47301", "right": "pull_request:47462", "accept": false, - "reason": "Both touch conversion_mapping, but one is Dinov2/DINO-related model conversion and the other is MTP/GLM OCR mapping; different code paths." + "reason": "MTP docs vs adding MTP support in code are related in topic, but not the same concrete PR change." }, { - "left": "pull_request:47166", - "right": "pull_request:47173", + "left": "pull_request:47294", + "right": "pull_request:47360", "accept": false, - "reason": "GPTQ quantization tests and XPU expectation updates are unrelated." + "reason": "Kernel-native causal_conv1d support vs CI workflow changes are unrelated." }, { - "left": "pull_request:47291", - "right": "pull_request:47384", + "left": "pull_request:46957", + "right": "pull_request:47216", "accept": false, - "reason": "Continuous-batching deprecation and Gemma 4 heterogeneous config changes are different configuration changes." + "reason": "Both are quantization-related, but they target different technologies and code paths." }, { - "left": "pull_request:47216", - "right": "pull_request:47450", + "left": "pull_request:46381", + "right": "pull_request:47457", "accept": false, - "reason": "Compressed-tensors support and linear-attention kernel dispatch simplification are unrelated." + "reason": "Tokenizers version bump / tokenizer API compatibility vs Inkling model fixes are unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47275", + "left": "pull_request:46836", + "right": "pull_request:47462", "accept": false, - "reason": "Doc translation work and new model addition are unrelated." + "reason": "Different features: new OCR model addition vs MTP generation support." }, { - "left": "pull_request:47294", - "right": "pull_request:47450", + "left": "pull_request:47166", + "right": "pull_request:47173", "accept": false, - "reason": "Kernel-native causal_conv1d support and linear-attention dispatch simplification are different features, not one duplicate change." + "reason": "Quantization-test additions for GPTQ/MXFP4 vs XPU expectation fixes across vision models are not the same bug." } ] }, @@ -24766,7 +24858,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-97", + "cluster_id": "cluster-40546-101", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -24775,6 +24867,7 @@ "pull_request:46196", "pull_request:46266", "pull_request:46395", + "pull_request:46413", "pull_request:46509", "pull_request:46604", "pull_request:46658", @@ -24799,6 +24892,8 @@ "pull_request:47216", "pull_request:47243", "pull_request:47275", + "pull_request:47284", + "pull_request:47291", "pull_request:47292", "pull_request:47294", "pull_request:47295", @@ -24809,437 +24904,418 @@ "pull_request:47357", "pull_request:47384", "pull_request:47422", - "pull_request:47447", "pull_request:47449", - "pull_request:47450", "pull_request:47451", "pull_request:47452", - "pull_request:47461", "pull_request:47462" ], "soft_pairs": [ + "pull_request:47291|pull_request:47384", + "pull_request:47216|pull_request:47275", + "pull_request:47077|pull_request:47275", + "pull_request:47275|pull_request:47301", + "pull_request:47216|pull_request:47384", "pull_request:46912|pull_request:47179", + "pull_request:46912|pull_request:47284", "pull_request:46196|pull_request:47202", "pull_request:47204|pull_request:47357", "pull_request:46196|pull_request:47210", - "pull_request:47166|pull_request:47449", "pull_request:47003|pull_request:47204", + "pull_request:47166|pull_request:47449", "pull_request:46836|pull_request:47202", "pull_request:47093|pull_request:47275", "pull_request:47082|pull_request:47462", "pull_request:45157|pull_request:47093", "pull_request:46995|pull_request:47163", + "pull_request:46266|pull_request:47462", "pull_request:45157|pull_request:46395", "pull_request:46836|pull_request:47275", - "pull_request:46266|pull_request:47462", "pull_request:47204|pull_request:47295", "pull_request:47216|pull_request:47462", "pull_request:46912|pull_request:47082", "pull_request:47163|pull_request:47384", "pull_request:44775|pull_request:47301", "pull_request:46196|pull_request:46995", - "pull_request:47301|pull_request:47447", - "pull_request:47447|pull_request:47462", - "pull_request:47447|pull_request:47450", "pull_request:47301|pull_request:47384", "pull_request:47243|pull_request:47304", + "pull_request:47336|pull_request:47384", "pull_request:47077|pull_request:47301", - "pull_request:47243|pull_request:47447", "pull_request:46604|pull_request:47357", "pull_request:47163|pull_request:47451", - "pull_request:44775|pull_request:47077", "pull_request:47082|pull_request:47216", + "pull_request:44775|pull_request:47077", "pull_request:47166|pull_request:47292", "pull_request:47294|pull_request:47320", "pull_request:47113|pull_request:47422", - "pull_request:47163|pull_request:47357", "pull_request:46196|pull_request:47179", + "pull_request:47163|pull_request:47357", "pull_request:47093|pull_request:47143", "pull_request:46509|pull_request:46995", - "pull_request:46995|pull_request:47143", "pull_request:46266|pull_request:47301", - "pull_request:47450|pull_request:47462", - "pull_request:44775|pull_request:47304", + "pull_request:46995|pull_request:47143", + "pull_request:46413|pull_request:47294", "pull_request:47093|pull_request:47163", - "pull_request:47082|pull_request:47210", + "pull_request:44775|pull_request:47304", "pull_request:47179|pull_request:47210", + "pull_request:47082|pull_request:47210", "pull_request:46509|pull_request:47357", "pull_request:46604|pull_request:47003", - "pull_request:47082|pull_request:47108", "pull_request:47078|pull_request:47275", "pull_request:47108|pull_request:47301", "pull_request:43451|pull_request:47357", "pull_request:46266|pull_request:47216", - "pull_request:46266|pull_request:47336", "pull_request:46995|pull_request:47301", "pull_request:47175|pull_request:47179", + "pull_request:47082|pull_request:47108", "pull_request:44775|pull_request:46836", "pull_request:46604|pull_request:46658", "pull_request:47163|pull_request:47179", "pull_request:47320|pull_request:47452", "pull_request:44517|pull_request:45157", + "pull_request:46413|pull_request:47336", "pull_request:47275|pull_request:47336", - "pull_request:47210|pull_request:47304", - "pull_request:46196|pull_request:47461", - "pull_request:47204|pull_request:47422", - "pull_request:47113|pull_request:47452", - "pull_request:47336|pull_request:47357", - "pull_request:46912|pull_request:47078", - "pull_request:46196|pull_request:47450", - "pull_request:47108|pull_request:47204" + "pull_request:47210|pull_request:47304" ], - "prepared_review_unit_hash": "084c3cca603af894aca73cfe5ca1f3b6e2e05d18f09a83af15f88fd2d1ef87e3", + "prepared_review_unit_hash": "53e5a78f790e35f96ba026e9be5fd5367eb280dd3fda38804db1f3eee73a6e02", "component_budget": { - "node_count": 97, - "item_count": 97, - "soft_pair_count": 277, - "serialized_chars": 338403, - "estimated_input_tokens": 84601, - "estimated_eval_tokens": 169458 + "node_count": 101, + "item_count": 101, + "soft_pair_count": 290, + "serialized_chars": 354141, + "estimated_input_tokens": 88536, + "estimated_eval_tokens": 177328 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 69, - "serialized_chars": 141333, - "estimated_input_tokens": 35334, - "estimated_eval_tokens": 70924 + "soft_pair_count": 65, + "serialized_chars": 139247, + "estimated_input_tokens": 34812, + "estimated_eval_tokens": 69880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated model additions, docs-only updates, CI/docker changes, exporter work, attention/backend fixes, and test tweaks. None of the soft pairs looks like the same underlying bug or change, so I would not collapse any of them as duplicates.", + "summary": "This cluster is highly heterogeneous: model additions, docs-only PRs, CI/test fixes, and unrelated backend changes. There is no credible duplicate center, so all soft edges are rejected.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a safe canonical representative; the items span unrelated features and fixes across models, docs, CI, and export/runtime plumbing.", + "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous and none of the PRs are clear duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduping: the cluster is not one coherent change, so picking any PR would be arbitrary.", + "best_pr_reason": "No global best PR for deduping; the items span unrelated changes, so no single PR is a good representative canonical.", "soft_edge_verdicts": [ + { + "left": "pull_request:47291", + "right": "pull_request:47384", + "accept": false, + "reason": "Different features: GenerationConfig deprecation vs Gemma 4 heterogeneous config refactor." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Unrelated changes: compressed-tensors fp8 quantization vs EfficientVit-SAM model support." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Different docs/model areas: Japanese DistilBERT docs vs EfficientVit-SAM support." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "Different deliverables: new model support vs assisted-decoding MTP documentation." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47384", + "accept": false, + "reason": "Different quantization-format work vs Gemma 4 heterogeneous config changes." + }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "Both are RoPE-related only in the broadest sense, but one is test coverage and the other is new Granite SWA model support; different changes." + "reason": "RoPE test updates vs Granite SWA / Granitemoe SWA model support." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE coverage changes vs Mimo v2 flash test fix." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "One is SDPA dispatch for audio models, the other is removing a CI docker builder; unrelated code paths." + "reason": "Audio SDPA dispatch work vs dropping a CI docker-image builder." }, { "left": "pull_request:47204", "right": "pull_request:47357", "accept": false, - "reason": "Exporter test-image dependency changes versus FSDP CI/save logic; not the same bug or feature." + "reason": "CI image dependency setup vs FSDP CI/save changes; different goals." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "Both touch attention internals, but one is model dispatch support and the other is packed-row varlen attention; different fixes." + "reason": "Both touch attention, but one is audio SDPA dispatch and the other routes packed rows through varlen_attn; different bugs." }, { - "left": "pull_request:47166", - "right": "pull_request:47449", + "left": "pull_request:47003", + "right": "pull_request:47204", "accept": false, - "reason": "Quantization test updates versus qwen3_omni_moe model test fixes; unrelated." + "reason": "OpenVINO exporter work vs torch-light dockerfile dependencies." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:47166", + "right": "pull_request:47449", "accept": false, - "reason": "Both are exporter/tooling related, but one adds OpenVINO exporter support and the other changes CI image dependencies." + "reason": "Quantization test expectation tweaks vs Qwen3 Omni-MoE test fix." }, { "left": "pull_request:46836", "right": "pull_request:47202", "accept": false, - "reason": "Unlimited OCR model support versus docker image builder removal; unrelated." + "reason": "Unlimited OCR model addition vs CI docker builder removal." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "Different new models, different architectures, no shared concrete change." + "reason": "OpenPangu-V2 model support vs EfficientVit-SAM model support." }, { "left": "pull_request:47082", "right": "pull_request:47462", "accept": false, - "reason": "RoMa keypoint matcher support versus MTP/GLM OCR generation changes; unrelated." + "reason": "RoMa keypoint matcher vs MTP support for GLM OCR / MRoPEs." }, { "left": "pull_request:45157", "right": "pull_request:47093", "accept": false, - "reason": "PrismML GGUF support versus OpenPangu-V2 model addition; different subsystems." + "reason": "Prism Bonsai GGUF support vs OpenPangu-V2 model addition." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "A backend availability helper change versus XPU test additions; not the same bug." + "reason": "MLU flash-linear-attention availability vs XPU paged-attention tests." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47462", + "accept": false, + "reason": "DINOv2 conversion mapping work vs MTP for GLM OCR." }, { "left": "pull_request:45157", "right": "pull_request:46395", "accept": false, - "reason": "Prism GGUF support versus Param2MoE model support; unrelated." + "reason": "Prism GGUF support vs Param2MoE architecture support." }, { "left": "pull_request:46836", "right": "pull_request:47275", "accept": false, - "reason": "Two different model additions with no shared code path." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47462", - "accept": false, - "reason": "DINO conversion/modernization work versus MTP generation support; unrelated changes." + "reason": "Unlimited OCR vs EfficientVit-SAM; unrelated model additions." }, { "left": "pull_request:46912", "right": "pull_request:47082", "accept": false, - "reason": "RoPE test coverage versus a keypoint matcher model addition; not duplicate work." + "reason": "RoPE tests vs RoMa matcher support." }, { "left": "pull_request:47163", "right": "pull_request:47384", "accept": false, - "reason": "Paged-attention XPU tests versus Gemma4 heterogeneity config changes; different issues." + "reason": "XPU paged-attention tests vs Gemma 4 heterogeneous config refactor." }, { "left": "pull_request:44775", "right": "pull_request:47301", "accept": false, - "reason": "Docs navigation/parallelism updates versus assisted-decoding MTP docs; different documentation topics." + "reason": "N-D parallelism docs vs MTP docs; same docs tree, different topics." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Audio SDPA dispatch versus flash-linear-attention availability on MLU; different backend problems." - }, - { - "left": "pull_request:47301", - "right": "pull_request:47447", - "accept": false, - "reason": "Assisted decoding docs versus cache rollback behavior for speculative decoding; not the same change." + "reason": "Different attention-backend fixes: audio SDPA dispatch vs flash-linear-attention MLU support." }, { "left": "pull_request:47301", "right": "pull_request:47384", "accept": false, - "reason": "MTP documentation versus Gemma4 heterogeneous config implementation; unrelated." - }, - { - "left": "pull_request:47447", - "right": "pull_request:47462", - "accept": false, - "reason": "Cache rollback for speculative decoding versus MTP for GLM OCR; different generation mechanisms." - }, - { - "left": "pull_request:47447", - "right": "pull_request:47450", - "accept": false, - "reason": "Speculative-decoding cache changes versus linear-attention dispatch simplification; unrelated." - }, - { - "left": "pull_request:47301", - "right": "pull_request:47422", - "accept": false, - "reason": "MTP docs versus CI/docker pinning and RNNT fixes; not duplicate." + "reason": "MTP docs vs Gemma 4 heterogeneous config; unrelated changes." }, { "left": "pull_request:47243", "right": "pull_request:47304", "accept": false, - "reason": "Executorch exporter fixes versus MPS graph-cache docs cleanup; unrelated." + "reason": "Executorch exporter fixes vs MPS graph-cache docs." }, { "left": "pull_request:47077", "right": "pull_request:47301", "accept": false, - "reason": "Japanese docs translation updates versus English MTP docs; different documentation work." + "reason": "Japanese DistilBERT docs vs MTP support docs." }, { - "left": "pull_request:47243", - "right": "pull_request:47447", + "left": "pull_request:47336", + "right": "pull_request:47384", "accept": false, - "reason": "Executorch exporter fixes versus cache rollback support; different code paths." + "reason": "Offloading save bugfix vs Gemma 4 heterogeneous config refactor." }, { - "left": "pull_request:46604", - "right": "pull_request:47357", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "Mistral tekken tokenizer utilities versus FSDP CI/save changes; unrelated." + "reason": "OpenPangu-V2 model support vs NeuCodec model support." }, { - "left": "pull_request:47163", - "right": "pull_request:47451", + "left": "pull_request:46509", + "right": "pull_request:46995", "accept": false, - "reason": "XPU paged-attention tests versus attention-interface value padding; different problems." + "reason": "Nemotron Omni model support vs MLU flash-linear-attention availability." }, { - "left": "pull_request:44775", - "right": "pull_request:47077", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "English distributed-training docs versus Japanese DistilBERT docs translation; unrelated." + "reason": "DINOv2 conversion mapping vs compressed-tensors fp8 quantization." }, { - "left": "pull_request:47082", - "right": "pull_request:47216", + "left": "pull_request:46995", + "right": "pull_request:47301", "accept": false, - "reason": "RoMa model support versus compressed-tensors FP8 quantization support; different features." + "reason": "Hardware-backend availability fix vs MTP documentation." }, { - "left": "pull_request:47166", - "right": "pull_request:47292", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Quantization test edits versus TipsV2 DPT XPU test fixes; unrelated." + "reason": "Olmo3 CI expectation update vs Granite SWA / Granitemoe SWA model support." }, { - "left": "pull_request:47294", - "right": "pull_request:47320", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "Kernel-native causal-conv work versus response-schema deprecation; different areas." + "reason": "RoMa matcher vs packed SDPA varlen-attention routing." }, { "left": "pull_request:47113", "right": "pull_request:47422", "accept": false, - "reason": "Audio feature/proc requirement fixes versus CI image torch pinning and RNNT break fix; unrelated." - }, - { - "left": "pull_request:47320", - "right": "pull_request:47452", - "accept": false, - "reason": "Response-schema deprecation versus LFM2/Mamba-style model alignment work; not the same change." - }, - { - "left": "pull_request:44517", - "right": "pull_request:45157", - "accept": false, - "reason": "Qwen3-TTS model support versus Prism GGUF dequantization support; unrelated." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47336", - "accept": false, - "reason": "EfficientViT-SAM model support versus offloaded model saving bugfix; unrelated." + "reason": "Audio feature/proc requirements fix vs torchaudio pinning and quantization CI." }, { - "left": "pull_request:47210", - "right": "pull_request:47304", + "left": "pull_request:46196", + "right": "pull_request:47179", "accept": false, - "reason": "Packed SDPA runtime change versus MPS graph-cache docs cleanup; unrelated." + "reason": "Audio SDPA dispatch vs Granite SWA model support." }, { - "left": "pull_request:46196", - "right": "pull_request:47461", + "left": "pull_request:47163", + "right": "pull_request:47357", "accept": false, - "reason": "Audio SDPA dispatch versus Wav2Vec2Phoneme tokenizer language-state fix; different code paths." + "reason": "Paged-attention XPU tests vs FSDP CI/save changes." }, { - "left": "pull_request:47204", - "right": "pull_request:47422", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "CI/exporter dependencies versus torch pinning in quantization docker; related to CI, but not the same concrete issue." + "reason": "OpenPangu-V2 vs NeuCodec; separate model additions." }, { - "left": "pull_request:47336", + "left": "pull_request:46509", "right": "pull_request:47357", "accept": false, - "reason": "Fully offloaded save bugfix versus FSDP CI/end-to-end tests; different problems." + "reason": "Nemotron Omni model support vs FSDP CI/save changes." }, { - "left": "pull_request:46912", - "right": "pull_request:47078", + "left": "pull_request:46604", + "right": "pull_request:47003", "accept": false, - "reason": "RoPE testing updates versus Japanese documentation wording improvements; unrelated." + "reason": "Mistral tekken tokenizer utilities vs OpenVINO exporter." }, { - "left": "pull_request:46196", - "right": "pull_request:47450", + "left": "pull_request:46413", + "right": "pull_request:47294", "accept": false, - "reason": "Audio SDPA dispatch versus linear-attention function dispatch simplification; different attention backends and code paths." + "reason": "Finegrained-fp8 offline-loading fix vs causal_conv1d kernel plumbing." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 model support versus XPU paged-attention tests; unrelated." + "reason": "OpenPangu-V2 model support vs XPU paged-attention tests." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:44775", + "right": "pull_request:47304", "accept": false, - "reason": "RoMa model addition versus packed SDPA varlen attention; unrelated." + "reason": "N-D parallelism docs vs MPS graph-cache docs." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite SWA model support versus packed SDPA runtime change; not duplicate work." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47357", - "accept": false, - "reason": "Nemotron Omni model support versus FSDP CI/save changes; unrelated." - }, - { - "left": "pull_request:46604", - "right": "pull_request:47003", - "accept": false, - "reason": "Mistral tokenizer conversion utilities versus OpenVINO exporter support; both tooling-related but different concrete features." + "reason": "Granite SWA model support vs packed SDPA varlen-attention." }, { "left": "pull_request:47082", - "right": "pull_request:47108", + "right": "pull_request:47275", "accept": false, - "reason": "Model support versus doc-builder comment tweak; unrelated." + "reason": "RoMa keypoint matcher vs EfficientVit-SAM model support." }, { "left": "pull_request:47078", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs wording changes versus EfficientViT-SAM model support; unrelated." + "reason": "Japanese wording cleanup vs EfficientVit-SAM model support." }, { - "left": "pull_request:47163", - "right": "pull_request:47357", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "XPU paged-attention tests versus FSDP CI/save work; different issues." + "reason": "Quantization test updates vs XPU test fixes for tipsv2_dpt." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:47294", + "right": "pull_request:47320", "accept": false, - "reason": "RoMa keypoint matcher support versus packed SDPA varlen routing; unrelated." + "reason": "Kernel-native causal_conv1d functions vs response_schema deprecation." }, { - "left": "pull_request:46196", - "right": "pull_request:47461", + "left": "pull_request:47113", + "right": "pull_request:47422", "accept": false, - "reason": "Audio SDPA dispatch versus stale phonemizer language fix; different subsystems." + "reason": "Audio backend requirement fixes vs torchaudio pinning / quantization CI." }, { - "left": "pull_request:47204", - "right": "pull_request:47422", + "left": "pull_request:47163", + "right": "pull_request:47451", "accept": false, - "reason": "Exporter/CI image dependency changes versus quantization docker torch pinning; related only at the CI level, not the same bug." + "reason": "Paged-attention XPU tests vs attention value-padding interface change." }, { - "left": "pull_request:47108", - "right": "pull_request:47204", + "left": "pull_request:47452", + "right": "pull_request:47462", + "accept": false, + "reason": "Mamba/RoPE coverage and standards cleanup vs MTP support for GLM OCR." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47304", "accept": false, - "reason": "Doc-builder comment update versus docker exporter-test dependency additions; unrelated." + "reason": "Packed SDPA varlen-attention routing vs MPS graph-cache docs." } ] }, @@ -25261,33 +25337,32 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-97", + "cluster_id": "cluster-40546-101", "nodes": [ - "pull_request:41855", - "pull_request:43424", "pull_request:43451", "pull_request:44517", "pull_request:45157", "pull_request:45273", "pull_request:46196", - "pull_request:46266", - "pull_request:46381", + "pull_request:46413", "pull_request:46556", "pull_request:46604", "pull_request:46658", "pull_request:46836", "pull_request:46912", + "pull_request:46917", "pull_request:46957", "pull_request:47077", "pull_request:47078", - "pull_request:47096", "pull_request:47105", + "pull_request:47108", "pull_request:47113", "pull_request:47143", "pull_request:47163", "pull_request:47166", "pull_request:47175", "pull_request:47179", + "pull_request:47204", "pull_request:47210", "pull_request:47216", "pull_request:47243", @@ -25301,410 +25376,455 @@ "pull_request:47320", "pull_request:47322", "pull_request:47336", + "pull_request:47357", "pull_request:47360", "pull_request:47367", + "pull_request:47387", "pull_request:47422", "pull_request:47438", - "pull_request:47447", "pull_request:47451", "pull_request:47452", - "pull_request:47457", "pull_request:47461", - "pull_request:47462" + "pull_request:47468", + "pull_request:47469" ], "soft_pairs": [ + "pull_request:46196|pull_request:47461", + "pull_request:47204|pull_request:47422", + "pull_request:47336|pull_request:47357", + "pull_request:47113|pull_request:47452", + "pull_request:46912|pull_request:47078", + "pull_request:47108|pull_request:47204", "pull_request:47360|pull_request:47422", - "pull_request:47336|pull_request:47447", + "pull_request:46917|pull_request:47077", "pull_request:47179|pull_request:47301", "pull_request:47175|pull_request:47461", - "pull_request:47322|pull_request:47451", "pull_request:47291|pull_request:47451", + "pull_request:47322|pull_request:47451", "pull_request:46556|pull_request:46836", "pull_request:47216|pull_request:47336", + "pull_request:47322|pull_request:47469", "pull_request:47166|pull_request:47422", - "pull_request:47275|pull_request:47422", "pull_request:47298|pull_request:47438", + "pull_request:47275|pull_request:47422", "pull_request:46912|pull_request:47294", + "pull_request:46917|pull_request:47306", "pull_request:47143|pull_request:47320", + "pull_request:46917|pull_request:47367", "pull_request:47175|pull_request:47294", "pull_request:47175|pull_request:47438", + "pull_request:47294|pull_request:47469", "pull_request:47216|pull_request:47243", "pull_request:47077|pull_request:47461", "pull_request:45273|pull_request:47451", + "pull_request:46917|pull_request:47301", "pull_request:47216|pull_request:47294", + "pull_request:46196|pull_request:47301", + "pull_request:47243|pull_request:47301", + "pull_request:46917|pull_request:47304", "pull_request:47078|pull_request:47452", - "pull_request:47175|pull_request:47447", + "pull_request:46413|pull_request:47113", "pull_request:46912|pull_request:47438", "pull_request:47105|pull_request:47298", + "pull_request:47294|pull_request:47461", "pull_request:47078|pull_request:47322", - "pull_request:47322|pull_request:47461", "pull_request:45157|pull_request:46658", "pull_request:44517|pull_request:47301", "pull_request:47294|pull_request:47438", "pull_request:47113|pull_request:47304", "pull_request:46912|pull_request:47291", - "pull_request:47438|pull_request:47447", - "pull_request:43451|pull_request:44517", "pull_request:45273|pull_request:46196", + "pull_request:43451|pull_request:44517", + "pull_request:47306|pull_request:47469", "pull_request:46556|pull_request:47301", + "pull_request:47387|pull_request:47469", "pull_request:44517|pull_request:47143", "pull_request:44517|pull_request:47163", "pull_request:47210|pull_request:47291", + "pull_request:47163|pull_request:47468", "pull_request:46604|pull_request:47163", - "pull_request:47113|pull_request:47175", - "pull_request:43451|pull_request:47451", - "pull_request:43451|pull_request:46556", - "pull_request:46556|pull_request:47096", - "pull_request:46957|pull_request:47360", + "pull_request:47298|pull_request:47469", "pull_request:45273|pull_request:46556", - "pull_request:46381|pull_request:47322", - "pull_request:46957|pull_request:47301", - "pull_request:43451|pull_request:46604", - "pull_request:47298|pull_request:47447", - "pull_request:47113|pull_request:47275", - "pull_request:47077|pull_request:47367", - "pull_request:45273|pull_request:47447", - "pull_request:46266|pull_request:47452", - "pull_request:45273|pull_request:47294", - "pull_request:47294|pull_request:47306", - "pull_request:47210|pull_request:47367", - "pull_request:47275|pull_request:47367", - "pull_request:46957|pull_request:47336", - "pull_request:43451|pull_request:46381", - "pull_request:46381|pull_request:47096", - "pull_request:47166|pull_request:47457", - "pull_request:45273|pull_request:47243", - "pull_request:47322|pull_request:47462", - "pull_request:41855|pull_request:43424" + "pull_request:46957|pull_request:47360", + "pull_request:43451|pull_request:47451", + "pull_request:43451|pull_request:46556" ], - "prepared_review_unit_hash": "a011fd171f8e6d0945ffaa65bd93cd3cc82878cdc238f87b436266aecfb8b608", + "prepared_review_unit_hash": "de41add2a8530be2be2d8a6d879c11387214683f6fdb7e9e4e17e31b14cfc921", "component_budget": { - "node_count": 97, - "item_count": 97, - "soft_pair_count": 277, - "serialized_chars": 338403, - "estimated_input_tokens": 84601, - "estimated_eval_tokens": 169458 + "node_count": 101, + "item_count": 101, + "soft_pair_count": 290, + "serialized_chars": 354141, + "estimated_input_tokens": 88536, + "estimated_eval_tokens": 177328 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 63, - "serialized_chars": 137099, - "estimated_input_tokens": 34275, - "estimated_eval_tokens": 68806 + "soft_pair_count": 59, + "serialized_chars": 132950, + "estimated_input_tokens": 33238, + "estimated_eval_tokens": 66732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated PRs with superficial similarity from shared subsystems like model additions, export, generation, docs, and CI. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.95, + "summary": "This is a broad false-positive similarity cluster: unrelated model additions, docs-only updates, CI/config changes, and a few isolated bug fixes. I don\u2019t see any convincing duplicate pair.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster is a loose similarity bucket with unrelated docs, model additions, CI, and bugfixes.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a safe representative for the cluster; the apparent links are superficial rather than the same underlying change.", "soft_edge_verdicts": [ { - "left": "pull_request:47360", + "left": "pull_request:46196", + "right": "pull_request:47461", + "accept": false, + "reason": "Different changes: SDPA dispatch across audio models vs a Wav2Vec2Phoneme tokenizer language-state fix." + }, + { + "left": "pull_request:47204", "right": "pull_request:47422", "accept": false, - "reason": "Different CI concerns: OTEL workflow instrumentation vs torch/torchaudio pinning and quantization image fixes." + "reason": "Unrelated: Docker adds ONNX/ExecuTorch for exporter tests vs torchaudio pinning and RNNT fixes." }, { "left": "pull_request:47336", - "right": "pull_request:47447", + "right": "pull_request:47357", + "accept": false, + "reason": "Different code paths: fully offloaded model saving bugfix vs FSDP CI/test infrastructure." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47452", + "accept": false, + "reason": "Audio feature/processor requirement fixes vs LFM2 model alignment work." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE test coverage changes vs Japanese documentation wording updates." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47204", "accept": false, - "reason": "One fixes fully offloaded model saving; the other adds sliding-window cache rollback for speculative decoding. Different code paths." + "reason": "Doc-builder comment tweak vs exporter-test Docker dependency additions." + }, + { + "left": "pull_request:47360", + "right": "pull_request:47422", + "accept": false, + "reason": "OTEL CI workflow pilot vs Docker pinning and RNNT break fix." + }, + { + "left": "pull_request:46917", + "right": "pull_request:47077", + "accept": false, + "reason": "Training-args cleanup vs Japanese DistilBERT docs translation." }, { "left": "pull_request:47179", "right": "pull_request:47301", "accept": false, - "reason": "New Granite-SWA model support is unrelated to assisted decoding docs for multi-token prediction." + "reason": "Granite SWA model support vs assisted-decoding docs for MTP." }, { "left": "pull_request:47175", "right": "pull_request:47461", "accept": false, - "reason": "CI expectation updates for Olmo3 are unrelated to the stale phonemizer language bug in Wav2Vec2Phoneme." + "reason": "Olmo3 CI expectation updates vs tokenizer phonemizer bugfix." }, { - "left": "pull_request:47322", + "left": "pull_request:47291", "right": "pull_request:47451", "accept": false, - "reason": "Quark config/version handling is unrelated to moving value padding into attention interfaces." + "reason": "GenerationConfig deprecation vs attention value-padding change." }, { - "left": "pull_request:47291", + "left": "pull_request:47322", "right": "pull_request:47451", "accept": false, - "reason": "Deprecating ContinuousBatchingConfig from generation config is a different change from attention value padding." + "reason": "Quark config/API fix vs attention interface padding fix." }, { "left": "pull_request:46556", "right": "pull_request:46836", "accept": false, - "reason": "Image size utility support for PIL images is not the same change as adding Unlimited OCR model support." + "reason": "Image-size/processor compatibility updates vs Unlimited OCR model addition." }, { "left": "pull_request:47216", "right": "pull_request:47336", "accept": false, - "reason": "Compressed-tensors FP8 integration is unrelated to offloaded model saving behavior." + "reason": "Compressed-tensors quantization integration vs fully offloaded save bugfix." + }, + { + "left": "pull_request:47322", + "right": "pull_request:47469", + "accept": false, + "reason": "Quark version/API change vs mutable defaults bugfix." }, { "left": "pull_request:47166", "right": "pull_request:47422", "accept": false, - "reason": "Quantization test tweaks for GPTQ/MXFP4 are unrelated to the CI torch pinning fix." + "reason": "Quantization test updates vs Docker pinning and RNNT fix." }, { "left": "pull_request:47275", "right": "pull_request:47422", "accept": false, - "reason": "Adding EfficientVit-SAM is a new model PR, not the same as fixing CI torch/torchaudio versioning." + "reason": "EfficientViT-SAM model addition vs torchaudio pinning/Docker fix." }, { - "left": "pull_request:47298", - "right": "pull_request:47438", + "left": "pull_request:46912", + "right": "pull_request:47294", "accept": false, - "reason": "MI450 model failures and less-materialized masks both touch runtime behavior, but the concrete problems and fixes are different." + "reason": "RoPE testing changes vs kernel-native causal_conv1d utilities." }, { - "left": "pull_request:46912", - "right": "pull_request:47294", + "left": "pull_request:46917", + "right": "pull_request:47306", "accept": false, - "reason": "RoPE test coverage and kernel-native causal_conv1d functions are separate infrastructure changes." + "reason": "Training-args cleanup vs Neuron experiments script changes." }, { "left": "pull_request:47143", "right": "pull_request:47320", "accept": false, - "reason": "NeuCodec model support is unrelated to deprecating the old response schema in CLI serving." + "reason": "NeuCodec model support vs response_schema deprecation." + }, + { + "left": "pull_request:46917", + "right": "pull_request:47367", + "accept": false, + "reason": "Training-args cleanup vs pipeline device-placement clarification." }, { "left": "pull_request:47175", "right": "pull_request:47294", "accept": false, - "reason": "Olmo3 CI output updates do not match the causal_conv1d kernel integration work." + "reason": "Olmo3 CI updates vs causal_conv1d kernel support." }, { "left": "pull_request:47175", "right": "pull_request:47438", "accept": false, - "reason": "CI expectation updates for a model test are not the same as boolean mask materialization changes." + "reason": "Olmo3 CI expectations vs mask materialization optimization." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47469", + "accept": false, + "reason": "causal_conv1d kernel support vs mutable defaults bugfix." }, { "left": "pull_request:47216", "right": "pull_request:47243", "accept": false, - "reason": "Compressed-tensors FP8 work and Executorch exporter fixes are both infra-related but fix different mechanisms." + "reason": "Compressed-tensors work vs ExecuTorch exporter fixes." }, { "left": "pull_request:47077", "right": "pull_request:47461", "accept": false, - "reason": "Japanese docs translation edits are unrelated to the Wav2Vec2Phoneme language-state bug." + "reason": "Japanese DistilBERT docs vs Wav2Vec2Phoneme tokenizer fix." }, { "left": "pull_request:45273", "right": "pull_request:47451", "accept": false, - "reason": "Liger eval OOM fix in Trainer is unrelated to attention interface value padding." + "reason": "Liger eval OOM fix vs attention value-padding change." + }, + { + "left": "pull_request:46917", + "right": "pull_request:47301", + "accept": false, + "reason": "Training-args cleanup vs MTP docs addition." }, { "left": "pull_request:47216", "right": "pull_request:47294", "accept": false, - "reason": "Compressed-tensors integration is unrelated to kernel-native causal_conv1d support." + "reason": "Compressed-tensors fp8 integration vs causal_conv1d kernel support." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47301", + "accept": false, + "reason": "SDPA dispatch across audio models vs MTP docs." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47301", + "accept": false, + "reason": "ExecuTorch exporter fixes vs MTP docs." + }, + { + "left": "pull_request:46917", + "right": "pull_request:47304", + "accept": false, + "reason": "Training-args cleanup vs MPS graph cache documentation cleanup." }, { "left": "pull_request:47078", "right": "pull_request:47452", "accept": false, - "reason": "Japanese wording/doc updates are unrelated to the broader Mamba alignment refactor." + "reason": "Japanese wording cleanup vs LFM2 model alignment work." }, { - "left": "pull_request:47175", - "right": "pull_request:47447", + "left": "pull_request:46413", + "right": "pull_request:47113", "accept": false, - "reason": "Model CI expectation churn and speculative-decoding cache rollback are different issues." + "reason": "finegrained-fp8 offline loading vs audio requirements fixes." }, { "left": "pull_request:46912", "right": "pull_request:47438", "accept": false, - "reason": "RoPE test coverage and less-materialized masks are different attention-related changes, not one bug." + "reason": "RoPE testing updates vs less-materialized masks." }, { "left": "pull_request:47105", "right": "pull_request:47298", "accept": false, - "reason": "Re-enabling a VITS test is unrelated to MI450 hardware model failures." + "reason": "VITS test re-enable vs MI450 image-loading/model failures." }, { - "left": "pull_request:47078", - "right": "pull_request:47322", + "left": "pull_request:47294", + "right": "pull_request:47461", "accept": false, - "reason": "Japanese doc wording is unrelated to Quark config class changes." + "reason": "causal_conv1d kernel support vs stale phonemizer-language fix." }, { - "left": "pull_request:47322", - "right": "pull_request:47461", + "left": "pull_request:47078", + "right": "pull_request:47322", "accept": false, - "reason": "Quark quantization config changes are unrelated to the stale phonemizer language fix." + "reason": "Japanese wording cleanup vs Quark config changes." }, { "left": "pull_request:45157", "right": "pull_request:46658", "accept": false, - "reason": "Both are large model-support efforts, but they target different architectures and codepaths with no shared bug/change." + "reason": "PrismML Bonsai support vs Step-3.7-Flash model build." }, { "left": "pull_request:44517", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-TTS model support is unrelated to assisted-decoding docs for MTP." + "reason": "Qwen3-TTS support vs MTP documentation." }, { "left": "pull_request:47294", "right": "pull_request:47438", "accept": false, - "reason": "Kernel-native causal_conv1d support and less-materialized masks are distinct optimization paths." + "reason": "causal_conv1d kernel support vs mask-bool optimization." }, { "left": "pull_request:47113", - "right": "pull_request:47243", - "accept": false, - "reason": "Audio feature/proc requirement decorators are unrelated to Executorch exporter fixes." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47143", - "accept": false, - "reason": "Qwen3-TTS support and NeuCodec support are different model additions." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47163", + "right": "pull_request:47304", "accept": false, - "reason": "Qwen3-TTS model support is unrelated to XPU paged-attention test coverage." + "reason": "Audio requirements fixes vs MPS graph-cache docs." }, { - "left": "pull_request:47210", + "left": "pull_request:46912", "right": "pull_request:47291", "accept": false, - "reason": "Packed SDPA varlen routing and generation config deprecation are unrelated." - }, - { - "left": "pull_request:46604", - "right": "pull_request:47163", - "accept": false, - "reason": "Mistral tekken tokenizer utilities are unrelated to XPU paged-attention tests." + "reason": "RoPE test updates vs CB deprecation." }, { - "left": "pull_request:47113", - "right": "pull_request:47175", + "left": "pull_request:45273", + "right": "pull_request:46196", "accept": false, - "reason": "Audio requirement fixes do not match Olmo3 CI expectation updates." + "reason": "Liger eval OOM fix vs SDPA dispatch across audio models." }, { "left": "pull_request:43451", - "right": "pull_request:47451", + "right": "pull_request:44517", "accept": false, - "reason": "Molmo2 model support and attention value padding are completely different changes." + "reason": "Molmo2 support vs Qwen3-TTS support; different model additions." }, { - "left": "pull_request:43451", - "right": "pull_request:46556", + "left": "pull_request:47306", + "right": "pull_request:47469", "accept": false, - "reason": "Molmo2 model support is unrelated to PIL image size handling in image_utils." + "reason": "Neuron experiments vs mutable defaults bugfix." }, { "left": "pull_request:46556", - "right": "pull_request:47096", - "accept": false, - "reason": "Image utility changes are unrelated to Exportable Kimi exporter support." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47360", - "accept": false, - "reason": "Finegrained FP8 fused-kernel logic is unrelated to the OTEL CI workflow change." - }, - { - "left": "pull_request:45273", - "right": "pull_request:47447", + "right": "pull_request:47301", "accept": false, - "reason": "Trainer eval OOM fix and cache rollback for speculative decoding are different generation/training paths." + "reason": "Processor/image utility updates vs MTP docs." }, { - "left": "pull_request:46266", - "right": "pull_request:47452", + "left": "pull_request:47387", + "right": "pull_request:47469", "accept": false, - "reason": "DINO modernization work and Mamba coverage refactors are separate model-family changes." + "reason": "One-to-many conversion WIP vs mutable defaults bugfix." }, { - "left": "pull_request:45273", - "right": "pull_request:47294", + "left": "pull_request:44517", + "right": "pull_request:47143", "accept": false, - "reason": "Trainer eval logits handling and causal_conv1d kernel integration are unrelated." + "reason": "Qwen3-TTS support vs NeuCodec support." }, { - "left": "pull_request:47294", - "right": "pull_request:47306", + "left": "pull_request:44517", + "right": "pull_request:47163", "accept": false, - "reason": "Kernel-native causal_conv1d functions and Neuron experiment scripts are unrelated." + "reason": "Qwen3-TTS support vs XPU paged-attention tests." }, { - "left": "pull_request:47077", - "right": "pull_request:47367", + "left": "pull_request:47210", + "right": "pull_request:47291", "accept": false, - "reason": "Japanese translation edits are unrelated to pipeline device-placement clarification." + "reason": "SDPA packed-varlen attention routing vs CB deprecation." }, { - "left": "pull_request:46957", - "right": "pull_request:47336", + "left": "pull_request:47163", + "right": "pull_request:47468", "accept": false, - "reason": "Finegrained FP8 decoding optimizations and fully offloaded model saving are unrelated." + "reason": "XPU paged-attention tests vs torch_float casting fix." }, { - "left": "pull_request:43451", - "right": "pull_request:46381", + "left": "pull_request:46604", + "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 model support is unrelated to allowing tokenizers 0.23.1." + "reason": "Mistral tekken tokenizer utilities vs XPU paged-attention tests." }, { - "left": "pull_request:46381", - "right": "pull_request:47096", + "left": "pull_request:47298", + "right": "pull_request:47469", "accept": false, - "reason": "Tokenizer dependency/version compatibility changes are unrelated to Exportable Kimi." + "reason": "MI450 model-failure fixes vs mutable defaults bugfix." }, { - "left": "pull_request:47166", - "right": "pull_request:47457", + "left": "pull_request:45273", + "right": "pull_request:46556", "accept": false, - "reason": "Quantization test extension and Inkling test fixes are different test suites for different subsystems." + "reason": "Liger eval OOM fix vs processor updates." }, { - "left": "pull_request:45273", - "right": "pull_request:47243", + "left": "pull_request:46957", + "right": "pull_request:47360", "accept": false, - "reason": "Liger eval OOM behavior and Executorch exporter fixes are not the same code-path problem." + "reason": "Finegrained FP8 kernel changes vs OTEL CI workflow pilot." }, { - "left": "pull_request:47322", - "right": "pull_request:47462", + "left": "pull_request:43451", + "right": "pull_request:47451", "accept": false, - "reason": "Quark config changes and MTP support for GLM OCR/MROPEs are unrelated features." + "reason": "Molmo2 model support vs attention padding fix." }, { - "left": "pull_request:41855", - "right": "pull_request:43424", + "left": "pull_request:43451", + "right": "pull_request:46556", "accept": false, - "reason": "Mistral missing tokenizer methods and Executorch dynamic-shape tests do not fix the same problem." + "reason": "Molmo2 model support vs processor updates." } ] }, @@ -25726,63 +25846,85 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-97", + "cluster_id": "cluster-40546-101", "nodes": [ "pull_request:41855", "pull_request:42668", "pull_request:43251", "pull_request:43424", + "pull_request:43451", "pull_request:43823", "pull_request:43995", "pull_request:44827", - "pull_request:45157", "pull_request:45170", "pull_request:45213", + "pull_request:45273", "pull_request:45655", "pull_request:46048", - "pull_request:46509", - "pull_request:46658", + "pull_request:46266", + "pull_request:46381", + "pull_request:46556", + "pull_request:46604", "pull_request:46687", - "pull_request:46836", - "pull_request:46912", - "pull_request:47003", "pull_request:47077", - "pull_request:47122", + "pull_request:47096", + "pull_request:47113", "pull_request:47123", "pull_request:47124", - "pull_request:47143", - "pull_request:47163", "pull_request:47166", - "pull_request:47173", "pull_request:47175", "pull_request:47210", - "pull_request:47216", "pull_request:47243", "pull_request:47266", + "pull_request:47275", "pull_request:47280", "pull_request:47281", "pull_request:47282", - "pull_request:47291", - "pull_request:47292", + "pull_request:47294", + "pull_request:47298", "pull_request:47301", - "pull_request:47304", + "pull_request:47306", "pull_request:47310", "pull_request:47322", - "pull_request:47336", + "pull_request:47367", "pull_request:47380", - "pull_request:47387", + "pull_request:47438", "pull_request:47443", - "pull_request:47444", "pull_request:47445", - "pull_request:47449", - "pull_request:47461" + "pull_request:47452", + "pull_request:47457", + "pull_request:47461", + "pull_request:47462", + "pull_request:47468" ], "soft_pairs": [ - "pull_request:41855|pull_request:43823", - "pull_request:42668|pull_request:43823", - "pull_request:43424|pull_request:47301", - "pull_request:43823|pull_request:45655", - "pull_request:44827|pull_request:45170", + "pull_request:46556|pull_request:47096", + "pull_request:47113|pull_request:47175", + "pull_request:46381|pull_request:47322", + "pull_request:43451|pull_request:46604", + "pull_request:47077|pull_request:47367", + "pull_request:47175|pull_request:47468", + "pull_request:46266|pull_request:47452", + "pull_request:47298|pull_request:47468", + "pull_request:45273|pull_request:47294", + "pull_request:47294|pull_request:47306", + "pull_request:47113|pull_request:47438", + "pull_request:43451|pull_request:47468", + "pull_request:47096|pull_request:47468", + "pull_request:47298|pull_request:47457", + "pull_request:47210|pull_request:47367", + "pull_request:47275|pull_request:47367", + "pull_request:47166|pull_request:47457", + "pull_request:43451|pull_request:46381", + "pull_request:46381|pull_request:47096", + "pull_request:45273|pull_request:47243", + "pull_request:47322|pull_request:47462", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43424|pull_request:47301", + "pull_request:43823|pull_request:45655", + "pull_request:44827|pull_request:45170", "pull_request:43424|pull_request:44827", "pull_request:43823|pull_request:43995", "pull_request:43251|pull_request:43823", @@ -25805,289 +25947,330 @@ "pull_request:47124|pull_request:47310", "pull_request:47280|pull_request:47380", "pull_request:47443|pull_request:47445", - "pull_request:47280|pull_request:47281", - "pull_request:47443|pull_request:47444", - "pull_request:47310|pull_request:47380", - "pull_request:47280|pull_request:47310", - "pull_request:47380|pull_request:47444", - "pull_request:47122|pull_request:47281", - "pull_request:47266|pull_request:47444", - "pull_request:47122|pull_request:47123", - "pull_request:47444|pull_request:47445", - "pull_request:47266|pull_request:47445", - "pull_request:47280|pull_request:47444", - "pull_request:47123|pull_request:47444", - "pull_request:47281|pull_request:47443", - "pull_request:47122|pull_request:47310", - "pull_request:47173|pull_request:47449", - "pull_request:47292|pull_request:47449", - "pull_request:47173|pull_request:47292", - "pull_request:46912|pull_request:47175", - "pull_request:47301|pull_request:47304", - "pull_request:47216|pull_request:47301", - "pull_request:47077|pull_request:47304", - "pull_request:46658|pull_request:46836", - "pull_request:47210|pull_request:47301", - "pull_request:47163|pull_request:47166", - "pull_request:47003|pull_request:47243", - "pull_request:46509|pull_request:47143", - "pull_request:46509|pull_request:47163", - "pull_request:45157|pull_request:46836", - "pull_request:47291|pull_request:47322", - "pull_request:46836|pull_request:47387", - "pull_request:45157|pull_request:46509", - "pull_request:47301|pull_request:47336" + "pull_request:47280|pull_request:47281" ], - "prepared_review_unit_hash": "c6f570b00e017e0f1ae191eebff1baf90d3d8c998d5141191d682b9b29e5ef88", + "prepared_review_unit_hash": "4a2418b19b837a1c8394a2c6d3ac2787f80316692831d804f4f013320f0413f9", "component_budget": { - "node_count": 97, - "item_count": 97, - "soft_pair_count": 277, - "serialized_chars": 338403, - "estimated_input_tokens": 84601, - "estimated_eval_tokens": 169458 + "node_count": 101, + "item_count": 101, + "soft_pair_count": 290, + "serialized_chars": 354141, + "estimated_input_tokens": 88536, + "estimated_eval_tokens": 177328 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 59, - "serialized_chars": 128019, - "estimated_input_tokens": 32005, - "estimated_eval_tokens": 64266 + "soft_pair_count": 50, + "serialized_chars": 124688, + "estimated_input_tokens": 31172, + "estimated_eval_tokens": 62600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose cluster of mostly unrelated PRs. The only clear duplicate groups are the Wav2Vec2Phoneme tokenizer stale-language fix, the MiniMax-M3-VL OOM/offload test fix, the Mamba2 OOM test fix, and the DeepSeek v3/v32 code-cleanup trio. Most other pairs are different features, models, or docs work and should stay separate.", - "confidence": 0.64, + "summary": "Mostly a heterogeneous mix of unrelated PRs, with only a few true duplicate pairs. The clear duplicate clusters are the Wav2Vec2Phoneme tokenizer state fix, MiniMax-M3-VL offload-folder test fixes, and Mamba2 OOM test fixes; most other soft edges are false positives from broad similarity in tests/model-creation work.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "47443 is the best canonical PR anchor because it contains the core shared DeepSeek v3/v32 model-code change that the other true duplicate PRs mirror, while the remaining accepted groups are smaller follow-up test fixes.", + "canonical_pr_reason": "PR 47461 is the cleanest canonical duplicate anchor: it is a narrow single-file bug fix, has an explicit issue target, and matches its twin PR 46687 almost exactly.", "best_issue_reason": null, - "best_pr_reason": "47443 is the strongest overall representative of the genuine duplicate subcluster: it carries the shared code-path fix across multiple model files and is more central than the smaller test-only variants.", + "best_pr_reason": "PR 47461 is the best global representative for dedupe within this set because it is tightly scoped, clearly documented, and has the strongest one-to-one duplicate evidence.", "soft_edge_verdicts": [ + { + "left": "pull_request:46556", + "right": "pull_request:47096", + "accept": false, + "reason": "Broad processor/image-utils cleanup versus a Kimi exporter/model PR; no shared bug or code path." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47175", + "accept": false, + "reason": "Audio feature/processor requirement fixes are unrelated to Olmo3 CI expectation updates." + }, + { + "left": "pull_request:46381", + "right": "pull_request:47322", + "accept": false, + "reason": "Tokenizer version support and Quark config-class changes touch unrelated subsystems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46604", + "accept": false, + "reason": "New Molmo2 model addition is unrelated to Mistral tekken tokenizer utilities." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47367", + "accept": false, + "reason": "Japanese docs translation and pipeline device-placement behavior are different changes." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47468", + "accept": false, + "reason": "Olmo3 CI expectation tweaks are unrelated to the torch_float casting bug." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47452", + "accept": false, + "reason": "Dino modernization/model conversion work is unrelated to mamba standardization refactors." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47468", + "accept": false, + "reason": "MI450 image/decode fixes and torch_float casting are unrelated." + }, + { + "left": "pull_request:45273", + "right": "pull_request:47294", + "accept": false, + "reason": "Liger OOM eval handling and kernel-native causal_conv1d support are different problems." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47306", + "accept": false, + "reason": "Kernel integration work and Neuron experiment scaffolding do not share the same concrete bug." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47438", + "accept": false, + "reason": "Audio processing requirement fixes are unrelated to less-materialized-mask changes in DeepSeek-V3.2." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47468", + "accept": false, + "reason": "Model addition and generic float-casting fix are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47468", + "accept": false, + "reason": "Kimi exportability and torch_float casting do not address the same issue." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47457", + "accept": false, + "reason": "MI450 image-loading fixes and Inkling test tweaks are unrelated." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47367", + "accept": false, + "reason": "Packed SDPA varlen routing and pipeline device docs/base changes are different code paths." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47367", + "accept": false, + "reason": "EfficientVit-SAM model addition is unrelated to pipeline device-placement clarification." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47457", + "accept": false, + "reason": "Quantization test extensions and Inkling test fixes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46381", + "accept": false, + "reason": "New model addition and tokenizer dependency update are unrelated." + }, + { + "left": "pull_request:46381", + "right": "pull_request:47096", + "accept": false, + "reason": "Tokenizer dependency support and Kimi exportability are unrelated." + }, + { + "left": "pull_request:45273", + "right": "pull_request:47243", + "accept": false, + "reason": "Trainer OOM handling and executorch exporter fixes are different subsystems and bugs." + }, + { + "left": "pull_request:47322", + "right": "pull_request:47462", + "accept": false, + "reason": "Quark config changes and MTP support for GLM OCR/MROPEs are unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods and executorch dynamic-shape tests are unrelated." + }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated topics: Mistral tokenizer API gap vs a new MobileLLM model addition." + "reason": "Mistral tokenizer methods and MobileLLM addition are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness fix and MobileLLM model addition are different changes." + "reason": "Processor auto-loading hardening and MobileLLM model addition are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "ExecuTorch dynamic-shape test coverage and MTP docs are unrelated." + "reason": "Executorch export tests and MTP docs support are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model support vs config-resolution ordering fix; different code paths." + "reason": "MobileLLM addition and cls.config resolution ordering are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-like layernorm rename are unrelated." + "reason": "Mistral4 test fixes and layrnorm\u2192layernorm renaming are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test and Mistral4 test fixes are different model/runtime issues." + "reason": "Executorch export tests and Mistral4 test fixes are different model/test changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition and Falcon output-interface refactor are not the same bug/change." + "reason": "MobileLLM addition and Falcon output-collection refactor are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "cross_entropy kwargs passthrough and MobileLLM support are unrelated." + "reason": "cross_entropy kwargs fix and MobileLLM addition are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test work and TDT loss kernel support do not share a concrete code path." + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export tests and MobileLLM model addition are unrelated." + "reason": "Executorch export testing and MobileLLM addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs fix is unrelated to Mistral4 test failures." + "reason": "cross_entropy kwargs fix and Mistral4 test fixes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "These touch different subsystems and different failure modes." + "reason": "Mistral4 test fixes and config resolution ordering are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill docs are not the same change." + "reason": "Falcon output-interface refactor and model-creation skill are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model tests and a repo skill scaffold are unrelated." + "reason": "Mistral4 tests and model-creation skill are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model support and skill/docs scaffolding are different work." - }, - { - "left": "pull_request:45157", - "right": "pull_request:46836", - "accept": false, - "reason": "PrismML Bonsai support and Unlimited OCR are distinct model additions." + "reason": "MobileLLM addition and model-creation skill are unrelated." }, { "left": "pull_request:46687", "right": "pull_request:47461", "accept": true, - "reason": "Same tokenizer bug in the same file; both fix stale phonemizer_lang state and can be merged together." + "reason": "Same stale phonemizer_lang bug in the same tokenizer file, with essentially the same fix." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same MiniMax-M3-VL load_error/offload-folder test fix in the same test file." + "reason": "Same MiniMax-M3-VL integration-test load_error/offload-folder fix in the same test file." }, { "left": "pull_request:47266", "right": "pull_request:47443", "accept": false, - "reason": "Different model families and different fix styles; not the same concrete bug/change." + "reason": "Both mention DeepSeek-V3.2, but one is a test offload-folder fix and the other is a model-code refactor; not the same concrete bug." }, { "left": "pull_request:47282", "right": "pull_request:47380", "accept": true, - "reason": "Same Mamba2 OOM test issue in the same integration test, with only minor wording/setup differences." + "reason": "Same Mamba2 OOM integration-test fix in the same test file, just approached with different cleanup tweaks." }, { "left": "pull_request:47123", "right": "pull_request:47443", "accept": false, - "reason": "MiniMax-M3-VL load_error and DeepSeek/MPT refactoring are unrelated." + "reason": "MiniMax-M3-VL load_error fix and DeepSeek-V3.2 code changes are unrelated." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Different models and different failing tests; not mergeable as one fix." + "reason": "Different models and different failure modes; not the same bug." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "DeepSeek V3.2 load_error and MiniMax-M3-VL load_error are separate model issues." + "reason": "DeepSeek-V3.2 and MiniMax-M3-VL integration-test fixes are unrelated." }, { "left": "pull_request:47280", "right": "pull_request:47443", "accept": false, - "reason": "MiniMax-M3-VL test fix is unrelated to the DeepSeek code cleanup." - }, - { - "left": "pull_request:47443", - "right": "pull_request:47444", - "accept": true, - "reason": "They share the same DeepSeek model-file cleanup and look like parallel variants of the same code-path fix." - }, - { - "left": "pull_request:47443", - "right": "pull_request:47445", - "accept": true, - "reason": "Same shared DeepSeek model-file change; the PEFT-related wrapper is a follow-up around the same fix." - }, - { - "left": "pull_request:47444", - "right": "pull_request:47445", - "accept": true, - "reason": "Both carry the same DeepSeek model-code cleanup and could plausibly be combined." - }, - { - "left": "pull_request:47291", - "right": "pull_request:47322", - "accept": false, - "reason": "Deprecating continuous batching config and Quark config-class changes are separate quantization issues." - }, - { - "left": "pull_request:47301", - "right": "pull_request:47304", - "accept": false, - "reason": "MTP generation docs and MPS graph-cache docs are unrelated documentation work." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47243", - "accept": false, - "reason": "OpenVINO exporter work and ExecuTorch exporter fixes are different exporter implementations." - }, - { - "left": "pull_request:47216", - "right": "pull_request:47301", - "accept": false, - "reason": "Compressed-tensors fp8 and MTP docs are unrelated changes." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47304", - "accept": false, - "reason": "Japanese translation edits and MPS graph-cache docs are not the same artifact." + "reason": "MiniMax-M3-VL test/offload fix and DeepSeek-V3.2 model refactor are unrelated." }, { - "left": "pull_request:46509", - "right": "pull_request:47143", - "accept": false, - "reason": "Nemotron Omni support and NeuCodec support are separate model additions." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47387", + "left": "pull_request:47124", + "right": "pull_request:47310", "accept": false, - "reason": "Unlimited OCR support and one-to-many conversion loading are unrelated." + "reason": "Falcon-Mamba output mismatch tests and Gemma3 output mismatch tests are different model-specific failures." }, { - "left": "pull_request:47163", - "right": "pull_request:47166", + "left": "pull_request:47280", + "right": "pull_request:47380", "accept": false, - "reason": "Paged-attention XPU tests and quantization test extensions are different issues." + "reason": "MiniMax-M3-VL load_error fix and Mamba2 OOM fix are different model-specific issues." }, { - "left": "pull_request:47210", - "right": "pull_request:47301", + "left": "pull_request:47443", + "right": "pull_request:47445", "accept": false, - "reason": "Packed SDPA routing and MTP docs are unrelated." + "reason": "DeepSeek-V3.2 model cleanup and PEFT hotswap loading changes are not the same underlying bug." }, { - "left": "pull_request:47003", - "right": "pull_request:47336", + "left": "pull_request:47280", + "right": "pull_request:47380", "accept": false, - "reason": "Exporter feature work and offloading save bugfix are different code paths." + "reason": "MiniMax-M3-VL and Mamba2 are different duplicate candidates; same broad symptom, different concrete fixes." } ] }, @@ -26109,7 +26292,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-97", + "cluster_id": "cluster-40546-101", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -26117,33 +26300,84 @@ "pull_request:45273", "pull_request:46509", "pull_request:46658", + "pull_request:46836", "pull_request:46912", "pull_request:47003", + "pull_request:47077", "pull_request:47096", + "pull_request:47122", + "pull_request:47123", "pull_request:47143", "pull_request:47163", + "pull_request:47166", + "pull_request:47173", "pull_request:47175", "pull_request:47210", + "pull_request:47216", + "pull_request:47243", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47291", "pull_request:47292", "pull_request:47294", "pull_request:47298", "pull_request:47301", "pull_request:47304", "pull_request:47306", + "pull_request:47310", "pull_request:47322", + "pull_request:47336", "pull_request:47367", + "pull_request:47380", "pull_request:47387", - "pull_request:47452" + "pull_request:47443", + "pull_request:47444", + "pull_request:47445", + "pull_request:47449", + "pull_request:47452", + "pull_request:47466" ], "soft_pairs": [ + "pull_request:47443|pull_request:47444", + "pull_request:47310|pull_request:47380", + "pull_request:47280|pull_request:47310", + "pull_request:47380|pull_request:47444", + "pull_request:47122|pull_request:47281", + "pull_request:47266|pull_request:47444", + "pull_request:47122|pull_request:47123", + "pull_request:47444|pull_request:47445", + "pull_request:47122|pull_request:47466", + "pull_request:47266|pull_request:47445", + "pull_request:47280|pull_request:47444", + "pull_request:47123|pull_request:47444", + "pull_request:47281|pull_request:47443", + "pull_request:47173|pull_request:47449", + "pull_request:47292|pull_request:47449", + "pull_request:47173|pull_request:47292", + "pull_request:46912|pull_request:47175", + "pull_request:47301|pull_request:47304", + "pull_request:47216|pull_request:47301", + "pull_request:47077|pull_request:47304", + "pull_request:46658|pull_request:46836", + "pull_request:47210|pull_request:47301", + "pull_request:47163|pull_request:47166", + "pull_request:47003|pull_request:47243", + "pull_request:46509|pull_request:47143", + "pull_request:46509|pull_request:47163", + "pull_request:45157|pull_request:46836", + "pull_request:47291|pull_request:47322", + "pull_request:46836|pull_request:47387", + "pull_request:45157|pull_request:46509", + "pull_request:47301|pull_request:47336", "pull_request:47304|pull_request:47367", "pull_request:46509|pull_request:47387", "pull_request:46912|pull_request:47298", "pull_request:46509|pull_request:47301", "pull_request:47175|pull_request:47298", "pull_request:47163|pull_request:47210", - "pull_request:45157|pull_request:47387", "pull_request:47294|pull_request:47298", + "pull_request:45157|pull_request:47387", "pull_request:46658|pull_request:47387", "pull_request:47143|pull_request:47163", "pull_request:46658|pull_request:47143", @@ -26166,250 +26400,364 @@ "pull_request:43451|pull_request:47322", "pull_request:43451|pull_request:47306", "pull_request:47096|pull_request:47306", - "pull_request:47003|pull_request:47306", + "pull_request:43451|pull_request:45273", "pull_request:47096|pull_request:47387", "pull_request:47003|pull_request:47387", "pull_request:47096|pull_request:47143", "pull_request:47096|pull_request:47163" ], - "prepared_review_unit_hash": "0c0d47f19b70de9deb41ab386142f993ac7ca9ecd0a271f2b1282bd7848129f2", + "prepared_review_unit_hash": "1d574def60441a0c04b270f71b12a9123172d9672444e679889903fbae7fba3b", "component_budget": { - "node_count": 97, - "item_count": 97, - "soft_pair_count": 277, - "serialized_chars": 338403, - "estimated_input_tokens": 84601, - "estimated_eval_tokens": 169458 + "node_count": 101, + "item_count": 101, + "soft_pair_count": 290, + "serialized_chars": 354141, + "estimated_input_tokens": 88536, + "estimated_eval_tokens": 177328 }, "budget": { - "node_count": 23, - "item_count": 23, - "soft_pair_count": 35, - "serialized_chars": 64456, - "estimated_input_tokens": 16114, - "estimated_eval_tokens": 32484 + "node_count": 43, + "item_count": 43, + "soft_pair_count": 66, + "serialized_chars": 124299, + "estimated_input_tokens": 31075, + "estimated_eval_tokens": 62406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of unrelated PRs: new model integrations, exporter/runtime work, docs-only changes, and test/CI fixes. None of the soft edges look like the same concrete bug or change, so they should all remain separate.", - "confidence": 0.98, + "summary": "This cluster is mostly a set of unrelated PRs that only look similar because they share broad themes like model adds, test fixes, docs, exporters, or infra. None of the soft edges look like true duplicates of the same underlying bug or change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "There is no true canonical PR for this cluster because the items are unrelated; if a representative has to be named, 43451 ('Add Molmo2') is the most complete self-contained feature PR (docs + tests + model plumbing), but it does not subsume the others.", + "canonical_pr_reason": "47122 is the most connected PR in the noisy similarity graph, but the cluster is still heterogeneous and not a real duplicate set.", "best_issue_reason": null, - "best_pr_reason": "43451 is the best representative anchor only in the weak sense that it is a substantial, self-contained implementation PR. It is not a duplicate of the other items, but it is the clearest standalone feature PR in the set.", + "best_pr_reason": "No PR cleanly serves as a global duplicate representative here; the apparent links are superficial and span unrelated fixes.", "soft_edge_verdicts": [ { - "left": "pull_request:47304", - "right": "pull_request:47367", + "left": "pull_request:47443", + "right": "pull_request:47444", "accept": false, - "reason": "Both are docs-related, but one is about MPS graph cache docs and the other changes pipeline device placement semantics; different changes." + "reason": "Different model-specific test-failure fixes; not the same underlying change." }, { - "left": "pull_request:46509", - "right": "pull_request:47387", + "left": "pull_request:47310", + "right": "pull_request:47380", "accept": false, - "reason": "Nemotron Omni model support vs one-to-many conversion infrastructure; different layers and different code paths." + "reason": "Different models and different failure modes." }, { - "left": "pull_request:46912", - "right": "pull_request:47298", + "left": "pull_request:47280", + "right": "pull_request:47310", "accept": false, - "reason": "RoPE test expansion across models vs MI450 failure fixes; only a broad testing theme, not the same change." + "reason": "Unrelated model fixes; not the same bug." }, { - "left": "pull_request:46509", - "right": "pull_request:47301", + "left": "pull_request:47380", + "right": "pull_request:47444", "accept": false, - "reason": "Nemotron Omni support and MTP docs are unrelated feature areas." + "reason": "Different models and separate CI issues." }, { - "left": "pull_request:47175", - "right": "pull_request:47298", + "left": "pull_request:47122", + "right": "pull_request:47281", "accept": false, - "reason": "Olmo3 CI expectation updates vs MI450 model/runtime fixes; not the same underlying bug or change." + "reason": "Different models and unrelated fixes." }, { - "left": "pull_request:47163", - "right": "pull_request:47210", + "left": "pull_request:47266", + "right": "pull_request:47444", "accept": false, - "reason": "Both concern attention/XPU, but 47163 is test coverage and 47210 is runtime routing to varlen attention; different concrete changes." + "reason": "Different model load errors; not one change." }, { - "left": "pull_request:45157", - "right": "pull_request:47387", + "left": "pull_request:47122", + "right": "pull_request:47123", "accept": false, - "reason": "Prism GGUF dequantization support vs generic one-to-many conversion support; unrelated." + "reason": "Different models and different test failures." }, { - "left": "pull_request:47294", - "right": "pull_request:47298", + "left": "pull_request:47444", + "right": "pull_request:47445", + "accept": false, + "reason": "Different areas: MPT loading vs PEFT integration." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47466", + "accept": false, + "reason": "Different model/test fix areas." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47445", + "accept": false, + "reason": "Different model-specific fixes; no shared code path." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47444", + "accept": false, + "reason": "Different models and unrelated failure classes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47444", + "accept": false, + "reason": "Different model test fixes; not duplicates." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47443", + "accept": false, + "reason": "Different models and different fixes." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47449", + "accept": false, + "reason": "XPU test expectations vs qwen3_omni_moe model changes are unrelated." + }, + { + "left": "pull_request:47292", + "right": "pull_request:47449", + "accept": false, + "reason": "Different models and separate test updates." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test suites; same broad theme is not enough." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", "accept": false, - "reason": "Native causal_conv1d kernel plumbing vs MI450 model failures; different problems." + "reason": "RoPE test refactor vs OLMo3 CI values; same file but different changes." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "Docs on MTP vs MPS graph cache are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Quantization feature docs/runtime changes vs assisted decoding docs." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese translation docs vs MPS docs; unrelated." }, { "left": "pull_request:46658", - "right": "pull_request:47387", + "right": "pull_request:46836", "accept": false, - "reason": "Step3.7 checkpoint conversion tooling vs core one-to-many conversion support; related only at a very high level." + "reason": "Different model additions with no shared bug or change." }, { - "left": "pull_request:47143", - "right": "pull_request:47163", + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed SDPA attention change vs docs-only MTP update." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", "accept": false, - "reason": "NeuCodec model support vs paged-attention XPU tests; different features." + "reason": "Paged-attention XPU tests and GPTQ tests are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:47003", + "right": "pull_request:47243", "accept": false, - "reason": "Step3.7 flash support and NeuCodec support are separate model integrations." + "reason": "Different exporter backends and code paths." }, { - "left": "pull_request:46658", - "right": "pull_request:47322", + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "Step3.7 flash conversion/model work vs Quark config-class changes; unrelated." + "reason": "Unrelated model additions." }, { - "left": "pull_request:47143", - "right": "pull_request:47387", + "left": "pull_request:45157", + "right": "pull_request:46836", "accept": false, - "reason": "NeuCodec model support vs one-to-many conversion infra; not the same change." + "reason": "PrismML GGUF support and Unlimited OCR are unrelated." }, { - "left": "pull_request:47143", + "left": "pull_request:47291", "right": "pull_request:47322", "accept": false, - "reason": "NeuCodec model support vs AMD Quark config changes; unrelated." + "reason": "Different quantization/configuration changes." }, { - "left": "pull_request:45157", - "right": "pull_request:47143", + "left": "pull_request:46836", + "right": "pull_request:47387", "accept": false, - "reason": "Prism GGUF dequantization and NeuCodec model support touch different subsystems." + "reason": "Unrelated model support vs conversion infra." }, { - "left": "pull_request:47301", - "right": "pull_request:47367", + "left": "pull_request:45157", + "right": "pull_request:46509", "accept": false, - "reason": "MTP docs vs pipeline device-placement clarification; different documentation topics and code semantics." + "reason": "Different models and different feature work." }, { - "left": "pull_request:47163", - "right": "pull_request:47292", + "left": "pull_request:47301", + "right": "pull_request:47336", "accept": false, - "reason": "Both are XPU test-related, but they target different models/features and different failures." + "reason": "Docs vs offloading save bugfix; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47452", + "left": "pull_request:47304", + "right": "pull_request:47367", "accept": false, - "reason": "RoPE tests vs broad Mamba standardization/test coverage; similar testing theme only, not the same issue." + "reason": "Unrelated documentation changes." }, { "left": "pull_request:47306", "right": "pull_request:47367", "accept": false, - "reason": "Neuron experimentation scripts vs pipeline device placement; unrelated." + "reason": "Neuron experiments vs pipeline docs; unrelated." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are different model additions with separate docs, configs, and code." + "reason": "VibeVoice and Molmo2 are separate model additions." }, { "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 and NeuCodec are distinct model integrations." + "reason": "Molmo2 docs/model support vs NeuCodec support are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 support and paged-attention tests are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 and Nemotron Omni are unrelated model-support PRs." + "reason": "Different model additions." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model integration vs Kimi exportability work; different concrete changes." + "reason": "Molmo2 model work vs Kimi exporter work are unrelated." }, { "left": "pull_request:45273", "right": "pull_request:47298", "accept": false, - "reason": "Liger eval OOM fix in trainer vs MI450 model failures; different runtime issues." + "reason": "Liger eval OOM fix and MI450 image-decoder fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support vs OpenVINO exporter support; different code paths and goals." + "reason": "Molmo2 support and OpenVINO exporter work are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:43451", + "right": "pull_request:45273", "accept": false, - "reason": "OpenVINO exporter addition and exportability fixes for Kimi are related to export, but they are not the same concrete change." + "reason": "Molmo2 support and Liger eval OOM fix are unrelated." }, { - "left": "pull_request:47003", + "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter work vs Neuron experiments; unrelated." + "reason": "Exporter fixes and Neuron experiments are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "Exporter fixes and one-to-many conversion support are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47387", "accept": false, - "reason": "OpenVINO exporter support vs one-to-many conversion support; different infrastructure changes." + "reason": "OpenVINO exporter and one-to-many conversion support are unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47306", + "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability work vs Neuron experiments; unrelated." + "reason": "Exporter fixes and NeuCodec support are unrelated." }, { "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Exporter fixes and XPU paged-attention tests are unrelated." + }, + { + "left": "pull_request:45157", "right": "pull_request:47387", "accept": false, - "reason": "Kimi exportability vs one-to-many conversion infrastructure; not the same code-path problem." + "reason": "PrismML support and conversion infra are unrelated." }, { - "left": "pull_request:47096", + "left": "pull_request:46658", + "right": "pull_request:47387", + "accept": false, + "reason": "Step-3.7 Flash work and one-to-many conversion support are unrelated." + }, + { + "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability work vs NeuCodec support; different model/feature areas." + "reason": "Step-3.7 Flash work and NeuCodec support are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47163", + "left": "pull_request:46658", + "right": "pull_request:47322", + "accept": false, + "reason": "Step-3.7 Flash work and Quark config changes are unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47143", "accept": false, - "reason": "Exportability work vs paged-attention XPU tests; unrelated." + "reason": "PrismML support and NeuCodec support are unrelated." }, { "left": "pull_request:47003", - "right": "pull_request:47322", + "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter support vs AMD Quark config changes; unrelated." + "reason": "Both touch exporters, but they fix different exporter code paths and backends." }, { "left": "pull_request:43451", "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 model integration vs Quark config-class changes; unrelated." + "reason": "Molmo2 support and Quark config changes are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 support and Neuron experiments are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", "accept": false, - "reason": "Step3.7 flash conversion tooling and NeuCodec support are different model projects." + "reason": "Molmo2 support and OpenVINO exporter work are unrelated." } ] }, @@ -26439,7 +26787,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "bc756db4e3e48839b65ec0e06cea7840a1f8d4b34ba32f8b8239c1d4da0dfe69", + "prepared_review_unit_hash": "4e0102eb0a8e37997d9ecf391eb4e0597dbcf2d7111b370a93fba9ad89da165a", "component_budget": { "node_count": 2, "item_count": 2, @@ -26461,18 +26809,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature PRs: one adds covariate forecasting to TimesFM, the other adds DINOv3 image-classification support. The soft similarity is superficial, so this is not a duplicate pair.", - "confidence": 0.97, + "summary": "These PRs are not duplicates: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They touch different models, code paths, and user-facing features.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40755 is the stronger representative of this cluster by diff scope and implementation depth; PR 41224 is a separate DINOv3 feature PR, not the same change.", + "canonical_pr_reason": "No single canonical PR: the two PRs are unrelated feature additions in different model families.", "best_issue_reason": null, - "best_pr_reason": "PR 40755 is the best PR candidate here because it has the broader, more self-contained implementation across model code, utilities, tests, and docs.", + "best_pr_reason": "PR 41224 is the better stand-alone representative because it is a focused, well-scoped model support change with substantial review activity.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: these touch different models and code paths (TimesFM covariates forecasting vs DINOv3 image classification support) and could not plausibly be merged into one PR." + "reason": "Different underlying features and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not mergeable as one PR." } ] }, @@ -26565,7 +26913,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "8e68dd5f635a158e23994eefb2fa240f800e5720cab57a2eccecd381910c6c17", + "prepared_review_unit_hash": "ff23a68b39780021e3bcbf8c0ef15b21aeb4e24514c7861168287708e935cd3c", "component_budget": { "node_count": 2, "item_count": 2, @@ -26587,18 +26935,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related GitHub Actions dependency bumps, but they address different actions and different failure surfaces: Node 24 compatibility for core workflow actions vs. docker/build-push-action version upgrades.", - "confidence": 0.93, + "summary": "The two PRs both touch GitHub Actions workflows, but they address different maintenance changes: one upgrades common actions for Node 24 compatibility, while the other bumps Docker build actions to newer versions. They overlap in files but not in underlying change intent or code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more representative workflow-actions upgrade: it updates checkout/cache/upload-artifact across many workflows and matches the cluster\u2019s overall Node 24 compatibility theme.", + "canonical_pr_reason": "PR #42975 is the broader and more central workflow-maintenance change: it upgrades shared actions like checkout/cache/upload-artifact across many workflows with an explicit Node 24 compatibility goal. PR #42976 is narrower and focused on docker/build-push-action version bumps.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative PR because it covers the wider set of workflow-action incompatibilities and is more likely to serve as the umbrella change for this cluster.", + "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the clearer top-level objective and broader impact across shared CI workflows; #42976 is a separate, narrower dependency update.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are both workflow maintenance upgrades, but not the same concrete change: 42975 updates general GitHub Actions used for Node 24 compatibility, while 42976 only bumps docker/build-push-action. They could be merged independently and do not fix the same underlying bug." + "reason": "Shared workflow filenames alone are not enough: #42975 updates general GitHub Actions for Node 24 compatibility, while #42976 only upgrades docker/build-push-action in Docker image workflows. They fix different dependency/version issues and would not plausibly be one PR." } ] }, @@ -26633,58 +26981,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "15beb60189fbedc3256ed1ec20bf0c63457d374f62a97fec4b56a3faf3a5ca92", + "prepared_review_unit_hash": "ddbf4935f2bb1d3d48c90fdaf793cb633067049a5d28cc82ac25ad76db791452", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13043, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13043, - "estimated_input_tokens": 3261, - "estimated_eval_tokens": 6778 + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are independent model-addition pull requests with overlapping Transformers boilerplate, not duplicate fixes or the same concrete change. The shared files are mostly docs, auto-mapping, and repo-check registration, which is expected for new-model integrations.", + "summary": "These are four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). They share framework boilerplate and auto-mapping/doc updates, but not the same underlying bug or change, so none should be clustered as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a valid canonical duplicate representative here; each PR introduces a different model family with distinct codepaths, configs, tests, and docs.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "None of these PRs is a better global duplicate representative than the others, because they are not duplicates at all.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are unrelated model additions with different model families, files, and implementation details. They only overlap on generic docs/auto-registration paths, which is not enough to treat them as the same PR." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry boilerplate is not enough to indicate the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "These add different models in different domains (vision vs. time series) and touch distinct codepaths. Shared Transformers boilerplate does not indicate the same underlying change." + "reason": "ViT NEPA and CTSM are distinct model integrations with different implementations and tests; only generic Transformer plumbing overlaps." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model integrations with different architectures and support files. Their common filenames reflect standard new-model wiring, not a shared bug or duplicate change." + "reason": "Molmo and CTSM are separate model families; overlap is limited to shared scaffolding files and docs updates." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are unrelated model additions. They share registration/documentation machinery, but the concrete model code, processing, and intended behavior are different, so they should not be merged as duplicates." + "reason": "CTSM and Step3p7 are different model additions; they do not look like one underlying bug fix or mergeable combined PR." } ] }, @@ -26733,130 +27081,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "4969ddec6465eec7f8cac5a6531d9d3b9b1bd73ce01ecff971e748386ad0a7a1", + "prepared_review_unit_hash": "8c76ef526a9d0cb74d28e4cf3cf3a0dccd7fb8d2237df26a191d6e636a8c0f5d", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19581, - "estimated_input_tokens": 4896, - "estimated_eval_tokens": 10048 + "serialized_chars": 19603, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19581, - "estimated_input_tokens": 4896, - "estimated_eval_tokens": 10048 + "serialized_chars": 19603, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Almost all PRs are unrelated despite superficial test/subsystem overlap. The only clear duplicate pair is the two YOLOS device_map=\"auto\" fixes, which address the same device mismatch in the same model path.", - "confidence": 0.96, + "summary": "Most items are unrelated PRs that only look similar because of generic titles or shared test/model subsystems. The only clear duplicate pair is the two YOLOS fixes (46886 and 46922), which address the same device-mapping mismatch in the same code path.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the better canonical representative: it fixes the YOLOS device mismatch directly in forward() and also adds the no-split-module change, making it the more complete version of the same fix target.", + "canonical_pr_reason": "46886 is the cleanest representative: it has an explicit issue target, a specific YOLOS device-map fix, and a focused diff. The rest are either vague, test-only, or clearly about different bugs.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest overall candidate because it most directly addresses the YOLOS device_map auto failure and subsumes the narrower 46886 change.", + "best_pr_reason": "46886 is the best overall representative of the cluster because it is the most concrete, targeted, and clearly tied to the underlying YOLOS bug.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different changes; one is a Whisper tokenizer/test fix, the other is unrelated test edits for CLIP and ViT." + "reason": "Both are test-fix PRs, but they touch different models and different test failures; the overlap is only generic test churn." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding logic is unrelated to the FP8 dequant/loading changes in the other PR." + "reason": "Whisper test cleanup and FP8 dequant changes are unrelated bugs in different subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Both mention Whisper-related code, but one is a tokenizer decode fix while the other is generation/watermarking validation and broader model changes; not the same bug." + "reason": "Whisper test changes and generation/watermarking validation fixes are unrelated." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/tests and YOLOS device placement are unrelated issues." + "reason": "Whisper tokenizer/test changes have nothing to do with the YOLOS device mismatch fix." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Both are test/CI-oriented, but they target different failures in different models and code paths." + "reason": "These are different test-related PRs for different models and different failures; not the same bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Unrelated test assertions versus FP8 dequantization/loading internals." + "reason": "Generic test fix PR versus FP8 dequant/code-path fix; no concrete overlap." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "These touch different subsystems and different failure modes; the overlap is only that both include test updates." + "reason": "A pair of unrelated fixes: model tests versus generation configuration validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to the YOLOS device mismatch fix." + "reason": "CLIP/ViT test edits are not the same underlying issue as the YOLOS runtime device mismatch." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 kernel/loading fixes and Phimoe CI memory patch address different problems." + "reason": "FP8 quantization/dequantization changes and Phimoe integration-test CI fixes are unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: FP8 dequantization versus generation config/watermarking and related model fixes." + "reason": "Different bugs: FP8 kernel/loading changes versus watermarking-config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No concrete overlap beyond both being model-related fixes; the bugs and code paths are different." + "reason": "No shared code path or bug; one is FP8 infrastructure, the other YOLOS device placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation/watermarking validation is unrelated to the Phimoe CI memory workaround." + "reason": "Generation validation fixes and Phimoe CI/test-environment changes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different models and failure modes; watermarking/config validation does not match the YOLOS device placement bug." + "reason": "Watermarking-config handling is unrelated to the YOLOS device mismatch fix." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI runner memory limits for Phimoe are unrelated to YOLOS device_map auto behavior." + "reason": "CI memory patching for Phimoe integration tests is not the same bug as YOLOS device placement." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device_map auto device-mismatch problem in the same model file; 46922 simply includes a more complete version of the same fix." + "reason": "Both PRs target the same YOLOS device_map auto mismatch in the same file and same issue; they could plausibly be merged into one fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted pair (46886 vs 46922) is a plausible duplicate/superset relationship for the same YOLOS device_map='auto' bugfix. The other soft-edge verdicts are conservative and do not overclaim mergeability or shared bug identity." + "feedback": "The summary and pair verdicts are grounded in the packet and stay conservative. The only accepted pair, 46886|46922, is well supported by the shared YOLOS file and shared issue target, and the other false verdicts are reasonable because they are about different bugs/subsystems rather than a single mergeable fix. No obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -26886,7 +27234,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "ed0126c680022c1a455e6eb01db4f17b7296a91426018407efa260e57645cf5e", + "prepared_review_unit_hash": "cebf09c484165519630fbb7bdd8667ab84a992dd2b67c73357e8738d897cdb7a", "component_budget": { "node_count": 3, "item_count": 3, @@ -26908,30 +27256,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three are separate \"[don't merge]\" test/CI PRs, but they change different workflows or setup code paths. The soft similarities are superficial; none looks like the same underlying bug or change.", - "confidence": 0.97, + "summary": "These three PRs are all labeled as non-mergeable bot/test changes, but they target different areas: packaging/dependency setup, self-comment CI/testing utilities, and a workflow security-gate trigger change. They are not duplicates of the same underlying bug or change.", + "confidence": 0.35, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a true canonical duplicate here; the cluster is a false-positive grouping of unrelated test/CI changes. If one must be picked as the most central, #43532 is the broadest workflow-centric change, but it is still not a duplicate of the others.", + "canonical_pr_reason": "No exact duplicate PR exists here; if one must be chosen as the cluster representative, #46747 is the most self-contained because it changes a single workflow file with a narrow trigger adjustment.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the closest thing to a hub because it spans several CI/testing files, but its actual change set is still distinct from the setup/version tweak in #43488 and the security-gate workflow change in #46747.", + "best_pr_reason": "#46747 is the best representative PR for the cluster because it is the smallest and most focused change, but the cluster is heterogeneous and not truly duplicate-prone.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different areas and purposes: #43488 changes setup/dependency/version/test scaffolding, while #46747 only flips the security-gate workflow trigger. No shared code path or mergeable common fix." + "reason": "#43488 is a setup.py/dependency/version-bump and test tweak PR, while #46747 only changes a security-gate workflow trigger. Different code paths and not plausibly one merged fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "The only overlap is a shared test file, but the actual edits are unrelated: #43488 updates setup/dependencies/version, while #43532 rewrites CI/workflow logic and related utilities. Not the same change." + "reason": "#43488 changes packaging/versioning and a test file; #43532 rewrites multiple CI workflows and testing helpers. Shared test filenames are incidental, not the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch GitHub Actions, but they modify different workflows with different behavior: self-comment/comment-driven CI versus the security-gate trigger. Too different to be one duplicate PR." + "reason": "Both touch GitHub Actions, but #43532 is a broad self-comment CI/testing workflow rewrite and #46747 is a narrow workflow trigger change. They are not the same concrete problem and should not be merged together." } ] }, @@ -26961,7 +27309,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "fe65d6731ae2fb18789487ecfa3ea19d5ff38809231ab25dd3d39afc5d7711a2", + "prepared_review_unit_hash": "6a0129721b85f8cab82ce3196b57c8b26a42a5a9fc79bf935613e93f249017e1", "component_budget": { "node_count": 2, "item_count": 2, @@ -26983,18 +27331,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share framework/docs scaffolding, but the actual pipelines, model hooks, and tests are for different code paths.", + "summary": "These are two related but distinct pipeline additions: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding/docs, but they target different tasks, pipeline classes, and model support, so they are not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two PRs implement different segmentation features and do not describe the same underlying change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader standalone addition, but it is not a duplicate of 43612; both should be tracked separately.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and different pipeline modules/tests; shared docs/registry edits are incidental and do not indicate the same concrete change." + "reason": "Different underlying features and code paths: PromptableConceptSegmentationPipeline vs PromptableVisualSegmentationPipeline, with different task docs, pipeline modules, and model integrations. Shared metadata/docs files are expected for adjacent additions, not evidence of a mergeable duplicate PR." } ] }, @@ -27024,40 +27372,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "a2cce220e38e2991ac90bdcac6ab5fa5b5c2f9600dd08f746d4b05fdf8c4c8a3", + "prepared_review_unit_hash": "bf3adc9c79602258bfdb058f25a90b2cb16095a2062e6213e24efc9d1b9b9f79", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same file, but they address different Trainer extension points: loss scaling for gradient accumulation vs. signature-column filtering for custom/PEFT trainers. They are related at a subsystem level, not the same underlying change.", + "summary": "These are two unrelated pull requests that only overlap at the broad `trainer.py` level: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not the same underlying fix and should not be clustered as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43651 is the better standalone representative because it makes a concrete behavior change with a clear bug-fix target, while 43663 is a separate refactor/override hook for a different trainer path.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both patch trainer extensibility in src/transformers/trainer.py, but one fixes gradient-accumulation loss scaling and adds _loss_is_scaled_for_ga, while the other extracts _get_signature_columns for input filtering. Different code paths and different behaviors, so not the same change." + "reason": "Different code paths and problems: loss normalization during training vs model-input column filtering/signature inspection. Sharing `trainer.py` is too broad to indicate a duplicate or mergeable single PR." } ] }, @@ -27087,7 +27435,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "a329184fe5d044e39c1fd5eacfca763360fd9950165c48cc8121aa4d385794bc", + "prepared_review_unit_hash": "720918938692fccaf0c170328edf91e0720763c580d68aff23dd2ea8abd17040", "component_budget": { "node_count": 2, "item_count": 2, @@ -27109,18 +27457,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py`, but they fix different `TypeAdapter`-related problems and should not be deduped.", - "confidence": 0.92, + "summary": "Two open PRs in the same CLI file both touch TypeAdapter typing, but they address different failure modes: one is a general annotation/runtime NameError fix via postponed evaluation, the other is a narrower optional-dependency fix for pydantic being unavailable. They are related, but not the same underlying change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more concrete and targeted fix: it explicitly guards the `TypeAdapter` import behind `TYPE_CHECKING` and quotes the annotation to avoid a runtime NameError when pydantic is absent.", + "canonical_pr_reason": "PR 43656 is the stronger canonical PR for the cluster: it is broader, has more discussion/review activity, and is directly linked to an explicit issue. It fixes the CLI annotation runtime NameError by enabling postponed annotation evaluation and cleaning up type hints.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster because it addresses a specific import-time failure mode with a narrowly scoped fix; PR #43656 is a broader typing cleanup that appears to target a different NameError path.", + "best_pr_reason": "PR 43656 is the best representative of the cluster because it appears to be the main fix, with an explicit issue target and more evidence of being the intended solution path. PR 43842 looks like a separate, narrower adjustment for pydantic-optional behavior.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar symptom, but the underlying bugs differ: #43656 is about general typing/annotation NameError cleanup, while #43842 specifically fixes `TypeAdapter` import handling when pydantic is not installed. They are not the same change and would not plausibly merge into one PR." + "reason": "Do not merge as duplicates: 43656 fixes runtime NameError from evaluated annotations using __future__ annotations, while 43842 fixes a separate pydantic-absent path by moving TypeAdapter behind TYPE_CHECKING and quoting the annotation. They can coexist, but they are not the same concrete bug/change." } ] }, @@ -27253,8 +27601,8 @@ "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", - "pull_request:44019|pull_request:44085", "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", @@ -27267,8 +27615,8 @@ "pull_request:44068|pull_request:44086", "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44073", "pull_request:44017|pull_request:44161", @@ -27281,8 +27629,8 @@ "pull_request:44073|pull_request:44161", "pull_request:44059|pull_request:44071", "pull_request:44056|pull_request:44101", - "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44066", + "pull_request:44018|pull_request:44059", "pull_request:43997|pull_request:44017", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44056", @@ -27313,364 +27661,448 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "950019d22b1e6489cd4472b85ce802ce62e326d8da485532cd4fe24bc27b1240", + "prepared_review_unit_hash": "12c03facdac3e40050b14cde7e87963b363400524fadd62e3dade36bcfe972a2", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84514, - "estimated_input_tokens": 21129, - "estimated_eval_tokens": 42514 + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76945, - "estimated_input_tokens": 19237, - "estimated_eval_tokens": 38730 + "serialized_chars": 76935, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose theme of output-tracing refactors across many unrelated model families. The only clear duplicate groups are the GPT-J/CodeGen trio and the GPT-Neo pair; the rest share a tracking issue or broad subsystem but not the same concrete code change.", - "confidence": 0.91, + "summary": "This cluster is mostly a set of independent model-by-model refactors for standardized output tracing. The only clear duplicate-like groups are within GPT-Neo and GPT-J; most cross-model pairs are similar in theme but not the same concrete change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "44066 is the clearest representative of the GPT-J/CodeGen refactor: explicit issue linkage, concrete code-path changes in both files, and a focused title matching the actual diff.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen output-tracing refactor family: it is the most complete variant in the group, overlaps directly with the other GPT-J candidates, and reads like the consolidated version of the same change set.", "best_issue_reason": null, - "best_pr_reason": "44066 is the strongest single representative in the cluster because it is the most directly scoped, issue-linked, and concrete implementation of the standardized output-tracing change.", + "best_pr_reason": "PR 44722 best represents the duplicated GPT-J output-tracing work in this cluster because it covers the same concrete code paths as 44066/44085 and appears to be the later, broader iteration.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J/CodeGen); shared issue target alone is not a duplicate." + "reason": "Different model families (CVT/FNet vs GPT-J); same issue target is not enough to make this the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet output-tracing refactor is unrelated to DeBERTa's attention/output handling." + "reason": "Both are output-tracing refactors, but they target different models and different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same concrete code path; plausible to merge as one PR." + "reason": "Same GPT-J output-tracing refactor in the same code path; 44085 looks like an alternate/narrower version of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are vision backbones, but they change different models and code paths; too broad to treat as duplicates." + "reason": "Different backbones and implementations; these are separate model-specific refactors." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet standardized outputs and GPT-J/CodeGen tracing are unrelated code changes." + "reason": "Different models (EfficientNet vs GPT-J/CodeGen); only the framework pattern matches, not the concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; same theme, different concrete change." + "reason": "Unrelated model code paths; same refactor theme does not make them duplicates." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations; only the issue link is common." + "reason": "MobileNetV2 and DeBERTa-V2 are unrelated model implementations." }, { - "left": "pull_request:44086", - "right": "pull_request:44071", + "left": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "MGP-STR and MPT touch different model code paths, so they are not the same change." + "reason": "Different model families; no shared concrete bug or patch." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen output tracing and MPT output tracing are separate model-specific refactors." + "reason": "GPT-J/CodeGen output tracing vs MPT output tracing are separate model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same file and same code path." + "reason": "Same GPT-Neo file and same standardized output-tracing refactor; 44068 is a later duplicate-like iteration." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; same abstraction, different model implementation." + "reason": "Different models and different code paths, despite similar decorator migration work." }, { - "left": "pull_request:44019", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are not the same underlying change." + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete change." }, { "left": "pull_request:44019", - "right": "pull_request:44085", + "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model-specific refactors." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete fixes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate code paths; same high-level refactor pattern is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different concrete code paths." + "reason": "GPT-Neo and ResNet are different models with different output plumbing." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet output tracing and MPT output tracing are separate refactors in different models." + "reason": "ResNet and MPT target different architectures and output contracts." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model changes." + "reason": "GPT-Neo and Flaubert are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert do not share the same code path." + "reason": "Different models; these are separate standardized-output refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families and different implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are separate code paths and not mergeable as one fix." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT output tracing and GPT-J/CodeGen output tracing are unrelated changes." + "reason": "MPT and GPT-J/CodeGen are unrelated model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; similar refactor pattern, but not the same PR." + "reason": "GPT-Neo and GPT-J are different concrete implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model-specific changes." + "reason": "Different model families and different output-capture paths." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J/CodeGen differ in model and code path." + "reason": "MPT and GPT-J fix different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different concrete implementations." + "reason": "GPT-Neo and MGP-STR are unrelated model changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 output tracing and MGP-STR output tracing are separate model changes." + "reason": "GPT-2 and MGP-STR are different models; not the same underlying bug." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different code paths; same refactor style is not enough." + "reason": "GPT-2 output tracing and GPT-J/CodeGen output tracing are distinct model code paths." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert target different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "ViLT and Flaubert are unrelated model implementations." + "reason": "Segformer and LongT5 are unrelated model refactors." }, { "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; no concrete shared fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate code paths." + }, + { + "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are different model code paths." + "reason": "RegNet and VisualBert are different model implementations." }, { "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different models and fixes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated changes despite both using tracing decorators." + "reason": "VisualBert and LongT5 target different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT output tracing are different concrete implementations." + "reason": "GPT-2 and MPT are separate model-specific output implementations." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert are unrelated model-specific refactors." + "reason": "MPNet and Flaubert/XLM are different models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are distinct concrete fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are separate backbones with separate refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and different output plumbing." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model families and different code paths." + "reason": "MPT and ImageGPT are separate model-specific changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are unrelated model changes." + "reason": "TextNet and Flaubert/XLM are different models." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate concrete changes." + "reason": "MPNet and LongT5 are unrelated code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model implementations." + "reason": "RegNet and GPT-Neo are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different code paths." + "reason": "RegNet and LongT5 are unrelated fixes." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated model-specific refactors." + "reason": "TextNet and LongT5 are separate model-specific refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are different models with different output-tracing logic." + "reason": "GPT-Neo and LongT5 are unrelated code paths." }, { - "left": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model implementations." + }, + { + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are unrelated refactors." + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and Flaubert are different concrete changes." + "reason": "SqueezeBert and VisualBert are separate concrete fixes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet and LongT5 are not the same underlying bug/change." + "reason": "RegNet and TextNet are different models." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and MPT touch different code paths." + "reason": "SqueezeBert and GPT-Neo are unrelated code paths." }, { - "left": "pull_request:44018", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + "reason": "MPT and SpeechT5 are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBert and VisualBert are different model-specific refactors." + "reason": "CVT/FNet and Segformer are separate model-specific refactors." }, { - "left": "pull_request:44018", + "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "GPT-Neo and DeBERTa are unrelated code changes." + "reason": "SqueezeBert and DeBERTa-V2 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are separate output-tracing refactors." + "reason": "DeBERTa-V2 and TextNet are different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized tracing change; the diffs target the same code path and could be merged into one PR." + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is a consolidated later variant of the same fix." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both appear to be the GPT-J/CodeGen output-tracing refactor on the same files and same underlying change." + "reason": "Same GPT-J output-tracing refactor in the same file; these look like duplicate iterations of one change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J/CodeGen and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-J and SpeechT5 are unrelated models." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and ResNet are different model families; only the thematic issue is shared." + "reason": "CVT/FNet and ResNet are different backbones; same issue link is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet output-tracing refactor and SpeechT5 output-tracing refactor are separate changes." + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated concrete code paths." + "reason": "DeBERTa-V2 and SpeechT5 are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and Vits are different model implementations." + "reason": "DeBERTa-V2 and Vits are separate concrete fixes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated model-specific refactors; same decorator pattern is not enough." + "reason": "FocalNet and ImageGPT are different models and different output paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the packet evidence: it identifies the strongest duplicate groupings conservatively and avoids claiming unrelated model refactors are duplicates. The accepted soft-edge pairs all look mergeable as the same output-tracing bugfix within the same model/file scope." + "feedback": "The summary is well grounded in the packet: it correctly treats most cross-model pairs as separate refactors and isolates the GPT-Neo / GPT-J families as the only plausible duplicate-like clusters. The chosen representative PR 44722 is supported as the broader, later GPT-J/CodeGen variant. The soft-edge accepts are conservative enough given the shared file/issue evidence, and the rejects avoid overstating cross-model similarity." }, "evaluator_used": true, "retried": false, @@ -27705,64 +28137,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "a2541232114ce2c148d69200a43337730c2cd41f2805be6d604d06a4e4070565", + "prepared_review_unit_hash": "33d0d8491bd02038bf81644638a96db9499d0fd3822eb75298bada17c8c4f4b4", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84514, - "estimated_input_tokens": 21129, - "estimated_eval_tokens": 42514 + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All six PRs are model-specific refactors around standardized output tracing/capture_outputs, but they touch different architectures and code paths. They are related thematically, not duplicates.", - "confidence": 0.96, + "summary": "These are model-specific refactors to standardized output tracing/capture_outputs across different architectures. They share a theme, but they are not the same concrete bug/change and should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each change targets a different model implementation (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5) with separate output-tracing mechanics.", + "canonical_pr_reason": "PR 44073 is the cleanest representative of the shared refactor pattern: it explicitly wires _can_record_outputs and capture_outputs for a single model and clearly reflects the standardized output-tracing migration.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone representative because it has an explicit issue target and a clearly scoped SpeechT5 refactor, but it is still not a duplicate of the other model-specific PRs.", + "best_pr_reason": "PR 44073 is the best cluster representative because its title and diff most directly express the common migration pattern without depending on extra test or follow-on changes.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but VisualBert and TextNet are different models with different forward/output paths; not the same underlying change." + "reason": "Same refactor family, but different models (VisualBert vs TextNet) and distinct code paths; not one mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert: distinct architectures and output-tracing implementations, so they should not be merged as one PR." + "reason": "Both migrate output tracing, but MPNet and VisualBert are separate implementations with different hooks and semantics." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are separate model code paths; shared capture_outputs usage is too broad to treat as duplicate work." + "reason": "Related standardized-output refactors, but MPNet and TextNet are unrelated model code paths and not a single underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; this is a common refactor pattern, not the same bug/change." + "reason": "RegNet and SqueezeBert are different models; the similar decorator import change is only a broad pattern match, not the same bug or PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 fix different model-specific output tracing behavior; the explicit issue link on 44129 does not make them duplicates." + "reason": "Both touch output-handling, but SqueezeBert and SpeechT5 have different layer logic and output contracts, so they are not duplicates." } ] }, @@ -27842,274 +28274,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "84a96b45dad6c1ef4d356fb353c60feb0df670c9b92ffc157dd96f4e5895db5f", + "prepared_review_unit_hash": "da98912f7815f0dea83361a042290f97a5166b4138f8d2bd6e1472721d97a272", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are model-specific output-tracing refactors. They share a common pattern and helper usage, but they target different architectures and code paths, so they are not true duplicates.", - "confidence": 0.95, + "summary": "A cluster of independent model-specific PRs applying the same output-tracing refactor pattern. They look related by tooling/theme, but each changes a different model code path, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative here: it spans both `falcon_mamba` and `mamba` and adds shared output-capture plumbing, so it best anchors the cluster.", + "canonical_pr_reason": "No issue links are present. PR 44003 is the best representative because it is the broadest example of the refactor pattern, adding the shared tracing utilities and touching multiple closely related model implementations.", "best_issue_reason": null, - "best_pr_reason": "44003 is the most central and infrastructure-like PR in the set, making it the best single representative even though the others are distinct changes.", + "best_pr_reason": "PR 44003 is the clearest standalone representative of the shared output-tracing refactor theme, with a broader multi-file change than the single-model wrappers.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward paths; same tracing theme only." + "reason": "Different model/code paths (timm_backbone vs upernet); same tracing refactor theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; not the same bug/change." + "reason": "Different model/code paths (timm_backbone vs vision_text_dual_encoder); similar refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `univnet`); only the refactor pattern is similar." + "reason": "Different model/code paths (timm_backbone vs univnet); same output-tracing refactor pattern, not duplicate work." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` refactor vs `mamba/falcon_mamba` output tracing; separate model implementations and changes." + "reason": "Different model families and implementations; shared utility usage does not make them the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are distinct model families with different concrete forward paths." + "reason": "Different model/code paths (timm_backbone vs rwkv); similar refactor theme only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated models; same refactor motif, not the same change." + "reason": "Different model code paths (mobilenet_v1 vs univnet); both refactor outputs, but not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` vs `upernet` touches different architectures and output code paths." + "reason": "Different model families and files; same tracing modernization, not duplicate functionality." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are different model families; not mergeable as one duplicate fix." + "reason": "Different model/code paths (mobilenet_v1 vs depth_anything); only the refactor style matches." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` refactor is unrelated to the `vision_encoder_decoder` wrapper change." + "reason": "Different model/code paths (mobilenet_v1 vs vision_encoder_decoder); not the same underlying bug or fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are separate code paths; only the refactor style overlaps." + "reason": "Different model/code paths (mobilenet_v1 vs speech_encoder_decoder); same pattern, different implementation." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are different model families with different forward logic." + "reason": "Different model/code paths (vision_text_dual_encoder vs univnet); shared refactor theme only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "`vision_text_dual_encoder` vs `upernet` is a different model-specific refactor, not a duplicate." + "reason": "Different model code paths (vision_text_dual_encoder vs upernet); not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different concrete implementations (`vision_text_dual_encoder` vs `mamba/falcon_mamba`), so not the same change." + "reason": "Different model families (vision_text_dual_encoder vs mamba/falcon_mamba); same tracing refactor pattern, not duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are unrelated models; same tracing theme only." + "reason": "Different model/code paths (vision_text_dual_encoder vs depth_anything); not the same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are distinct architectures; not the same underlying bug or fix." + "reason": "Different model/code paths (univnet vs upernet); same output-tracing cleanup, not one mergeable fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` vs `mamba/falcon_mamba` affects separate code paths and files." + "reason": "Different model code paths (univnet vs mamba/falcon_mamba); shared theme only." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are unrelated model-specific changes." + "reason": "Different model/code paths (univnet vs depth_anything); similar refactor pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are different models with separate output handling paths." + "reason": "Different model/code paths (upernet vs rwkv); same tracing modernization, not the same bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` refactor is unrelated to the `mamba/falcon_mamba` output-tracing change." + "reason": "Different model families and implementations; not a single concrete code-path fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` vs `superpoint` are different architectures and different concrete code paths." + "reason": "Different model/code paths (mamba/falcon_mamba vs superpoint); same refactor style, not duplicate work." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` refactor and `codegen` refactor are separate model changes; not a single duplicate fix." + "reason": "Different model code paths (mamba/falcon_mamba vs codegen); both touch output handling, but they are separate fixes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated implementations; same helper usage does not make them duplicates." + "reason": "Different model/code paths (timm_backbone vs codegen); shared output-tracing refactor only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` touch different code paths and model families." + "reason": "Different model/code paths (univnet vs codegen); not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are separate model-specific refactors." + "reason": "Different model/code paths (upernet vs codegen); same modernization pattern, not duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are unrelated code paths; not the same underlying change." + "reason": "Different model/code paths (vision_text_dual_encoder vs codegen); similar refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything`/`prompt_depth_anything` vs `vision_encoder_decoder` are different model families and forward paths." + "reason": "Different model families (depth_anything vs vision_encoder_decoder); same tracing refactor pattern, not one change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything`/`prompt_depth_anything` is unrelated to `speech_encoder_decoder`; same refactor pattern only." + "reason": "Different model families (depth_anything vs speech_encoder_decoder); not the same code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are separate vision models with different output shapes and code paths." + "reason": "Different model/code paths (depth_anything vs superpoint); shared refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` refactor is unrelated to `rwkv`; different model family and implementation." + "reason": "Different model/code paths (depth_anything vs rwkv); same output-tracing idea, but separate implementations." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are different model families; not a duplicate change." + "reason": "Different model/code paths (depth_anything vs DPR); not the same concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` have no shared concrete bug/change; only thematic similarity." + "reason": "Different model/code paths (vision_encoder_decoder vs rwkv); same refactor pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are encoder-decoder wrappers, but vision and speech wrappers are separate concrete code paths and the diffs are model-specific." + "reason": "Different model families (vision_encoder_decoder vs speech_encoder_decoder); not duplicate changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model implementations." + "reason": "Different model/code paths (vision_encoder_decoder vs superpoint); similar tracing cleanup, not one bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are different model families and output paths." + "reason": "Different model/code paths (vision_encoder_decoder vs DPR); same theme, different fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are different architectures; not the same duplicate fix." + "reason": "Different model/code paths (speech_encoder_decoder vs superpoint); not the same underlying change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are unrelated changes in different model families." + "reason": "Different model/code paths (speech_encoder_decoder vs rwkv); shared output-tracing refactor only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate code paths; same helper refactor does not make them duplicates." + "reason": "Different model/code paths (speech_encoder_decoder vs DPR); not mergeable as one PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are distinct models with different forward logic." + "reason": "Different model/code paths (superpoint vs rwkv); same refactor family, different implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are different model families and not the same underlying issue." + "reason": "Different model/code paths (superpoint vs DPR); not the same concrete bug/change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are unrelated model-specific refactors; no shared concrete fix." + "reason": "Different model/code paths (rwkv vs DPR); same tracing-related pattern, not duplicate work." } ] }, @@ -28139,7 +28571,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "1d098fdbe3f0899206ce04e6326eff5483b087774580635c78e1795909b8b348", + "prepared_review_unit_hash": "442aec03ce1ab90358d65d8007aa804d21323953dd7b00b6bf4c7b2c5b01dfca", "component_budget": { "node_count": 2, "item_count": 2, @@ -28161,18 +28593,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that only overlap on standard Transformers registration/docs plumbing. They do not appear to fix or implement the same underlying change, so the soft similarity link should be rejected.", + "summary": "These are two separate model-addition PRs for different models (PenguinVL vs Voxtral TTS). They overlap only on shared Transformers integration files and docs scaffolding, not the same underlying change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the clearer representative: it is scoped to a single model integration, has an explicit issue target, and includes the full implementation/test wiring for Voxtral TTS.", + "canonical_pr_reason": "PR #45401 is the better canonical PR because it has an explicit issue target and a focused, well-scoped addition for Voxtral TTS.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the stronger standalone PR for this cluster because it is more focused and traceable, whereas PR 44662 is a separate PenguinVL model addition with no concrete relation to Voxtral TTS.", + "best_pr_reason": "PR #45401 is the strongest representative of the cluster as a concrete model integration PR with an explicit tracking issue; #44662 is a separate PenguinVL implementation and not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations (PenguinVL vs Voxtral TTS) with distinct codepaths and purposes; the shared files are generic model-registration/docs changes, not evidence of the same bug or change." + "reason": "Different model implementations for different code paths and model families; shared auto-registration/docs files are incidental and not enough to treat them as the same change." } ] }, @@ -28202,12 +28634,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "7607ea219c1b6c691e71890acd34e29e3e51c9531efbd52eb116bf1026d89a56", + "prepared_review_unit_hash": "b37318bf386dd8908c8330065d4c17d1e9107f8a741ae167d4c8954379542186", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -28215,7 +28647,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -28224,18 +28656,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they are not the same change: one introduces a standalone Module Fusion API, while the other wires n-to-1 kernel fusion into `KernelConfig` and model loading. They overlap conceptually yet target different implementation paths and could not safely be merged as duplicates.", - "confidence": 0.91, + "summary": "These PRs are thematically related to model/module fusion, but they implement different mechanisms: 44979 adds a general Module Fusion API, while 45363 adds KernelConfig-driven n-to-1 kernel fusion and loader/integration changes. They should not be triaged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the broader, more concrete implementation: it integrates kernel fusion through `KernelConfig`, model loading, and integration code rather than only adding a standalone API scaffold.", + "canonical_pr_reason": "PR 45363 is the more central and complete feature implementation, with core loading/config integration and an example, whereas 44979 is a separate module-fusion API scaffold.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best representative for this cluster because it covers the end-to-end fusion workflow and has the more actionable code-path change; PR #44979 is more of an isolated API foundation.", + "best_pr_reason": "45363 is the best representative of the cluster because it is the broader, more concrete feature change and touches the actual runtime integration path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but different scope and code paths: #44979 adds a new `module_fusion.py` API layer, while #45363 implements n-to-1 kernel fusion via `KernelConfig` and integration hooks. They are not the same concrete change and should not be merged as duplicates." + "reason": "Different fusion features and code paths: 44979 introduces a generic module-fusion API, while 45363 implements KernelConfig-based n-to-1 kernel fusion. They are conceptually related but not the same underlying change and would not be merged into one PR." } ] }, @@ -28265,7 +28697,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "c29d237b5fbb5dad68de55612aa709de3af05dc728590f9b6db6c7b15cf13452", + "prepared_review_unit_hash": "8096d2a80e3e9bfaa4f6037111d31e7019fba82d9b22cf1794de2c59d4a0c72a", "component_budget": { "node_count": 2, "item_count": 2, @@ -28287,18 +28719,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR adds tests and is the cleaner representative.", - "confidence": 0.97, + "summary": "Both PRs implement the same Mistral regex patch fix in the same file, with 45317 adding tests and appearing to be the more complete version of the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it contains the same core fix as 45086 plus test coverage, making it the more complete representative of this change.", + "canonical_pr_reason": "45317 is the stronger canonical PR: it contains the same fix as 45086 plus test coverage, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it covers the full bug fix and validation, while 45086 is an earlier, smaller version of the same patch.", + "best_pr_reason": "45317 is the best PR to keep because it addresses the same AttributeError fix and also includes a test file, so it is the most complete and merge-ready candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and identical code-path fix in `_patch_mistral_regex`; 45317 is just the more complete version with tests, so these are duplicate/near-duplicate PRs." + "reason": "Accept: both PRs patch the same _patch_mistral_regex AttributeError on the same code path in the same file; 45317 is essentially the same fix with added tests, so they are duplicates of the underlying change." } ] }, @@ -28328,7 +28760,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "507fdc7919b9fad262e07c8662eeb1336ab5971226252e39d314797ab48aad35", + "prepared_review_unit_hash": "0aee358b3dbffec0202c3f6759a4efd0c4f5ab86f9d3e0c987d582fe06380220", "component_budget": { "node_count": 2, "item_count": 2, @@ -28350,18 +28782,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch Nemotron H, but they address different scopes: one is a narrow conversion-mapping/refactor change, the other is a broader model-implementation and docs split into dense/sparse variants. They are related but not duplicates.", - "confidence": 0.88, + "summary": "These are related NemotronH changes, but they target different problems: one is a conversion-mapping refactor for NemotronH weights, the other is a broad model split/refactor into NemotronH dense and sparse variants with docs and auto-mapping updates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete Nemotron H change: it introduces the dense/sparse model packages, updates auto-mapping, docs, and tests, whereas #45115 is a narrower structural conversion/refactor patch.", + "canonical_pr_reason": "No issue present; as a PR candidate, 45569 is the broader and more concrete end-state change, covering the model split and user-facing docs/mappings, while 45115 is a narrower conversion helper refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 best represents the cluster since it covers the main user-facing/modeling change and associated documentation/test updates; #45115 appears to be a supporting conversion-mapping refactor rather than the primary implementation.", + "best_pr_reason": "45569 is the better representative PR because it implements the larger architectural change and touches the full set of files needed for the new NemotronH dense/sparse model structure.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They are not the same concrete code-path fix. #45115 adds checkpoint conversion key renames for NemotronH/Bamba compatibility, while #45569 implements the Nemotron H split into dense/sparse models with docs and tests. Overlap in files does not make them mergeable as one PR." + "reason": "Both touch NemotronH-related code, but 45115 is specifically about checkpoint conversion key renaming, while 45569 is a broader refactor that splits NemotronH into dense/sparse variants and updates docs, auto mappings, and model code. They are not the same underlying change and would not plausibly be merged as one PR." } ] }, @@ -28391,7 +28823,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c3c69b77f4fd108d0ab2fc1d7cf9f0e91f0ec5ff69516b1ea95aee85ea387fa5", + "prepared_review_unit_hash": "9bc2e8ce036eac87af90925e2f3391d8a3190bdb7e288fc7fcdfd761288ecfd1", "component_budget": { "node_count": 2, "item_count": 2, @@ -28413,18 +28845,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs in transformers, but they are not the same concrete change. PR 45415 is a broad type-checking sweep plus pyproject ignore changes across many files, while PR 45425 adds specific typing helpers/protocols and targeted integration fixes. I would not merge them as duplicates.", + "summary": "Two open PRs about typing/type-checking in Transformers, but they are not duplicates: PR 45415 is a broad repo-wide type-checking sweep, while PR 45425 is a focused typing-infrastructure change centered on _typing.py and a few call sites. The shared filenames are incidental overlap, not the same concrete fix.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "45425 is the more coherent, code-focused typing change set; 45415 is a much broader mechanical type-checking sweep with config noise across many files.", + "canonical_pr_reason": "PR 45425 is the better representative of a specific typing change set; PR 45415 is a much broader type-checking pass with pyproject lint config changes and many unrelated file edits.", "best_issue_reason": null, - "best_pr_reason": "45425 is the better representative because it targets a specific typing problem space with tighter scope and clearer code-path intent.", + "best_pr_reason": "PR 45425 is the best single PR to keep as the focused, coherent change. PR 45415 is too broad and mixes configuration with many file-level typing adjustments.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they fix different things: 45415 is a repository-wide type-checking cleanup, while 45425 introduces typing protocol aliases and specific model/integration adjustments. Shared filenames alone are not enough to treat them as the same PR." + "reason": "Both are typing-related, but they address different scopes and change sets: 45415 is a broad type-checking enablement sweep, while 45425 adds typing helper protocols and adjusts a smaller set of call sites. They do not look like one mergeable concrete fix." } ] }, @@ -28454,12 +28886,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "47c14f91fe721fafb8cf69f302956f4275635313a0cd7b6c493d497a15a931de", + "prepared_review_unit_hash": "ae9c114344234afcb7c5414e8fcca691a44fd81b863dfd6966fc79649645fead", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -28467,7 +28899,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -28476,18 +28908,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are EP-related, but they fix different bugs: one addresses EP/DeepSpeed ZeRO-3 loading and config serialization, while the other fixes expert tensors being overwritten during FSDP2 rank-0 broadcast. Shared files alone aren\u2019t enough to treat them as duplicates.", - "confidence": 0.92, + "summary": "These are related only at a very broad EP/model-loading level, but they fix different bugs and touch different code paths. PR #45548 is about preserving distributed_config and adding has_ep for EP + DeepSpeed ZeRO-3 loading via accelerate. PR #45662 is about preventing expert parameters from being overwritten by rank-0 broadcast in EP + FSDP2, with a more invasive distributed loading fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45662 is the better representative because it targets a concrete, well-scoped correctness bug (experts being overwritten by rank-0 broadcast) with a clearer end-to-end failure mode and broader EP/FSDP2 handling changes.", + "canonical_pr_reason": "PR #45662 is the stronger canonical candidate for the cluster because it addresses a concrete, higher-impact EP loading corruption bug with a fuller cross-file fix; PR #45548 is narrower and mostly handles config serialization / EP detection.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45662 is the strongest standalone PR in this cluster: it fixes a specific data corruption issue in distributed EP loading, touches the relevant loading and MoE/tensor-parallel paths, and is more clearly a single mergeable change than the other PR.", + "best_pr_reason": "PR #45662 is the best representative of the cluster because it has the more complete end-to-end fix and the clearest concrete failure mode; PR #45548 is adjacent but not the same bug.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share the EP/distributed-loading theme, but the underlying bugs differ: 45548 is about EP + DeepSpeed ZeRO-3 loading and stripping distributed_config from serialization, while 45662 fixes experts being silently overwritten by rank-0 broadcast under FSDP2. Not the same code-path problem." + "reason": "Both concern expert parallelism and loading, but the underlying bugs differ: #45548 preserves distributed_config and adds an EP flag for ZeRO-3/accelerate loading, while #45662 fixes rank-0 broadcast overwriting experts under FSDP2. They are not the same change and would not be merged as one PR." } ] }, @@ -28517,7 +28949,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "df5ebd1a64c5b46f7663b64b4779686c7300f32a1fdba068fa01687084ead0b1", + "prepared_review_unit_hash": "3e02d80f9a0f497c468c47e390253fd938f5ecd30f1f5a15e5943d7102d52e72", "component_budget": { "node_count": 2, "item_count": 2, @@ -28539,18 +28971,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist collision around `captured_info` debug artifacts in the testing utilities. PR 45645 is the broader follow-up/superset: it includes the core file-name fix plus CI workflow updates to collect the new per-worker logs, while 45639 is the narrower core fix alone.", - "confidence": 0.9, + "summary": "Both pull requests address the same xdist collision in patched testing debug output; PR 45645 is the broader, more complete version of the same fix.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical representative because it contains the underlying xdist-safe logging fix and the necessary CI artifact handling changes, making it the more complete version of the change.", + "canonical_pr_reason": "PR 45645 is the best canonical PR because it includes the core xdist-safe logging fix and also updates CI log collection so the new per-worker files are still surfaced.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best captures the full user-facing change set: fixing the collision in `testing_utils.py` and updating workflow/log collection so the new files are actually preserved in CI.", + "best_pr_reason": "PR 45645 is the strongest standalone representative of the change set: it fixes the collision at the source and preserves downstream debug-log collection.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both address the same concrete bug: `captured_info` writes colliding under xdist. The second PR is a superset that adds workflow support for the same per-worker log files, so they could plausibly be merged into one PR." + "reason": "Both PRs fix the same underlying captured_info xdist collision in testing_utils; 45645 extends the same fix with workflow handling, so they are mergeable as one change." } ] }, @@ -28646,40 +29078,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "d2c60d37ab43a6afb03b2a42156dad5512192a9239d16de2abb67386103645b0", + "prepared_review_unit_hash": "8a720b0d49dc159f652a0e02afb2db2421739c0edd3c1d6d3eee8d4426681b38", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, - "estimated_input_tokens": 1382, - "estimated_eval_tokens": 3020 + "serialized_chars": 5521, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, - "estimated_input_tokens": 1382, - "estimated_eval_tokens": 3020 + "serialized_chars": 5521, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related distributed-work items, but they are not the same change: #46269 is a broad distributed branch base, while #46126 is a narrower EP + Trainer integration built on top of that foundation. The shared filenames look like branch overlap rather than duplicate intent.", - "confidence": 0.89, + "summary": "These are related only at the subsystem level: PR 46126 is a focused EP/Trainer integration change, while PR 46269 is a much broader distributed branch-base PR that happens to touch some of the same files. They do not look like the same concrete change or bug fix, so the soft edge should be rejected.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "#46269 is the broader umbrella PR introducing the distributed branch base and multiple infra changes, so it is the better canonical representative of the cluster.", + "canonical_pr_reason": "PR 46269 is the broader, more central distributed branch-base PR and has more activity; it is the better cluster representative than the narrower EP integration PR.", "best_issue_reason": null, - "best_pr_reason": "#46269 is the best representative because it subsumes the shared distributed groundwork; #46126 is a specific follow-on feature PR, not a duplicate of the same concrete fix.", + "best_pr_reason": "PR 46269 is the better overall representative for the cluster because it is larger in scope and more actively discussed, even though it is not a duplicate of 46126.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Different scope and intent: #46126 adds EP/Trainer integration details, while #46269 establishes the distributed branch base. Shared files alone are not enough to treat them as the same PR." + "reason": "Shared distributed filenames are not enough here: 46126 is a specific EP + Trainer integration around router/tensor-parallel code, while 46269 is a broad distributed branch-base PR spanning FSDP, accelerate, loading, and other unrelated areas. They do not appear to fix the same concrete code-path problem or be safely mergeable into one PR." } ] }, @@ -28747,220 +29179,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "4877a81918c0d5ff80442ad8c639c66609c5acf868eee8e3bbc7232881f4bfa3", + "prepared_review_unit_hash": "332bde1755e625dc93028eed418ed918f48e9045268541b98dc73efc7ea91448", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26664, - "estimated_input_tokens": 6666, - "estimated_eval_tokens": 13588 + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26664, - "estimated_input_tokens": 6666, - "estimated_eval_tokens": 13588 + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a heterogeneous cluster of workflow-maintenance pull requests. The only apparent subcluster is pr-ci-security-gate.yml, but those PRs make different security changes and are not duplicate fixes. I would not merge any of the soft edges.", - "confidence": 0.92, + "summary": "These are not duplicates: the cluster is a set of unrelated workflow-maintenance PRs that only look similar because of generic titles and a shared CI/workflow theme. The strongest apparent overlaps are within pr-ci-security-gate.yml, but those PRs still implement different hardening changes and should not be merged as one duplicate.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "Best representative is PR 46554: it makes the most substantive functional change to the shared PR CI security gate, while the rest are either unrelated workflow tweaks or narrower follow-up edits to different concerns.", + "canonical_pr_reason": "No true canonical PR for duplicate triage: the items are heterogeneous. If a representative is needed, 46554 is the most substantive security-related workflow change, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone representative because it changes the core security-gate logic rather than a peripheral workflow setting.", + "best_pr_reason": "46554 is the best representative only because it has the clearest concrete workflow hardening and the most substantial diff; the rest are isolated, unrelated workflow tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: self-comment CI stdin handling vs PR CI security-gate hardening." + "reason": "Different workflow changes in different files/paths; only share generic CI-maintenance similarity." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated files and fixes; one updates self-comment CI, the other adjusts PR CI gate permissions/flow." + "reason": "Unrelated workflows: self-comment-ci message handling vs PR CI security-gate permissions/flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different changes; not the same underlying bug or change." + "reason": "Different self-comment CI vs security-gate workflow hardening; not the same code-path change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Self-comment CI command invocation is unrelated to the PR CI security gate secrets change." + "reason": "Different workflows and fixes; no shared underlying bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and behavior; one pipes comments to a helper script, the other changes CI image tagging logic." + "reason": "Self-comment CI stdin handling is unrelated to build-ci-docker-images commit-message handling." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening is unrelated to benchmark workflow trigger changes." + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different fixes; SSH runner secret handling vs anti-slop permissions scoping." + "reason": "Different workflow files and different fixes; only broad CI-maintenance overlap." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow files; SSH runner secret cleanup is not the same change as reviewer assignment checkout ref selection." + "reason": "SSH runner secret handling vs assign-reviewers checkout ref change are separate changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Both touch CI security themes, but they fix different workflows and different code paths." + "reason": "Different workflows and different security concerns; not the same concrete change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different security concerns; not duplicate changes." + "reason": "SSH runner changes do not match PR CI security-gate permission changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions scoping and benchmark dispatch support are unrelated workflow changes." + "reason": "Anti-slop permissions and benchmark dispatch logic are unrelated workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow jobs with different behavior; not the same underlying change." + "reason": "Different workflows with different fixes; same broad subsystem is not enough." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop workflow permissions and build-ci image selection are separate concerns." + "reason": "Permissions tweak in anti-slop.yml is unrelated to build-ci-docker-images shell fix." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Same broad CI area, but different workflows and different fixes." + "reason": "Different workflow files and unrelated changes; no same underlying bug." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref and benchmark dispatch support are unrelated." + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark_v2 trigger expansion." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different behavior; not duplicate." + "reason": "Different workflow logic and files; not the same fix." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different problems." + "reason": "Assign-reviewers behavior is unrelated to PR CI security-gate hardening." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger expansion and build-ci commit-message parsing are unrelated changes." + "reason": "Benchmark workflow trigger change and build-ci-docker-images commit parsing are separate issues." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths; no duplicate bug/change here." + "reason": "Different workflow behaviors; only generic CI similarity." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Build-ci image tagging logic and PR CI security-gate logic are separate changes." + "reason": "Build-ci-docker-images commit-message handling is unrelated to PR CI security-gate checks." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different fixes; not the same underlying issue." + "reason": "Different workflow files and different code paths; not a duplicate change." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different security hardening edits in different sections; they are related, not duplicates." + "reason": "Same workflow file, but different fixes: one adds checks/checkout, the other changes permissions and gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Both are PR CI gate edits, but one adds checks while the other only annotates the reusable workflow; not the same change." + "reason": "Both touch pr-ci-security-gate.yml, but one adds workflow-file checks while the other documents reusable-workflow safety." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different modifications to the same workflow file; one adds gate logic, the other changes secret inheritance." + "reason": "Same file, different hardening changes: security-check logic vs secrets inheritance tightening." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file but different concerns: permissions/approval gating vs reusable-workflow commentary." + "reason": "Both are PR CI gate tweaks, but they address different concerns and cannot be merged as one fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate edits in the same file, but not the same underlying fix." + "reason": "Distinct changes within the same workflow file; permissions/approval gating vs secrets handling." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "One adds safety notes, the other changes secrets handling; not duplicate." + "reason": "Commentary/documentation on reusable workflow safety is not the same as changing secrets: inherit to secrets: {}." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different fixes; no shared underlying change." + "reason": "Build-ci-docker-images shell quoting fix is unrelated to PR CI security-gate notes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner changes are unrelated to the reusable workflow note update in PR CI." + "reason": "SSH runner setup and PR CI reusable-workflow notes are separate changes." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build-ci docker image workflow changes are unrelated to PR CI secrets handling." + "reason": "Different workflow files and unrelated fixes; no shared code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different concerns; not a duplicate." + "reason": "SSH runner secret cleanup is unrelated to PR CI security-gate secrets inheritance." } ] }, @@ -29053,12 +29485,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "2eb7a3c7eccb3a26c3f3331517d0371cd384db684a9df6d600ac2c37458f9db0", + "prepared_review_unit_hash": "4f074df1d0be4c8c2b2e36c2db9cc809366b556e9d942e991343a73736599ade", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4882, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -29066,7 +29498,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4882, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -29075,18 +29507,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one in MoonshineStreaming\u2019s sliding_window_mask_function right window (`<` to `<=`) and target the same issue, with 47162 also adding a test and an extra same-pattern fix in Gemma4.", - "confidence": 0.95, + "summary": "Both PRs address the same off-by-one bug in the right-side sliding window mask (`-dist <= right_window_size` vs `<`). PR 47162 is the broader, more complete fix, also covering a second identical implementation and tests.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "47162 is the better canonical PR because it contains the same MoonshineStreaming fix as 46310, adds test coverage, and appears to be the more complete follow-up.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it fixes the same bug in MoonshineStreaming plus the analogous Gemma4 implementation and adds tests, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "47162 is the strongest representative of the cluster: it fixes the same MoonshineStreaming bug, includes validation, and is the more comprehensive change.", + "best_pr_reason": "PR 47162 is the best representative because it covers the full scope of the underlying off-by-one mask bug across all affected code paths, not just the narrower MoonshineStreaming files.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same concrete off-by-one bug in MoonshineStreaming sliding_window_mask_function, same target issue, and the diffs overlap on the exact code path; they could plausibly be merged into one PR." + "reason": "Same underlying off-by-one right-window masking bug and same fix pattern; 47162 is a superset of 46310 and could plausibly be merged as one PR." } ] }, @@ -29116,7 +29548,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "858dd56a959c4004399061a39a41e1b2f455c432b60ad42527ad5f68c1dcf128", + "prepared_review_unit_hash": "87a35af9f8a00434ea731c245dd6dfaf136fadb55aa34bceea1beda33a6b2eee", "component_budget": { "node_count": 2, "item_count": 2, @@ -29138,18 +29570,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct tokenizer-related fixes: one corrects CodeLlama decode stripping behavior, the other fixes DeepSeek-Coder/DeepSeek-LLM loading under the wrong tokenizer class. They share a broad area but not the same bug or code path.", + "summary": "These two PRs are unrelated fixes in tokenization code: one corrects CodeLlama decode stripping, the other teaches auto-tokenization to pick the right tokenizer for specific DeepSeek checkpoints. They should not be clustered as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single issue/PR unifies both changes; if forced to pick a representative, PR #46574 is a more concrete, self-contained bug fix with a narrower code path.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #46574 is the cleaner exemplar of the cluster because it fixes a specific, reproducible decode bug in one tokenizer implementation. PR #46580 addresses a different model-class selection problem in auto-tokenization.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: 46574 changes CodeLlama decoder setup to preserve leading spaces, while 46580 adds checkpoint-prefix routing in AutoTokenizer for specific DeepSeek models. They should not be merged as duplicates." + "reason": "Different bugs and different code paths: CodeLlama decoder stripping on decode vs. auto tokenizer class selection for DeepSeek checkpoints. They would not plausibly be merged into one PR." } ] }, @@ -29182,7 +29614,7 @@ "pull_request:46903|pull_request:46958", "pull_request:46958|pull_request:47090" ], - "prepared_review_unit_hash": "d4bf563404603c5a7b0fa8d638e628c891936835c2fc59bf154bbf5428416778", + "prepared_review_unit_hash": "d3d936a0c5d3fd5cd1727bf7bc5ca0af615b4d48010630b40916b3975afed44f", "component_budget": { "node_count": 3, "item_count": 3, @@ -29204,39 +29636,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related follow-ups around training-loss double-shift handling, but they do not read like one clean duplicate cluster: 46903 also covers PPFormulaNet, 46958 is a CohereASR-only CrossEntropyLoss rewrite, and 47090 is a broader later loss-plumbing change that adds Moonshine variants. Treat them as overlapping fixes rather than one clearly mergeable single PR set.", - "confidence": 0.63, + "summary": "46958 and 47090 are duplicates for the CohereASR training-loss double-shift bug; 47090 is the better canonical PR because it keeps the framework loss path intact while 46958 replaces it with a direct CrossEntropyLoss. 46903 is related in theme but targets a different model set and should not be merged with the others.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "47090 is the strongest canonical PR because it covers the broadest affected code paths, keeps the loss plumbing aware of batch-aware reduction, and includes the most complete test coverage for the expanded model set.", + "canonical_pr_reason": "PR 47090 is the best canonical PR: it fixes the same CohereASR loss-shift bug as 46958, but does so in the more correct way by preserving the shared loss helper behavior (including reduction/accumulation handling) and by extending the fix to the additional affected models.", "best_issue_reason": null, - "best_pr_reason": "47090 is the best standalone PR to keep: it addresses the shared loss-path problem with the most complete scope and test coverage across CohereASR and the later related variants.", + "best_pr_reason": "PR 47090 is the strongest representative of the duplicate cluster because it addresses the same concrete CohereASR bug as 46958 with a cleaner implementation and broader coverage, while 46903 is a separate model-specific change.", "soft_edge_verdicts": [ { "left": "pull_request:46903", "right": "pull_request:47090", "accept": false, - "reason": "Related loss-bug family, but not clearly the same mergeable patch: 46903 bundles CohereASR plus PPFormulaNet, while 47090 revises the CohereASR loss path again and expands to Moonshine variants." + "reason": "Both touch similar loss-shift logic, but they target different model sets and different explicit issue contexts; this is a pattern match, not the same underlying PR change." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Both touch CohereASR double-shift handling, but 46903 is a broader multi-model fix and 46958 is a different CE-only implementation, so they do not look like one clearly mergeable PR." + "reason": "They overlap on CohereASR files, but 46903 is centered on PPFormulaNet and a broader multi-model refactor; the concrete fix scope is not the same PR-level bug." }, { "left": "pull_request:46958", "right": "pull_request:47090", - "accept": false, - "reason": "They are in the same bug family, but 47090 is a later broader loss-plumbing change with additional model coverage rather than the same concrete patch as 46958." + "accept": true, + "reason": "Same concrete CohereASR double-shift loss bug; 47090 is essentially a superset/cleaner implementation of the same fix and could plausibly subsume 46958." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The packet supports a related family of double-shift fixes, but the summary overstates how confidently they are the same bug and mergeable as one PR set. PR 46903 is tied to a different issue target and covers CohereASR plus PPFormulaNet; PR 46958 is a separate CohereASR-only implementation using CrossEntropyLoss; PR 47090 is a later broader patch that changes the loss plumbing again and adds Moonshine variants. That looks more like overlapping follow-up fixes than one clearly mergeable single-bug PR cluster." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -29260,7 +29689,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "62992d23e77e028081d13227993c179e1b427a613697cae38db27698c2d4073c", + "prepared_review_unit_hash": "c4537ae967adc6f6c16a357098e3c77e7cebcebdab12b0580cf1e9c08008796e", "component_budget": { "node_count": 2, "item_count": 2, @@ -29282,28 +29711,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the chat CLI\u2019s management URL construction in `src/transformers/cli/chat.py`, specifically ensuring management endpoints are called against the service root instead of a `/v1` model API base. PR 47303 is the broader, cleaner fix and is the better canonical representative.", - "confidence": 0.87, + "summary": "Two open PRs touch the same chat CLI area and both address management URLs around a `/v1` base, but they are not duplicates: one normalizes the stored base URL, while the other rewrites an individual management request to the service root.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47303 is the broader and more direct fix: it centralizes service-root derivation for chat management calls and routes the management request there, matching the underlying URL-base bug more generally than the narrower `/v1` normalization in PR 47140.", + "canonical_pr_reason": "PR 47303 is the better canonical representative because it targets the broader routing problem directly, routing management calls to the service root rather than only normalizing the base URL object.", "best_issue_reason": null, - "best_pr_reason": "PR 47303 is the best standalone representative because it captures the core chat management routing problem in a more general way and is less tied to a single `/v1` edge case.", + "best_pr_reason": "PR 47303 is the strongest standalone fix: its helper and request update more explicitly align management endpoints with the service root, making it the more complete and general solution.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", - "accept": true, - "reason": "Same underlying chat CLI management URL bug in the same file: both adjust how management calls are built so they hit the service root rather than the model `/v1` base. The second PR is a broader formulation of the same fix." + "accept": false, + "reason": "Related but not the same concrete change: 47140 normalizes the chat CLI base URL when it ends in `/v1`, while 47303 changes the management request routing to the service root. They touch the same file, but they are different code-path fixes and should not be merged as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/chat.py` and `tests/cli/test_chat.py`, and both address chat management URL construction around the `/v1` base/service-root split. The soft-edge verdict is conservative enough given the shared files and closely related diffs, and PR 47303 is reasonably described as the broader representative. No obvious overstatement beyond the evidence shown." - }, - "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 }, @@ -29326,7 +29752,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "35e32d12c736e43f5cb4554ded5978eb283105e173ad90557aa70034e7c5fa58", + "prepared_review_unit_hash": "b1868f7f03e4dc20f23e2bb9f61b3097b37fc697d8e0c03c0b6830eed33f4330", "component_budget": { "node_count": 2, "item_count": 2, @@ -29348,18 +29774,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests target unrelated bugs in different parts of the library: training loss scaling vs. generation logits warping. They should not be deduplicated or merged together.", - "confidence": 0.99, + "summary": "These are two unrelated pull requests: one fixes label-smoothing loss scaling during gradient accumulation, while the other adds and enforces `min_tokens_to_keep` in `TopHLogitsWarper`. They do not share the same underlying bug or change and should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for deduplication: PR 47261 fixes gradient inflation with label smoothing during gradient accumulation, while PR 47262 adds/validates `min_tokens_to_keep` in `TopHLogitsWarper`.", + "canonical_pr_reason": "PR 47261 is the stronger canonical PR for this cluster because it has an explicit issue link and a narrowly defined, concrete bug fix tied to training loss scaling.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the stronger representative of its own bug report because it has an explicit issue link and directly addresses a concrete training-correctness defect; PR 47262 is a separate generation feature/bugfix.", + "best_pr_reason": "PR 47261 is the best representative PR because it has the clearest problem statement, explicit tracking issue, and the more directly actionable fix description.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different underlying problems in different code paths (`trainer.py`/`trainer_pt_utils.py` vs `generation/logits_process.py`); they are not the same fix and would not plausibly be merged into one PR." + "reason": "Different code paths and problems: gradient accumulation/label smoothing in `Trainer` vs logits warping behavior in generation. They are not the same underlying fix and would not plausibly merge into one PR." } ] }, @@ -29389,12 +29815,12 @@ "soft_pairs": [ "pull_request:47315|pull_request:47430" ], - "prepared_review_unit_hash": "fcb53bfc459fcb5e4e639c2000edb593e5d0969ea6335de551f41e0697c3ebb8", + "prepared_review_unit_hash": "ff97ca40863b1544f71a48c562435c215b32902a565c03af616a42138e6ea441", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4382, + "serialized_chars": 4383, "estimated_input_tokens": 1096, "estimated_eval_tokens": 2448 }, @@ -29402,7 +29828,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4382, + "serialized_chars": 4383, "estimated_input_tokens": 1096, "estimated_eval_tokens": 2448 }, @@ -29411,18 +29837,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs touch the same compressed_tensors area but fix different bugs: one corrects MoE expert shape reconstruction for non-32-divisible bit widths, the other collects zero_point for asymmetric decompression. They should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "The two PRs are in the same compressed_tensors MoE decompression area, but they fix different bugs: one corrects packed-shape reconstruction for non-32-divisible bit widths, while the other collects zero_point for asymmetric weights. They should not be treated as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR 47315 fixes shape reconstruction for non-32-divisible packing, while PR 47430 fixes missing zero_point handling for asymmetric MoE decompression.", + "canonical_pr_reason": "PR 47430 is the better representative of the cluster because it is the more complete decompression-path change, spanning both compressed_tensors and quantizer handling for asymmetric MoE experts.", "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, PR 47315 is the better anchor because it addresses a concrete decompression failure mode with a narrowly scoped fix; however, it is not a duplicate of PR 47430.", + "best_pr_reason": "PR 47430 is the strongest standalone candidate: it addresses a concrete decompression bug, includes the supporting quantizer-side change, and is more self-contained than the narrower shape-fallback fix.", "soft_edge_verdicts": [ { "left": "pull_request:47315", "right": "pull_request:47430", "accept": false, - "reason": "Different underlying bugs and fixes: shape fallback for low-bit packing vs. zero_point collection for asymmetric quantization. They share a file and subsystem, but not the same code-path problem." + "reason": "Related subsystem, but different underlying bugs and code paths: 47315 fixes incorrect weight_shape fallback for 3/5/6/7-bit packing, while 47430 fixes missing zero_point propagation for asymmetric experts." } ] }, @@ -29452,7 +29878,7 @@ "soft_pairs": [ "pull_request:47400|pull_request:47421" ], - "prepared_review_unit_hash": "b8517d6f5b6e0ff5cfa2df92dffed83d4325863b9e63b2cc5d43d5ab89afef8c", + "prepared_review_unit_hash": "9ba3034c355c464efef8a1d60daa8c1cc73e2e22b499dbb4e8093c4c299a2385", "component_budget": { "node_count": 2, "item_count": 2, @@ -29474,18 +29900,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate GGUF model-support PRs touching the same integration code, but they add support for different architectures (Phi-2 vs DeepSeek-V3), so they are not duplicates.", - "confidence": 0.96, + "summary": "Two feature PRs with similar GGUF loading scaffolding, but they target different model integrations: Phi-2 vs DeepSeek-V3 (deepseek2 arch). They share files and implementation areas, yet are not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best duplicate representative: these are separate GGUF support additions for different architectures, so neither PR should be treated as the canonical counterpart of the other.", "soft_edge_verdicts": [ { "left": "pull_request:47400", "right": "pull_request:47421", "accept": false, - "reason": "Same GGUF subsystem and overlapping files, but the concrete changes target different model architectures and different support paths, so they are not the same underlying change." + "reason": "They touch the same GGUF support code paths, but one adds Phi-2 support and the other adds DeepSeek-V3 support; different concrete model integrations, so not duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 53f9383d5cf4cd1ca78ff17e7905eb8b33efeff5..42ae831560b8eb09e13e908133aff16fb4e426b2 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260722t000038z", + "analysis_id": "hybrid-model-20260722t060034z", "archived_artifacts": { - "hybrid": "snapshots/20260722T000038Z/analysis-runs/hybrid-model-20260722t000038z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260722T000038Z/analysis-runs/hybrid-model-20260722t000038z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-22T00:15:46Z", + "published_at": "2026-07-22T06:12:48Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260722T000038Z", + "snapshot_id": "20260722T060034Z", "variant": "hybrid" } diff --git a/snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.json b/snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..06e2f0913016b2b8122bf2dbe6291993135f7e8f --- /dev/null +++ b/snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.json @@ -0,0 +1,3748 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260722T060034Z", + "generated_at": "2026-07-22T06:12:45Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + 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"issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638" + ], + "prepared_review_unit_hash": "cc737001106cc0eed51f23a6ee4bc915f0d5d303e3fbcda8b71a4a7308730c84", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46353, + "estimated_input_tokens": 11589, + "estimated_eval_tokens": 23434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bug reports; only two soft pairs look like true duplicates: the ZeRO-3/BERT IndexError reports and the torch 2.4.1 compatibility reports.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43596 is the clearest canonical anchor for the ZeRO-3/BERT duplicate pair: it states the concrete IndexError and the exact loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the best overall issue anchor here because it is concrete, actionable, and has a strong near-duplicate with the same failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different problems: missing Qwen3.5 config attribute vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: AMD GPU support vs MPS histogram error in a MoE path." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs AMD GPU incompatibility." + }, + { + "left": "issue:39921", + "right": "issue:44918", + "accept": false, + "reason": "Different bugs: special-token projection error vs Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is not the same bug as the AMD GPU failure." + }, + { + "left": "issue:39921", + "right": "issue:43039", + "accept": false, + "reason": "Different issues: token projection/add-token handling vs Liger kernel forcing cross_entropy." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: GPT-OSS on AMD vs broken Nemotron example." + }, + { + "left": "issue:39921", + "right": "issue:45685", + "accept": false, + "reason": "No shared underlying bug; special-token projection error is unrelated to MPS histogram support." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different failures: AMD GPU support vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:35545", + "right": "issue:39921", + "accept": false, + "reason": "ONNX export error and special-token projection error are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Deepspeed collectives mismatch is unrelated to ONNX export." + }, + { + "left": "issue:39921", + "right": "issue:44805", + "accept": false, + "reason": "Special-token projection error is unrelated to the mask/tensor shape IndexError." + }, + { + "left": "issue:39921", + "right": "issue:43716", + "accept": false, + "reason": "Different model families and failure modes; no shared code-path bug." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device map CUDA assert are different bugs." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different scope: table-question-answering crash vs outdated RAG examples." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup in v5, but they concern different removed items and should stay separate." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training bugs: SFT embedding unpacking vs resume/trust_remote_code flow." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Training resume with remote code is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different failures; only superficial IndexError similarity, not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 loading error is unrelated to training resume with trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but the affected paths and root causes differ." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Shape-mismatch IndexError is unrelated to Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different bugs: resume/trust_remote_code vs broken official Nemotron example." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration bug and model-training resume bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve deepspeed, but the collective mismatch and ZeRO-3 index error are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3/BERT IndexError on loading with an empty-shape parameter path." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross_entropy call and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save-load inconsistency are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to LoRA merge/save mismatch." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Activation-checkpoint/FSDP tensor-size mismatch is unrelated to IterableDataset length crashes." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class import error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both mention tensor sizes, but the bugs are different: checkpointing/FSDP vs mask indexing." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram support and YOLO auto device mapping are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing mismatch is unrelated to the CustomTrainer compute_loss signature break." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but different execution paths and symptoms; not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:39921", + "accept": false, + "reason": "FSDP/activation checkpointing bug is unrelated to special-token projection error." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/BERT loading IndexError is unrelated to GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and AMD GPU support issue are not the same bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Inputs-embeds reverse lookup cost and video token/template mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig missing attribute and Mistral regex patch crash are different issues." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both reports describe the same torch 2.4.1 compatibility regression in transformers." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to Qwen3 auto device-map CUDA asserts." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map PLE mismatch and expensive inputs_embeds reverse lookup are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch 2.10 incompatibility is unrelated to the Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo tracing failure and Mistral image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure conditions." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Dtype mismatch in image preprocessing is unrelated to MPS histogram support." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS Int histogram limitation." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5 SFT embedding unpacking are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen-3 NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "SFT embedding unpacking failure is unrelated to GPT-OSS tensor-parallel support." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross_entropy call and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are DeepSpeed/IndexError flavoured, but Gemma3 ZeRO-3 loading and BERT ZeRO-3 loading are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted pairs are plausibly duplicates from the titles and descriptions, and the rejections avoid overclaiming. No mergeability or evidence issues stand out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:30277", + "issue:35308", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42617", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:46901", + "issue:47228", + "issue:47394", + "issue:47448" + ], + "soft_pairs": [ + "issue:43827|issue:44512", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:39290|issue:41720", + "issue:43866|issue:46402", + "issue:44841|issue:47448", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:45020|issue:46304", + "issue:44863|issue:46015", + "issue:43866|issue:46772", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:46901|issue:47394", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43866|issue:44863", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43854|issue:43866", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:45362|issue:45464" + ], + "prepared_review_unit_hash": "9a98af9565e7b7fa7fb4546a593665678a392a591b27b949d28c65356bc28054", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38330, + "estimated_input_tokens": 9583, + "estimated_eval_tokens": 19422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are false positives across unrelated bug reports. Two genuine duplicate clusters stand out: a DeepSpeed ZeRO-3 loading/indexing failure and a broader AutoTokenizer v5 regression affecting multiple model families.", + "confidence": 0.86, + "canonical_issue_reason": "#45920 is the best canonical issue for the tokenizer cluster: it describes the broader AutoTokenizer v5 regression across multiple model families, making it a better umbrella than the Granite-only report #45812.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 is the strongest global issue candidate because it is broad, clearly scoped to a shared regression, and would be the most reusable duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they target different pages/examples and different missing v5 replacements." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different concrete failures: Liger/cross_entropy versus an autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated bugs: ZeRO-3 collective mismatch versus a CustomTrainer signature change." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Completely different topics: AMD GPU model support versus outdated RAG docs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different error paths and symptoms; these are not the same underlying bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility complaints, but they concern different torch/transformers breakages and different root causes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated: vLLM model loading versus distributed build/runtime support." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific failures with no shared code-path signal." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different loading failures: corrupted checkpoint versus missing text-encoder weights." + }, + { + "left": "issue:44841", + "right": "issue:47448", + "accept": false, + "reason": "Both are model-support issues, but for different models and different failure modes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to distributed support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and failures; no evidence of the same bug." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 loading/indexing bug: both report an out-of-bounds index during DeepSpeed Zero-3 model initialization/loading." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they are about different deprecated references and different documentation areas." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific bugs: processor failure versus device-map mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal failures with different root causes and APIs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression versus unrelated RAG documentation updates." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Different regressions: remote_code model support versus USE_DISTRIBUTED=0 compatibility." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model checkpoint-loading failure versus unrelated documentation issue." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and Nvidia ModelOpt compatibility are different problems." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both mention distributed training, but one is an IterableDataset length crash and the other is a generic 3d_parallel.py run failure." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 regression: both report wrong token IDs across multiple model families, with #45920 being the broader umbrella report." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes initialization incompatibility is unrelated to distributed support." + }, + { + "left": "issue:46901", + "right": "issue:47394", + "accept": false, + "reason": "Similar symptom, but different model implementations and different concrete training-loss bugs." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Unrelated: Qwen NVFP4 runtime failure versus RAG docs updates." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both involve sliding_window, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no shared underlying bug indicated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports, but the error messages and contexts differ enough to treat them as separate bugs." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and unrelated crashes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compilation/tracing regressions, but for different models and different failing ops." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading problems; one is unit-test load failure, the other is a corrupted checkpoint report." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the pydantic config regression." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization regression versus table-question-answering runtime crash." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "A ZeRO-3 index error is unrelated to a torch/transformers compatibility complaint." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat issues, but they surface through different APIs and likely different root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The two accepted soft pairs are well supported by the titles and shared failure signatures: the DeepSpeed ZeRO-3 index-error reports, and the broader AutoTokenizer v5 regression umbrella. The rejections are also framed narrowly enough to 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": 28, + "review_unit_index": 3, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:39921", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228", + "issue:47470" + ], + "soft_pairs": [ + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:43828|issue:45685", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:45464|issue:47470", + "issue:43716|issue:47228", + "issue:44805|issue:44918", + "issue:43296|issue:43366", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:44387|issue:45005", + "issue:45020|issue:45800", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:39921|issue:46869", + "issue:46640|issue:46661", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:39186|issue:44918", + "issue:43645|issue:45399" + ], + "prepared_review_unit_hash": "960dc0e8c4d3449fc1d4c930d04802d7d44fd8840ce96baae72cbdbe4e951fc8", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 38159, + "estimated_input_tokens": 9540, + "estimated_eval_tokens": 19336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated Transformers issues. The soft-similarity edges are mostly superficial (shared model families, error wording, or broad subsystem overlap) and should not be merged as duplicates. No pull requests are present.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue stands out as a safe canonical: the items span many distinct bugs and the proposed duplicate edges do not show the same concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is heterogeneous; any choice would be arbitrary and misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different failures and code paths: torch dynamo grouped_mm error vs YOLO multi-GPU device_map behavior." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated models/tasks and different crash surfaces; no shared underlying bug is evident." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific regressions, but the reported symptoms and affected components are different." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path breakage vs Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure and MPS int histogram error are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and unrelated runtime failures." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is not the same as an autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is not the same as a template-node compilation error." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to YOLO multi-GPU mapping." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight tying bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Both mention mixed precision / runtime issues, but they affect different models and code paths." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class errors are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig field breakage are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both involve indexing errors, but the model/setup and trace details differ too much to treat as the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version incompatibility and Gemma4 device mismatch are distinct problems." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init argument incompatibility is unrelated to a Sam3 compilation regression." + }, + { + "left": "issue:45464", + "right": "issue:47470", + "accept": false, + "reason": "Streaming API failure and ESMFold fp16 casting error are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral image dtype mismatch and Sam3 bf16 regression are different code paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a mask shape mismatch and the other is an SFT embedding unpacking failure." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and different failure modes; only the presence of dtype-related wording overlaps." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized breakage and pydantic field breakage are not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO device-map failure and Sam3 bf16 regression have no shared concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation model issues are distinct." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/version incompatibility are too broad and not the same concrete failure." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method vs Sam3 compilation regression are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and video token/template mismatch are different multimodal bugs." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Video input regression across Qwen variants is not the same as chat template video-feature mismatch for a specific model." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors with ZeRO-3, but they occur in different models and likely different failure points." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are about Siglip2 quality, but one reports worse embeddings while the other reports nonsensical AutoModel/pipeline output; not enough to treat as one bug." + }, + { + "left": "issue:39921", + "right": "issue:46869", + "accept": false, + "reason": "Gemma3N special-token projection error and YOLO device-map issues are unrelated." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 installation/fallback issue and remote-code config_class attribute error are separate bugs." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Qwen multimodal config unwrapping and uninitialized rotary embedding memory are different defects." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/BertModel indexing failure and resume-training remote-code issue do not match." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight requirement and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression and flash-attn fallback gating are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 4, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:39921", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:40990|issue:44960", + "issue:39921|issue:45507", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:45632|issue:45698", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:35308|issue:36331", + "issue:35308|issue:39921", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:43975|issue:44292", + "issue:45183|issue:46463", + "issue:35308|issue:42915", + "issue:44863|issue:45005", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:46489|issue:46491", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:46032|issue:47246", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:46899|issue:46932", + "issue:47332|issue:47333", + "issue:38175|issue:43054", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:44910|issue:45859" + ], + "prepared_review_unit_hash": "a39a66edad320dab61b8af405ce6c5d2c3fe6320a5c874033ce65f069d912326", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37240, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue cluster, but a few true duplicate groups stand out: the non-persistent buffer regression, the static-cache seq-length tensor regression, Gemma4 quantized embedder dtype casting, and the disk-offloaded Qwen3 save failure. Most other pairs share a subsystem or theme but not the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43950 is the clearest anchor: it describes the non-persistent-buffer regression precisely, is broad enough to subsume close duplicates, and matches the same underlying bug reported in 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it is specific, regression-focused, and central to the clearest duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different failures: GPT-OSS perplexity regression vs a GLM5 model report; no indication of the same bug." + }, + { + "left": "issue:39921", + "right": "issue:45507", + "accept": false, + "reason": "Both are model-specific bugs, but the symptoms and code paths differ (Gemma3N token/projection issue vs GraniteMoEHybrid invalid method)." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Quantization failure in Qwen3Moe vs flash-attn fallback gating; related area, but not the same concrete problem." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a single model's lm_head tying bug and the other is a broader translation-model v5 issue; not clearly the same defect." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading custom modules, but one is a trust_remote_code leaf-dir cache collision and the other is wrong module selection after save_pretrained; too different." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior vs tied-weights behavior; same broad area, different bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A discussion about DSA indexing vs docs mentioning a removed run command; unrelated." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU IterableDataset crash vs custom compute_loss signature breakage; unrelated training issues." + }, + { + "left": "issue:35308", + "right": "issue:39921", + "accept": false, + "reason": "Different model/training problems with no shared code-path bug." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies vs a docs command removal; not duplicates." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs tied-weights regression; different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are tokenizer/model-output issues, but the models and failure modes differ materially." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "General input validation/XOR error-message bug vs T5 decoder-input validation message; similar class, but not the same concrete issue." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Training dataloader crash vs quantization failure; unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading vs tied weights in translation models; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs/quantization errors vs text embedding quality regression; same model family only." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: v5 corrupts non-persistent buffers after load/materialization." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder v1 output and the other is CodeLlama leading-space round-trip; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer kwarg breakage vs Gemma3 ZeRO-3 loading IndexError; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Exact same non-persistent-buffer junk regression, described with different wording." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both concern Mamba2-style recurrence, but one is an incorrect use_cache result and the other is a NemotronH slow-path recurrence propagation issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/storage failures with different exceptions and causes." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 text embedding quality vs tokenizer changes across versions; not the same defect." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported symptoms and affected model sets differ; too broad to merge." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; 46932 reads like the fix/duplicate of the same issue." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same concrete offloading save failure for disk-offloaded Qwen3 variants; only the model variant differs." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs text embedding quality degradation; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype/precision problems, but one is an autocast mismatch and the other is a Qwen3.5 RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same API bug: get_seq_length returns a tensor instead of an int, with different reported symptoms/backends." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch buffer/materialization state, but 45902 is about uninitialized rotary embedding frequency after meta->to_empty(cuda), not the non-persistent-buffer regression." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 offload/attention failures: flash-attention illegal memory access vs CPU-offload incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by strong title-level evidence (especially the non-persistent-buffer regression, the seq-length Tensor bug, the Gemma4 dtype-cast fix, and the disk-offloaded Qwen3 save failure). The rejected soft edges also look appropriately cautious, with no clear overstatement of duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 5, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45305", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43054|issue:43493", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:41762|issue:42915", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:43824|issue:43872", + "issue:45081|issue:45399", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:43782|issue:44960", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43883", + "issue:45020|issue:45356", + "issue:43872|issue:46869", + "issue:42491|issue:44368", + "issue:45759|issue:46661", + "issue:45020|issue:46661", + "issue:41553|issue:43881", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:43881|issue:43883", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "8a1be79f27bac51fd8a726b4e2c4d40c0f14c2101cb47ca505ce5d0ec4ae3c21", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37464, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, tokenizer, training, and docs regressions grouped by broad semantic similarity rather than true duplication. I did not find any soft pair that clearly describes the same concrete bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s recurring theme: recent Transformers versions breaking model loading, especially for remote-code models.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 best captures the most general user-facing regression pattern and could serve as the umbrella issue for nearby loading failures, even though most items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP/SigLIP2 text embeddings, but one is a quality discrepancy and the other is a JAX-vs-HF implementation mismatch; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError from per-layer shared_kv_states is unrelated to Qwen3_5MoeTextRotaryEmbedding uninitialized memory after meta->to_empty(cuda)." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory/checkpointing concerns, but one is LoRA gradient checkpointing being ineffective and the other is int4 quantization increasing reserved CUDA memory." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs failure to load a specific model (vesteinn/ScandiBERT); different symptoms and likely different root causes." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed 'weight must be 2-D' is unrelated to early stopping failing to find metric_for_best_model/eval_f1." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "DeepSeek-Coder detokenization regression is unrelated to GPT-OSS-20B failing on AMD GPUs." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error is unrelated to Qwen3 MoE failing with FineGrainedFP8Config; different model and mechanism." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they target different models and the reports do not indicate the same underlying defect." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code=True is a different failure mode than general remote-code loading breakage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to flash-attn2 fallback being blocked by other checks." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are about Qwen3 MoE training performance/memory, but one is ineffective gradient checkpointing and the other is inefficient memory usage; not clearly the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to a bitsandbytes Int8Params constructor incompatibility." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram Int error in MoE is unrelated to Gemma4 PLE device mismatch under device_map='auto'." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code model loading regressions and Gemma4 PLE device placement mismatch are different code paths and failure modes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error is unrelated to the generic GLM5 issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like failing in TOKENIZER_MAPPING_NAMES is an internal model-registration bug, not the same as remote-code loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code model breakage is not the same as the Kimi-K2.5 tokenizer regression and misleading warning." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes parameter incompatibility is unrelated to YOLO multi-GPU device_map='auto' failure." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility across versions is broader than a warning about tie_word_embeddings in ms-swift fine-tuning." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen 3.5/3.6 config unwrapping from_config bug is unrelated to remote-code AutoModel missing config_class." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both concern model loading, but one is remote-code regressions broadly and the other is a specific AutoModel class attribute error." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and glm-4v-9b loading failure are different models with no shared root cause shown." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "DeepSeek tokenizer pre-tokenizer override bug is different from the later DeepSeek-Coder v1 detokenization regression." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head weight tying issue in Mistral3 is unrelated to silent corruption of non-persistent buffers in from_pretrained()." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens skip_special_tokens overhead and the other is convert_tokens_to_ids slowdown with many added tokens." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "These are closely related docs regressions about removed pipeline tasks, but they appear to be separate reports rather than the same underlying bug/change." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are unrelated model-specific issues." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to incorrect gradient averaging with GAS under DeepSpeed." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46468", + "issue:46515", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:46894|issue:46897", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:43854|issue:44863", + "issue:41093|issue:44805", + "issue:43366|issue:43828", + "issue:43716|issue:46468", + "issue:44928|issue:45588", + "issue:44530|issue:44863", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44863|issue:46402", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:41553|issue:44991", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44683|issue:46515" + ], + "prepared_review_unit_hash": "6a48976e7765d8a36f70986f0f6f9d7bd02c4cb5fe28572346d7589cbba468da", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37008, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bug reports. Only a few soft pairs look like true duplicates: the Bert/DeepSpeed ZeRO-3 zero-index failure, the identical mask-shape IndexError, and the pair of training-loss double-shift reports.", + "confidence": 0.87, + "canonical_issue_reason": "No single global canonical is safe because the cluster spans many unrelated bugs; if an anchor is needed, issue 43596 is the cleanest duplicate family because 43638 is nearly the same Bert/ZeRO-3 zero-index failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the best issue anchor among the true duplicates in this set: its pair 43638 is a near-identical DeepSpeed ZeRO-3/Bert failure with only minor wording differences.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a generic Whisper load/run failure and the other is a specific fbank helper issue; not the same bug." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern; this looks like one underlying loss-path defect across two model heads." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss keyword argument vs mask/tensor shape IndexError are different code paths and failure modes." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing being ineffective and a missing supports_gradient_checkpointing flag are related only loosely; not the same concrete bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but they involve different Qwen model variants and different missing-weights patterns." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but one is a broad video regression across models and the other is a StopIteration in a specific embedding path." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and NemotronH checkpoint loading are different model-specific failures." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask-vs-indexed-tensor shape mismatch IndexError, just with different concrete sizes in the message." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss architecture support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Image preprocessor dtype mismatch for Mistral-3 and a broken Nemotron example are different bugs." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN from 3D position_ids and a flash_attention crash on s_aux=None are different failure modes." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are different issues." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "The Bert ZeRO-3 index-out-of-bounds bug and a generic torch 2.4.1 incompatibility are not the same defect." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "NemotronH checkpoint loading and Sam3 text-encoder weights not loading are different model-loading problems." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are rotary/position-related, but one is a Qwen2.5-VL still-image scaling bug and the other is uninitialized memory after meta-to-empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The Bert/ZeRO-3 out-of-bounds bug is distinct from a version-specific torch compatibility issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Gemma4 PLE device mismatch are different forward-pass bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Image dtype mismatch and Qwen3-VL video StopIteration are different bugs." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad Voxtral tokenizer error messaging and a tokenizer-loading failure for est-roberta are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 token leakage across tracks and Whisper empty-transcription handling after align_special_tokens are different defects." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and meta-device model-loading breakage are separate problems." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index error are different bug classes." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and an MPS histogram unsupported-int error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3-VL video StopIteration and TRL SFT embedding unpacking are different issues." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "torch>=2.9 flex_attention regression and torch 2.4.1 incompatibility are different version-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted soft pairs are strongly supported by the issue titles and descriptions: the two Bert/DeepSpeed ZeRO-3 index-out-of-bounds reports, the two mask/tensor shape IndexError reports, and the two training-loss double-shift reports. The rejects are appropriately cautious and do not overclaim evidence from the packet. One accepted pair is a bit more inferential than the others, but still reasonable given the shared bug pattern language." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 7, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43645|issue:43646", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:41553|issue:44488", + "issue:45823|issue:46515", + "issue:42947|issue:47254", + "issue:46468|issue:46869", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:44661|issue:44805", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:41720|issue:42915", + "issue:43317|issue:44756", + "issue:42915|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "83077058083bf72c25c414c49090a66c820d28f0e7f4411f0fbd05f07487eb29", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36911, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains a few small duplicate pockets (custom model init, SigLIP2 bad outputs, Gemma4 4-bit dtype handling, non-persistent buffer corruption) plus many unrelated loading/attention/ZeRO regressions.", + "confidence": 0.84, + "canonical_issue_reason": "44534 is the cleanest anchor for the non-persistent-buffer regression and is the broader duplicate of 43644; the rest of the cluster is too mixed to justify a single universal canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "44534 is the strongest single duplicate anchor in the set, but only for its own subcluster; the overall cluster does not share one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression; the notebook detail is just a context variant." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Different failures: Qwen3.5 flash-attn misreads 3D position_ids, while 46858 is a static-cache/torch.compile non-CUDA seq-length tensor bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both are attention-related crashes, but they affect different models and appear to stem from different code paths/root causes." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and error modes; not enough evidence of one shared bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Device-mismatch in Gemma4 PLE forward is not the same as a broad torch 2.4.1 compatibility issue." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Related to checkpointing/PEFT, but one is ineffective gradient checkpointing and the other is a specific ZeRO-3 CheckpointError; different concrete bugs." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device_map failure are unrelated subsystems and symptoms." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions, but they affect different model families and likely different fixes." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping edge case and Gemma4 device-mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different model/runtime errors: Qwen3-vl video StopIteration versus a mask/index shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention stricter config validation, but they are separate model/config failures without evidence of one shared underlying defect." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model/output regression; 43994 is the broader restatement of the zero-probability symptom in 38175." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 BertModel index error is unrelated to the tokenizer-mapping failure in add-new-model-like." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping logic and a mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "BertModel ZeRO-3 init failure is not the same as the tokenizer-mapping-name edge case." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/qwen3_moe hf4.x\u2192hf5.x incompatibility is not the same as BitNet packed-weight loading." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit dtype-cast bug; 46899 is the broader audio/vision description of the same failure." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-family issues, but one is auto device-mapping CUDA assert and the other is FineGrainedFP8Config failure; different bugs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized device_map offload loading and mmap/OOM on Strix Halo are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but 39692 is a docs example/model-processor mismatch plus quantization failure, not the same runtime zero-probability bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate about Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility and Gemma4 resize_token_embeddings are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention are different models and different failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT models, but there is no clear shared underlying defect from the titles alone." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and Nemotron example breakage are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect save_pretrained visual encoder keys; same model family but different operations and bugs." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and missing base_model_tp_plan entries are distinct problems." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Silent dtype handling in multimodal AutoModelForCausalLM loading is not the same as from_config leaving model.config.dtype stale." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "The docs-example errors in 39692 are broader and different from the runtime nonsensical-output regression in 43994." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The accepted soft pairs look reasonably supported by the titles (especially 43645/43646, 45672/46899, and the SigLIP2 pair), and the rejected pairs are mostly cautious rather than overstated. No PR-pair issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 8, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:43708|issue:44075", + "issue:45276|issue:45335", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:45362|issue:45406", + "issue:45663|issue:45759", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:44910|issue:45588", + "issue:46897|issue:46901", + "issue:43873|issue:44387", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:44079|issue:46829", + "issue:44863|issue:46468" + ], + "prepared_review_unit_hash": "ac569eb0d3a53084b474dca8dc316987fbf462f3e22a7a6e459ae95efd550ba9", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36264, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers bug reports. I only see two true duplicate-style pairs: the resize_token_embeddings/output-embedding propagation reports, and the training-loss double-shift reports. Everything else looks like different bugs sharing only broad subsystem similarity.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45276 is the best representative issue: it describes the resize_token_embeddings propagation bug in a broader, more implementation-oriented way (embed_tokens_per_layer/output_embeddings), while 45335 is a narrower model-specific instance of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest global issue candidate because it is the clearest and broadest statement of one of the actual duplicate families in this cluster. It has enough specificity to anchor triage without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they describe different models and likely different failure mechanisms; not enough evidence of the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.0 regressions, but one is about non-persistent buffer junk and the other about defining custom models in notebooks. Different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Both concern loading problems, but one is Qwen3 MoE with accelerate/deepspeed and the other is GLM-4.7-Flash test loading. Different model families and symptoms." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization, but one is training memory inefficiency and the other is quantization offloading not behaving as expected. Too broad to merge." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA compatibility on qwen3_moe and resize_token_embeddings not updating decoder embeddings are unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different underlying issues: LoRA/model compatibility versus resize_token_embeddings not propagating to output embeddings." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are separate loading/saving bugs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related under quantization, but one is training inefficiency and the other is increased reserved memory/OOM in int4. Not the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model loading errors, but they concern different models and different failure modes (shape mismatch vs unit-test loading)." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is LlamaTokenizer overriding pre-tokenizer behavior and the other is wrong token IDs for Granite. Different mechanisms." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 as a general loading issue and sinq quantized save/load breakage are not the same bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and optimizer SGD args not being used are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug pattern: resize_token_embeddings does not propagate updated embeddings to the model's output/decoder embeddings. 45335 is a model-specific manifestation of 45276." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading failures are different regression classes." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and unwrapping text_config for Qwen multimodal configs are separate code-path issues." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "cudaErrorAssert on A800 for Qwen3 and AudioFlamingo3 batched inference token leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/quantization example errors and GLM5 loading issues do not describe the same bug." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch for one model and tokenizer loading failure for another are only loosely related; not the same underlying defect." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash Attention illegal-memory-access from 3D position_ids and s_aux=None AttributeError are distinct flash_attention failures." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift bug: both report labels being shifted incorrectly in model loss computation, just on different model families." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is increased reserved memory/OOM. Not the same fix." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying issues, but in different model implementations with different affected call sites. Similar symptom, not clearly one bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 rotary embedding CPU-offload incompatibility are different bugs." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap OOM are different loading/memory problems." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment and VideoPrism hidden_states misassignment are different output-struct bugs." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint-loading failure and the broken official Nemotron example are too broad to treat as the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted duplicate-style pairs are supported by the titles, and the rejected pairs are generally treated cautiously rather than overstated. The only mild concern is that some other high-similarity pairs could also plausibly relate, but the analyst did not overclaim beyond the evidence shown here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 9, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39921", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:39921|issue:43425", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:43957|issue:47332", + "issue:45588|issue:45663", + "issue:43381|issue:44928", + "issue:42796|issue:46326", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:43854|issue:45216", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:45684|issue:45698", + "issue:46894|issue:46901", + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44479|issue:44805", + "issue:44589|issue:45084" + ], + "prepared_review_unit_hash": "18db156c6faa327dc38ec1a034642be8506cd4638ca84a2b479fb44290569c24", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36999, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set. The Gemma4 resize_token_embeddings pair (45276/45292) is the closest duplicate-like candidate, but the packet only shows title similarity and explicitly marks the soft edge as non-deterministic, so it should be treated as plausible rather than definite.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45292 is the best anchor for the small resize_token_embeddings cluster because it states the broader output_embeddings symptom; issue:45276 looks like a Gemma4-specific variant, but the evidence shown here is only title-level and not enough to call it a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative of the resize_token_embeddings/output_embeddings reports, but only as the most generic and reusable issue anchor, not as a proven duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are runtime failures, but they point to different concrete bugs and there is no evidence of a shared code path." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config creation and Gemma4 FSDP shared_kv_states are unrelated implementations and failures." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the likely causes differ: int4 quantization memory growth versus mmap behavior on Strix Halo." + }, + { + "left": "issue:39921", + "right": "issue:43425", + "accept": false, + "reason": "Gemma3N token projection error and Torch 2.10 incompatibility are different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different models and different quantization/loading problems; not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "These are the closest pair, but the packet only shows similar titles; without body evidence, it is not safe to treat them as a definite duplicate." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM do not share a code path." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Meta-device loading failures and disk-offloaded model saving are different lifecycle bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less s_aux handling and Gemma4 FSDP shared_kv_states are separate attention bugs." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and RLHF NaN from SDPA fallback are not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but BPE marker handling and continue_final_message behavior are distinct." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks and extra_state save/load handling are different regressions." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch 2.10 compatibility and a Sam3 bf16 compilation regression are separate problems." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization failure is unrelated to the Strix Halo mmap OOM fix." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Same general theme, but 45335 is a different model-specific embedding target and not clearly the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unable to load a specific GLM-4.7 checkpoint and Qwen3.5 save_pretrained regression are different issues." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for a specific model and a generic ScandiBERT load failure are not clearly the same root cause." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer resume_from_checkpoint max_steps miscalculation are separate bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permissions propagation from source files and loading the wrong custom module after save_pretrained are different save/load problems." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "They share a double-shift symptom, but the titles describe different model-specific training paths and there is no proof of one shared bug." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map auto failure are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache invalid group type and non-template-node compilation errors are different subsystems entirely." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token-ID regression and slow convert_tokens_to_ids are different tokenizer bugs, one correctness and one performance." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids and CodeLlama leading-space round-trip are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >=2.9 and Gemma4 PLE device mismatch are unrelated code paths." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization changes are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 breakages, but one is base_model_prefix loading and the other is custom model initialization in notebooks." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Same broad runtime failure category, but too little evidence that the video/input bug and the mask-shape bug are the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates the Gemma4 resize_token_embeddings pair. In the packet, 45276 and 45292 are title-similar, but there is no body evidence shown here, and the soft-pair signal is explicitly marked deterministic_accept=false. Calling it the \"only clear duplicate-like pair\" and accepting that edge as definite is stronger than the packet supports. A safer phrasing would be that it is the closest/most plausible duplicate candidate, not a clear match." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 10, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:39921", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333", + "issue:47448" + ], + "soft_pairs": [ + "issue:45823|issue:47448", + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:40990|issue:47331", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:46665", + "issue:43901|issue:44509", + "issue:46050|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:43906|issue:46326", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:43632|issue:47050", + "issue:44488|issue:44987", + "issue:36032|issue:39921", + "issue:36032|issue:42915", + "issue:44488|issue:45081", + "issue:43716|issue:45084", + "issue:42796|issue:43404", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:46285|issue:46402", + "issue:43541|issue:45084", + "issue:44661|issue:44683" + ], + "prepared_review_unit_hash": "3650fb79f1c0740e81b97f5054d1fc304fefadaef1ca84a519e450945d988d85", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37235, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose set of Transformers-related issue reports, many centered on v5 regressions and model/tokenizer loading. None of the soft pairs look like true duplicates; they usually share only a broad subsystem or model family.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43611 is the broadest, most central v5 regression here: a general model-loading compatibility break around `base_model_prefix`. It best represents the recurring theme without being overly model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best anchor for the cluster because it captures the widest shared failure mode in this set\u2014Transformers v5 loading regressions\u2014more cleanly than the narrower model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45823", + "right": "issue:47448", + "accept": false, + "reason": "Gemma4 device-mapping/forward mismatch vs. Gemma4 architecture recognition; related family, different bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` save/load handling vs. multimodal `text_config` unwrapping; different code paths and failure modes." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs vs. `ModelOutput` key assignment bug; not the same underlying issue." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "High perplexity on gpt-oss-20b vs. Metal batched quantized generate corruption; different models and symptoms." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` / `torch_compilable_check` failure vs. Perceiver interpolation failure; unrelated code paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer method conflict vs. `gguf_file` loading regression; both loading-related but distinct bugs." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline `return_language` regression vs. generic `from_pretrained` behavior in Python classes." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but one is about `return_all_scores` and the other about removed pipeline tasks; not the same change." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption vs. `continue_final_message` handling for mistral_common tokenizers; different bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failures for different models and different tokenizer patch paths; same area, not same defect." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM output regression vs. est-roberta tokenizer loading failure; unrelated failure modes." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction of another issue vs. a mistral_common continuation bug; no evidence of shared root cause." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Reproduction issue vs. Qwen3.5 PagedAttentionCache crash; different models and code paths." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior vs. MXFP4 quantization fallback for gpt-oss-20b; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 multimodal behavior, but one is a device mismatch and the other is a 4-bit dtype cast issue." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "`extra_state` persistence vs. TimesFM `window_size` AttributeError; unrelated." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap OOM vs. disk-offload save failure; different subsystems." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3 zero-sized tensor error vs. compiled flex_attention regression; unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency vs. Strix Halo mmap OOM; both memory-related but not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "`_is_hf_initialized` flag regression vs. ONNX dtype mismatch in Canine attention; different layers and failure modes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different loader issues." + }, + { + "left": "issue:36032", + "right": "issue:39921", + "accept": false, + "reason": "T5 tokenizer special-token conflict vs. Gemma3N projection error when adding tokens; similar theme, different root cause." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer load error vs. Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model failures: `sleng-bert` loading vs. Mistral regex patch crash." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch vs. template-node compilation error; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling vs. untied `lm_head` weights; different bugs." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading vs. Metal batched quantization corruption; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffers; not the same code-path issue." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency vs. Sam3Model text encoder weights not loading; different model families and failures." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral dynamo tracing grouped_mm failure vs. compile-template-node TypeError; not the same problem." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "`add-new-model-like` mapping bug vs. compiled flex_attention regression; 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": 28, + "review_unit_index": 11, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43299", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43873", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44530", + "issue:44671", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46304", + "issue:46326", + "issue:46489", + "issue:46661", + "issue:46894", + "issue:46897", + "issue:47013", + "issue:47312", + "issue:47331", + "issue:47470" + ], + "soft_pairs": [ + "issue:45479|issue:46894", + "issue:44462|issue:46489", + "issue:42915|issue:44530", + "issue:43299|issue:43931", + "issue:45479|issue:46897", + "issue:43873|issue:47331", + "issue:44451|issue:44987", + "issue:44530|issue:46304", + "issue:36032|issue:43645", + "issue:44737|issue:45859", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:40990|issue:43421", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:45084|issue:45507", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:39404|issue:44671", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:47331|issue:47470", + "issue:44811|issue:45584", + "issue:43262|issue:47331", + "issue:43208|issue:47013", + "issue:43746|issue:46326", + "issue:42915|issue:45084", + "issue:43317|issue:43482", + "issue:43645|issue:46661" + ], + "prepared_review_unit_hash": "f9d7947d15b4e48c09911af6263bc03a5acbf3e6c7573a7469b67f0e22d18eb6", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers v5-era regressions across tokenizers, model loading, quantization/offload, audio, and xLSTM. From the titles alone, none of the soft pairs are clearly the same underlying bug with enough confidence to merge.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative v5 regression here: a general custom-model initialization breakage that fits the cluster\u2019s recurring load/init failures better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single representative of the set because it is broad, high-level, and closest to the recurring theme of Transformers v5 breaking model initialization/loading paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Different bugs: one is a degenerate zero-loss classification problem, the other is an ASR training-loss double-shift regression." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about ignoring tokenizer.json and the other is a model-specific output regression for DeepSeek-Coder." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen-family failures with different symptoms: FP8 config loading vs PagedAttentionCache group-type handling." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a general v5 load break and the other is a weight-shape mismatch; not enough evidence of the same root cause." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "A zero-loss classification issue is not the same bug as a Florence2 training-loss double-shift regression." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both mention quantization/offload, but they are different code paths and failures: general offload problems vs a Metal batched-generate corruption bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they affect different models and do not point to the same concrete bug." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "One is a Qwen3.5 PagedAttention cache crash; the other is a distributed-build compatibility regression. Related area, not same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom-model initialization breakage in notebooks are distinct failures." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but one is an XLNet CPU allocation bug and the other is a Qwen rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset failure vs mistral_common continue_final_message behavior; no shared underlying bug is evident." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and Qwen2.5-VL finetuning with multi-image prompts are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "A perplexity regression and a runtime special-token/post-processor update bug are different issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend/package availability, but one is missing TensorFlow in the torch extra and the other is an invalid BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but non-persistent buffer junk and custom-model initialization failure are separate bugs." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures: a template compilation TypeError vs an invalid-method call in GraniteMoEHybrid." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and the _is_hf_initialized flag regression are not the same code-path problem." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading regressions, but they affect different repositories and the titles do not indicate a shared root cause." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM prediction errors are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The first is a specific unsupported-arg regression in a feature extractor; the second is a broader fbank-feature helper issue." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both touch GGUF loading, but one is an AutoTokenizer/AutoModelFromPretrained path break and the other is a specific Qwen2.5-GGUF load failure." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading failure and kernel-version incompatibility are unrelated." + }, + { + "left": "issue:47331", + "right": "issue:47470", + "accept": false, + "reason": "A quantized batched-generate corruption bug is unrelated to an fp16 ESMFold casting error." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription failure after align_special_tokens are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaults and Metal quantization corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "The xLSTM umbrella issue mentions multiple bugs; this specific train-mode unpacking crash is only one possible symptom and not clearly the same issue." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT-adapter checkpoint loading and continue_final_message tokenizer behavior do not share the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both are custom-model initialization/loading regressions, but one is notebook-specific and the other is a remote-code config_class error; too different to merge confidently." + } + ] + }, + "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": 28, + "review_unit_index": 12, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43872", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254", + "issue:47448" + ], + "soft_pairs": [ + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:42915|issue:44291", + "issue:44987|issue:45081", + "issue:43646|issue:44534", + "issue:43262|issue:43377", + "issue:45020|issue:47448", + "issue:36032|issue:43742", + "issue:43377|issue:43819", + "issue:43994|issue:44610", + "issue:42915|issue:44589", + "issue:28530|issue:34567", + "issue:44008|issue:46899", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43531|issue:44877", + "issue:44451|issue:45081", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44464|issue:45987", + "issue:40444|issue:45325", + "issue:45923|issue:47254", + "issue:43872|issue:44291", + "issue:44220|issue:44683" + ], + "prepared_review_unit_hash": "23a94b2eec32901f52c421621f9961128ff501f3f7c8ae21943b53c70837a846", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformer/model-regression issues. Only one strong duplicate-like pair stands out: the `_is_hf_initialized` initialization incompatibility; the rest are only loosely related by subsystem or version.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44291 is the clearest root-cause report for the `_is_hf_initialized` loading regression and is broader than the bitsandbytes-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella-style issue in the set for recent-version model-loading breakages, even though it is not a duplicate of most others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: Whisper runtime failure vs YOLO multi-GPU device-map loading." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and a Mistral tokenizer regex crash are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure vs `_is_hf_initialized` init_empty_weights incompatibility; related theme, different bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Separate load failures affecting different model paths (remote model vs Mistral tokenizer patch)." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage and non-persistent buffer corruption are not the same code-path issue." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate default and MIMI batching/padding-mask mismatch are distinct." + }, + { + "left": "issue:45020", + "right": "issue:47448", + "accept": false, + "reason": "Broad remote_code regressions vs a specific Gemma4 architecture-recognition failure." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict and MobileLLM loading KeyError are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support in MIMI vs DAC from_latents/STE mismatch are different audio bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision issues: bad model outputs vs processor producing the wrong input resolution." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure vs missing Float8 storage support; same area, different root cause." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and token-count tracking are unrelated trainer issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision vs Gemma4 4-bit dtype-cast regression are different multimodal bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "`AddedToken` construction error is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and OmDet processor size mismatch are separate issues." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug and strict granite_speech config loading are not the same defect." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash differ in code path and symptom." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are distinct." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve `lm_head.weight`, but one is a tying bug and the other is device-dependent serialization." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression across Qwen variants vs still-image temporal-position scaling are different multimodal bugs." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "`_is_hf_initialized` incompatibility vs a TimesFM `window_size` attribute error are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are different model-loading/runtime failures." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead and StaticCache return-type mismatch do not share a concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy loading output are not the same issue." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading under vLLM and Qwen3-MoE sliding-window behavior are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled chunked-generation inconsistency and StaticCache seq-length contract are different regressions." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image video failure and Qwen2.5-VL rope scaling bug are separate multimodal issues." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing gradient-checkpointing flag and PEFT/DeepSpeed checkpoint errors are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root bug: `_is_hf_initialized` breaks model loading/initialization; one is a bitsandbytes manifestation, the other states the generic init_empty_weights failure." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention on torch>=2.9 are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge calls are conservative. The only accepted duplicate-like pair, issue:43872 with issue:44291, is well supported by the shared `_is_hf_initialized` regression. The rest are appropriately treated as related-but-distinct bugs rather than asserted duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 13, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43381", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43883", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44462", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46294", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:47404", + "issue:47448" + ], + "soft_pairs": [ + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:45216|issue:45357", + "issue:45812|issue:46491", + "issue:43792|issue:44589", + "issue:43883|issue:44488", + "issue:33666|issue:40444", + "issue:43632|issue:44756", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:42796|issue:46710", + "issue:46294|issue:47448", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43296|issue:46821", + "issue:44387|issue:47404", + "issue:42175|issue:43296", + "issue:42175|issue:45542", + "issue:43883|issue:44991", + "issue:44079|issue:44534", + "issue:44265|issue:45072", + "issue:43482|issue:45538", + "issue:44462|issue:45812" + ], + "prepared_review_unit_hash": "3bade7f55d999f8a202044a0d9bc1f00e74fcb529c00ee4be1e0126942001e1d", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36241, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues; the two true soft-edge matches are the Qwen3.5 save_pretrained regression pair and the TensorFlow-backend packaging pair. I softened the Qwen3.5 linkage to \"later issue with very similar symptoms\" rather than an explicit duplicate claim.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45216 is the strongest anchor: it reports a concrete Qwen3.5 save_pretrained regression, and issue:45357 later reports very similar incorrect visual-encoder key serialization in the same path.", + "canonical_pr_reason": null, + "best_issue_reason": "Most actionable issue in the set: a clear regression report with a later, very similar Qwen3.5 save_pretrained symptom report that reinforces the same serialization bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype-related, but they affect different models and likely different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs tokenizer lookup slowness; same area, different bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same underlying tokenizer-loading failure." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights argument handling and float8 storage lookup are different failure modes." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; the later issue describes very similar incorrect visual-encoder key serialization in the same broken path." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama space stripping are distinct issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and float8 storage lookup error do not share a concrete code-path bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and a tokenizer loading failure for a specific model are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is multi-image IterableDataset finetuning." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are different subsystems and root causes." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation and missing supports_gradient_checkpointing flag are not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with cache handling is unrelated to multi-image VL finetuning failure." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different code paths." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same underlying bug." + }, + { + "left": "issue:46294", + "right": "issue:47448", + "accept": false, + "reason": "Video chat-template token mismatch and unrecognized Gemma4 architecture are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument errors are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert in auto device mapping and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are distinct model-specific problems." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL loading and TimesFM window_size attribute access are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOMs, but int4 reserved-memory growth and conversion-op transient OOMs have different causes." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing TensorFlow backend in torch install and PaddleOCR-VL load failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Same optional-dependency packaging bug: TensorFlow backend is missing/undefined after installing the torch extra." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and non-persistent buffer junk are separate regression classes." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Torch export with torch_compilable_check and bfloat16 dtype mismatch in inference are different bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIP tokenizer max-length constant are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring repository tokenizer.json and wrong token IDs for Granite models are distinct tokenizer issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports 45216 and 45357 as closely related Qwen3.5 save_pretrained regressions, but it does not explicitly show that 45357 is a duplicate/follow-up duplicate of 45216. That part of the rationale is a bit too strong and should be softened to something like \u201clater issue with very similar symptoms.\u201d The rest of the soft-edge verdicts look conservatively framed." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 14, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43818", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44568", + "issue:44661", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46661", + "issue:46697", + "issue:46821", + "issue:46909", + "issue:47217", + "issue:47448", + "issue:47470" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:45325|issue:45834", + "issue:46661|issue:47448", + "issue:43611|issue:43646", + "issue:44509|issue:46909", + "issue:40444|issue:45381", + "issue:44291|issue:44877", + "issue:43421|issue:44568", + "issue:43644|issue:44079", + "issue:43377|issue:45491", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:40444|issue:47217", + "issue:44661|issue:47448", + "issue:43454|issue:44466", + "issue:43873|issue:45701", + "issue:45325|issue:46697", + "issue:43606|issue:44265", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:46821|issue:47470", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "issue:44829|issue:45479", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:34634|issue:35707", + "issue:35707|issue:41720" + ], + "prepared_review_unit_hash": "66290fd00a033e7fc63b3a00b02e9523a2db314a2b6bcf4a6264330804386053", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36957, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairs share only a broad subsystem or symptom class, not the same concrete bug. No soft edge looks safe to merge, so this should remain split into distinct issues.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43873 is the broadest representative in the set: it covers offloading/device-placement failures under quantization, which is the closest recurring theme among the more related loading/offload reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue to anchor the cluster because it is open, broadly scoped, and closest to the shared loading/offload/device-mismatch theme seen in a few nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: dequantized model offload/load failure vs MoE training memory inefficiency." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing problems, but they affect different models and different failure modes." + }, + { + "left": "issue:46661", + "right": "issue:47448", + "accept": false, + "reason": "Remote-code model_class config_class error is unrelated to Gemma4 arch recognition." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both involve v5 loading changes, but one is base_model_prefix handling and the other is custom initialization." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues only; they are different broken examples with no shared underlying bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal regressions: iterable dataset with multiple images vs video vision_position_ids." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument error and strict config loading are separate loader failures." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both touch tokenizer special tokens, but one is runtime post-processor refresh and the other is BOS/EOS insertion regression." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated internals." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but they are different models and different root causes." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family only at a high level; one is still-image RoPE scaling, the other is video position ids." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision model behaviors and different failure mechanisms." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is dataset preprocessing and the other is image-placeholder placement in user text." + }, + { + "left": "issue:44661", + "right": "issue:47448", + "accept": false, + "reason": "New-model registration failure is not the same as Gemma4 architecture detection." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Weight-tying/load issue for AyaVision is different from v5 serialization inconsistency in lm_head.weight." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading/device placement and tokenization-version differences are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "RoPE index scaling bug is unrelated to image preprocessor over-padding." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are separate code paths." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-tower construction issue is unrelated to Sam3 text encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Missing temporal attention/weight sharing is not the same as incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling and video position ids are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: Qwen VL video-input handling vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:46821", + "right": "issue:47470", + "accept": false, + "reason": "TimesFM window_size attribute error and ESMFold fp16 casting error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and window_size AttributeError do not share a code path." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity evaluation issue and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate training/loss reports, but the triggers and affected models differ." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device map and Gemma4 PLE device mismatch are different model/device issues." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to torch.export failures in model export checks." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated features." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug and Qwen3 device-mapping CUDA assert are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 15, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:36331", + "issue:39921", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:44387", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46315", + "issue:46821", + "issue:47404", + "issue:47405", + "issue:47458" + ], + "soft_pairs": [ + "issue:43262|issue:43746", + "issue:43646|issue:47458", + "issue:43606|issue:43819", + "issue:42617|issue:42915", + "issue:43454|issue:43550", + "issue:45823|issue:46821", + "issue:40990|issue:42947", + "issue:43257|issue:45923", + "issue:43454|issue:45072", + "issue:47404|issue:47405", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:36331|issue:42617", + "issue:36331|issue:39921", + "issue:36331|issue:42915", + "issue:41720|issue:43322", + "issue:44877|issue:44991", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:45325|issue:46315", + "issue:41720|issue:44977", + "issue:41720|issue:42617", + "issue:43377|issue:44898", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:43322|issue:46050", + "issue:43572|issue:45759", + "issue:43450|issue:45701" + ], + "prepared_review_unit_hash": "dff50a528d0eac83e468451fb5fa3911043392c825219d08d1862e6dc522abb8", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36262, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Hugging Face Transformers issues that only share broad themes like v5 regressions, loading, tokenization, quantization, or device mapping. I do not see any true duplicate pair among the provided soft edges.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Different subsystems and failure modes: audio chat templating/sample-rate defaulting vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43646", + "right": "issue:47458", + "accept": false, + "reason": "Unrelated bugs: custom model initialization breaks in Transformers 5.0 vs GPT-2 c_proj weight initialization." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are loading/runtime bugs, but one is CPU offload device mismatch and the other is DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Completely different areas: failing to run a script vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug is not the same as Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch for Gemma4 PLE is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same bug as LoRA gradient checkpointing being ineffective." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is a different code path from a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and symptoms: tied lm_head weights vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:47404", + "right": "issue:47405", + "accept": false, + "reason": "One is OOM during device_map loading from unbudgeted transients; the other is silent skipped conversion from model_type mismatch." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both mention batched behavior, but one is MIMI padding-mask consistency and the other is video processor output shape; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete failures differ: missing BOS/EOS insertion vs incorrect token IDs across multiple models." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:36331", + "right": "issue:39921", + "accept": false, + "reason": "Different bugs: trainer API argument mismatch vs Gemma3N special-token/projection error." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "No overlap beyond being Transformers issues; trainer loss signature bug is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Distinct failures: Qwen3 auto device mapping cuda assert vs Llava Next segmentation fault on load." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is a different bug from tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both v5 issues, but not the same code-path or fix." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offloading/quantization broadly, but one is dequantized model loading with device_map=auto and the other is generic offloading behavior with quantization." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope position scaling and tokenizer convert_tokens_to_ids performance are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-model issues, but one is device-map/CUDA assert and the other is flash-attention generation corruption." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different bugs and scopes: Qwen3 auto device mapping crash vs script execution failure." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched padding-mask inconsistency is not the same as Perceiver image classification at non-default resolution." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory growth and T5 apex FusedRMSNorm memory leak are separate memory issues with different causes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Specific perplexity regression on one model is not the same as a broad tokenization-version change report." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next and sinq save/load quantization breakage are different failure modes and code paths." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug and tokenizer behavior changes 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": 28, + "review_unit_index": 16, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:30064", + "issue:33666", + "issue:41553", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + 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There is no strong duplicate canonical, but issue 43873 is the broadest/most active anchor if one must be chosen.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the broadest and most active item here, with the most cross-cutting runtime/offloading signal and the highest discussion/inbound activity, so it is the best weak anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 best represents the cluster only in a loose sense because it is the most general and active regression among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they affect different models and different failure modes; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "Completely unrelated: FlashAttention/model loading issue vs a flaky bbox-range 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"cluster-10000-545", + "nodes": [ + "issue:29159", + "issue:29925", + "issue:30064", + "issue:34567", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43881", + "issue:43883", + "issue:44062", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47333", + "issue:47405", + "issue:47448", + "issue:47470" + ], + "soft_pairs": [ + "issue:43531|issue:46821", + "issue:42490|issue:43329", + "issue:29159|issue:29925", + "issue:34567|issue:35707", + "issue:43531|issue:44589", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:43881|issue:44991", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45704|issue:47405", + "issue:43388|issue:45059", + "issue:43526|issue:43883", + "issue:44987|issue:45042", + "issue:45042|issue:47448", + "issue:45923|issue:47333", + "issue:43644|issue:46665", + "issue:44077|issue:44625", + "issue:44898|issue:45072", + "issue:45357|issue:46402", + "issue:45685|issue:47470", + "issue:39692|issue:44610", + "issue:44062|issue:44451", + "issue:30064|issue:36010", + "issue:44918|issue:44936" + ], + "prepared_review_unit_hash": "903bb473d1d481dd61496bff2c850cc69d44da1fabf1dd43724c0d1103d11aca", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35522, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of unrelated bugs with superficial title similarity. All soft pairs should be rejected; there is no true duplicate center spanning the set.", + "confidence": 0.93, + "canonical_issue_reason": "If a representative issue must be chosen, issue:29159 is the broadest tokenizer slow-vs-fast inconsistency report and the closest thing to a loose umbrella, but the cluster as a whole is not a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the least specific and most general of the items, so it is the best loose anchor, though it does not actually subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window_size/sliding windows, but one is a Qwen3-MoE modeling bug and the other is a TimesFM attribute error; different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to the multimodal video token counting undefined-variable bug." + }, + { + "left": "issue:29159", + "right": "issue:29925", + "accept": false, + "reason": "Both are tokenizer-related, but 29159 is a general slow/fast inconsistency while 29925 is specifically SigLIP not enforcing use_fast=True." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Float8 storage import/type failure are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is not the same as stale docs still listing removed pipeline tasks." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to BigBirdTokenizer mask-token registration and decode output." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v loading failure and tokenizer loading failure for EMBIDDIA/est-roberta are distinct model-specific issues." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config unwrapping is not the same as Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to static-cache sequence-length arithmetic under torch.compile." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Loading a local model path/name problem is not the same as the tokenizer regression on EMBEDDIA/est-roberta." + }, + { + "left": "issue:45704", + "right": "issue:47405", + "accept": false, + "reason": "An apex RMSNorm memory leak and a silent model_type mismatch conversion skip are different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Tuple-label truncation in gather_for_metrics is unrelated to SAM3 text+box processing behavior." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Tokenizer loading regression for one model and PIL backend requiring torchvision are different code paths." + }, + { + "left": "issue:45042", + "right": "issue:47448", + "accept": false, + "reason": "A torchvision dependency bug is not the same as gemma4 architecture recognition failing." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Missing supports_gradient_checkpointing on a trust_remote_code model is unrelated to disk-offloaded save failure." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffers being filled with junk is a different problem from inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution/interpolation failure and bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel are not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Wrong visual encoder keys on save_pretrained is separate from text encoder weights not loading in Sam3Model." + }, + { + "left": "issue:45685", + "right": "issue:47470", + "accept": false, + "reason": "MPS histogram support for Int in MoE is unrelated to ESMFold failing when cast to fp16." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs/example errors and OmDet-Turbo's 640px vs 224px processor/model mismatch are different issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to loading the ScandiBERT model." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking of Qwen3.5 embeddings and trainer.evaluate failing after trainer.train are distinct trainer/generation 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": 28, + "review_unit_index": 19, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:39692", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44220", + "issue:44368", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45907", + "issue:46032", + "issue:46050", + "issue:46294", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858", + "issue:47050", + "issue:47337", + "issue:47448", + "issue:47458" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43746|issue:46050", + "issue:42886|issue:44843", + "issue:44625|issue:45479", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:44464|issue:47050", + "issue:44995|issue:46858", + "issue:39692|issue:43493", + "issue:44077|issue:47458", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43381|issue:43844", + "issue:43673|issue:47337", + "issue:44857|issue:47050", + "issue:46032|issue:46463", + "issue:44368|issue:45357", + "issue:43994|issue:44671", + "issue:39692|issue:43873", + "issue:43931|issue:47458", + "issue:39692|issue:47050", + "issue:43881|issue:47448", + "issue:45356|issue:45907", + "issue:43421|issue:43927", + "issue:43540|issue:46294", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43550|issue:43819", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "89b26184f9226fed6e5c356a7558e28736b4fcc57b23d96008065c7bc4f8ec87", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36169, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one strong duplicate candidate stands out: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash reports. The rest are loose same-subsystem similarities and should remain separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44545 is the cleaner canonical report for the same batched-input/padding=False crash and has slightly more discussion/references than issue:44514.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative issue here: it is the clearest report of the duplicated crash pattern and the best target for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Strong duplicate candidate: both describe the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False, i.e. the same code path and symptom. The packet does not confirm duplication explicitly, but the overlap is substantial." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving model state, but one is PEFT local checkpoint loading and the other is quantized sinq round-trip corruption; different bugs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/tokenizer cache behavior, but 44843 is specifically an unconditional model_info() call in _patch_mistral_regex; not the same failure as generic cache loading." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different classification bugs: one is num_labels propagation, the other is single-label loss degenerating to zero." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different areas and symptoms: video padding calculation vs long-context FA2 performance regression." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint/PEFT loading and quantization offloading are distinct problems, even if both touch model loading." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated failures: compiled chunked generation inconsistency vs fp16 ONNX export dtype mismatch in Canine attention." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is a stale indexer cache on second forward and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a docs/example mismatch and the other is a model-vs-JAX implementation discrepancy; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:47458", + "accept": false, + "reason": "Completely different model/config issues: patchtsmixer post_init vs GPT2 c_proj initialization." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal bugs with different models and code paths; not one underlying issue." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex/warning paths, but 45081 is an AttributeError in loading with fix_mistral_regex, while 45356 is a codec-handling regression in Kimi-K2.5." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the ZeRO-3 gradient increase regression." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Generation cache during chunked_prefill is unrelated to the flaky bbox coordinate test." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and export/training paths; not the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 use_cache correctness and T5 decoder input validation error-message wording are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model output correctness issues, but they affect different architectures and inference paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation errors and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:47458", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL loading is unrelated to GPT2 c_proj initialization." + }, + { + "left": "issue:43881", + "right": "issue:47448", + "accept": false, + "reason": "Different problems: glm-4v-9b load failure vs unrecognized Gemma4 architecture." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "TokenizersBackend post-processor update and DiaConfig token-ID persistence are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they occur in different model families and with different validation failures." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading during accelerate and DAC.from_latents forward mismatch are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel zero3 init index error and _torch_extract_fbank_features are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile with SDPA in Bamba2 and DAC latent conversion mismatch are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "No meaningful overlap beyond both being bugs in model handling." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates the evidence for issue:44545/issue:44514. In the packet there is no explicit duplicate link or confirmation; both are only soft-similarity matches, so wording like \"only confirmed duplicate target\" and \"one clear duplicate pair\" is too strong. Please downgrade to \"likely/strong candidate duplicate pair\" and avoid claiming confirmation that the packet does not provide." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 20, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:39921", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45834", + "issue:45987", + "issue:46650", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050", + "issue:47405", + "issue:47458" + ], + "soft_pairs": [ + "issue:44821|issue:45084", + "issue:43421|issue:44186", + "issue:43421|issue:43653", + "issue:43295|issue:45834", + "issue:45072|issue:47050", + "issue:43540|issue:44008", + "issue:30064|issue:36331", + "issue:44488|issue:47020", + "issue:45381|issue:46693", + "issue:43653|issue:43720", + "issue:44062|issue:44488", + "issue:41720|issue:44991", + "issue:43531|issue:43643", + "issue:44220|issue:44661", + "issue:39921|issue:44936", + "issue:43611|issue:46665", + "issue:43653|issue:43819", + "issue:46829|issue:46832", + "issue:44186|issue:44898", + "issue:34634|issue:36010", + "issue:44008|issue:46858", + "issue:44863|issue:47458", + "issue:44991|issue:47020", + "issue:46650|issue:47405", + "issue:44561|issue:45020", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:43643|issue:44877", + "issue:45987|issue:46829" + ], + "prepared_review_unit_hash": "67ffa7598a250eee218e04b2bd005dbd356765d6aa0a8f8cb3d456473dd0fee1", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of tokenizer/model-loading regressions plus a few unrelated runtime bugs. I don\u2019t see any soft pair that is the same underlying defect, so all soft edges should be rejected. The broadest representative issue is the remote_code/model-loading regression report.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella in this set, describing recent-version breakage for `remote_code` models and overlapping with several load/regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best global representative because it covers the widest slice of the shared model-loading regression theme among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: loading an AutoImageProcessor from URL vs a template compilation TypeError." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime special-token post-processing and the other is a LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related token handling, but not the same bug: runtime post-processor updates vs BigBird mask-token registration." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated processor regression versus Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype issues, but they affect different models and code paths (bfloat16 inference vs fp16 ONNX export)." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different Gemma/Qwen multimodal failures and different root causes." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated: image processor segmentation maps vs trainer compute_loss signature mismatch." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the concrete model and failure mode are different." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Different areas: Qwen2.5-VL video position IDs vs a long-context performance regression." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs in different subsystems: special-token registration vs BitNet weight unpacking during load." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword conflict is not the same as failing to load a specific tokenizer model." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading/runtime failures for different models and paths." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoConfig missing fields with trust_remote_code." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: fbank feature extraction vs add-new-model-like handling in tokenizer mappings." + }, + { + "left": "issue:39921", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3N token projection bug is unrelated to trainer evaluate-after-train behavior." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading, but one is base_model_prefix breakage and the other is inconsistent from_pretrained usage inside Python classes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration and DAC latent decoding are different code paths and defects." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different model heads and failures: output field mismatch vs RT-DETR forward shape/type error." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure modes; only a broad category of inference bugs is shared." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset issue and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision is unrelated to static-cache sequence length/device-tensor arithmetic." + }, + { + "left": "issue:44863", + "right": "issue:47458", + "accept": false, + "reason": "A checkpoint-loading failure for NemotronH is not the same as GPT2 c_proj weight initialization." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer loading issues, but they affect different tokenizers and distinct root causes." + }, + { + "left": "issue:46650", + "right": "issue:47405", + "accept": false, + "reason": "Save-pretrained key corruption is not the same as silent model_type mismatch conversion skipping." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related broad remote_code regression theme, but not the same concrete bug; 45020 is an umbrella, not this specific is_torch_fx_available removal." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but one is an offline model_info call and the other is a backend_tokenizer AttributeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors are unrelated to Kosmos2.5 OCR input indexing." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but one is trust_remote_code missing fields and the other is strict granite_speech config rejection." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache return-type bug is unrelated to VideoPrism hidden_states/output wiring." + } + ] + }, + "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": 28, + "review_unit_index": 21, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43618", + "issue:43644", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43828", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45183", + "issue:45479", + "issue:45563", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46752", + "issue:46932", + "issue:47276", + "issue:47337", + "issue:47458", + "issue:47470" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45987|issue:46932", + "issue:43716|issue:44008", + "issue:43322|issue:45685", + "issue:44991|issue:46291", + "issue:46294|issue:46463", + "issue:44805|issue:44936", + "issue:43618|issue:43697", + "issue:43606|issue:45072", + "issue:43828|issue:47470", + "issue:45584|issue:45834", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:45183|issue:45479", + "issue:46752|issue:47337", + "issue:45563|issue:47276", + "issue:43644|issue:43749", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:44610|issue:45072", + "issue:43582|issue:46512", + "issue:44534|issue:47458" + ], + "prepared_review_unit_hash": "05810f95b24e88a68b07fc4274f3940714722a65447aaf6dbdfd9f84113c0a50", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34727, + "estimated_input_tokens": 8682, + "estimated_eval_tokens": 17620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct bugs across different models, tokenizer paths, dtype/device issues, and unrelated runtime failures. None of the soft edges look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set; the items span unrelated model-, tokenizer-, loading-, and generation-path bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, issue 44534 is the broadest v5 regression and the most general, but it still does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs in different models: SwitchTransformers sparse-layer creation vs Smollm3 RoPE layer dropping." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and code paths (Pegasus generation vs CamemBERT masked LM)." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer failures, but one is LayoutLMv2 NER/padding crash and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug and Gemma4 quantized dtype casting are unrelated issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model bugs, but the concrete failures are different: image-preprocessor dtype mismatch vs variable name collision in Gemma3n forward." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Completely different failures: Llava Next load-time segfault vs MPS histogram not implemented for Int in MoE code." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Both are loading/import problems, but one is tokenizer loading and the other is a kernels dependency/version requirement." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different validation paths and model families: Qwen video chat-template mismatch vs T5 decoder input validation message." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor shape IndexError during masking is not the same bug as trainer.evaluate failing after training." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions field regression and RTDetrV2 output drift are separate model behavior changes." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both involve inference mismatches, but the concrete problems are different: CPU-offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:47470", + "accept": false, + "reason": "Both are dtype-related, but the affected models and underlying code paths are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile with SDPA in Bamba-9B-v2 is a different issue from dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 long-input index error are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen, but one is a load-time weight_only failure and the other is a flash-attention generation issue." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and sequence-classification loss degeneracy are different problems." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty apply_chat_template crash and bbox-range flaky test are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues in generation, but they concern different warnings and different mechanisms." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both touch loading/runtime state, but non-persistent buffer junk and FSDP CPU RAM efficient loading are not the same defect." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different multimodal model bugs: Blip2 dtype propagation vs Video-LLaVA temporal-attention/weight-sharing issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer special-token post-processor updates and Whisper batch_decode skip_special_tokens are related only at a broad API level, not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to dtype mismatches." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44534", + "right": "issue:47458", + "accept": false, + "reason": "Both involve initialization, but non-persistent buffer filling and GPT2 c_proj initialization are different code paths and defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 22, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39921", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44589", + "issue:44671", + "issue:44912", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:45823", + "issue:46032", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46851", + "issue:47217", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337", + "issue:47470" + ], + "soft_pairs": [ + "issue:34634|issue:36331", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43749|issue:44291", + "issue:47276|issue:47337", + "issue:43742|issue:45020", + "issue:42175|issue:45081", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:43931|issue:46846", + "issue:47254|issue:47333", + "issue:46697|issue:46728", + "issue:42915|issue:47333", + "issue:44671|issue:45701", + "issue:43782|issue:45325", + "issue:47254|issue:47332", + "issue:44589|issue:45042", + "issue:39921|issue:47470", + "issue:36010|issue:43645", + "issue:43577|issue:43582", + "issue:46851|issue:47337", + "issue:43262|issue:47217", + "issue:45823|issue:47470", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:36010|issue:36331" + ], + "prepared_review_unit_hash": "62b2a067f74b976ac9189183f975d9bcbf3b9cae1b082ff442070e097fd835a8", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36247, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous set of transformer-related bug reports spanning tokenization, vision, loading, training, and backend issues; the soft-similarity links are mostly thematic rather than true duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the set does not form one coherent duplicate cluster, and none of the soft pairs are strong enough to anchor a shared underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue 45701 is the broadest regression-style report about tokenization changes, but it is still too generic to represent the whole set as a duplicate target.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated subsystems: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are VL/video-related, but they hit different models and different failure modes." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer-themed, but one is added-token spacing and the other is a broad slow/fast inconsistency." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: BitNet packed-weight loading vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom code/from_pretrained, but the notebook/custom-model breakage is not the same bug as class-based loading behavior." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading mechanisms: FSDP CPU RAM efficient loading vs init_empty_weights argument handling." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A warning-message issue is unrelated to a flaky bbox range test." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM key error vs a broad remote_code regression; not the same concrete failure." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend install problem vs a Mistral regex-patch AttributeError." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Error-message wording in pipeline() is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering label truncation and Mamba cache correctness are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3 loading/shape issues, but they involve different models and different causes." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "PEFT/DeepSpeed checkpointing error vs disk-offloaded model saving error; different failure classes." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are vision preprocessing math issues, but the padding bug and patch-count bug are distinct." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to disk-offloaded save behavior." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is model-specific; tokenization-version changes are broader and not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL problems: weight_only loading vs rope/position-id scaling." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Gradient-checkpointing/ZeRO checkpoint error is unrelated to disk-offloaded save failure." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup and torchvision dependency requirements are unrelated." + }, + { + "left": "issue:39921", + "right": "issue:47470", + "accept": false, + "reason": "Gemma3N special-token projection error vs ESMFold fp16 casting error." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin from a moved module is not the same as notebook custom-model initialization breakage." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:46851", + "right": "issue:47337", + "accept": false, + "reason": "Variable-length position_ids in Qwen3.5 is unrelated to a bbox-coordinate flaky test." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sample-rate defaults are unrelated to VL image-placeholder handling." + }, + { + "left": "issue:45823", + "right": "issue:47470", + "accept": false, + "reason": "Gemma4 device-map mismatch and ESMFold fp16 casting error are different model/runtime bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sample-rate defaults do not match DAC latent/STE behavior." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to MXFP4 loading fallback behavior." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import-path regression is unrelated to CustomTrainer.compute_loss kwargs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 23, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:28370", + "issue:29159", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44610", + "issue:44811", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45372", + "issue:45406", + "issue:45859", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46932", + "issue:47050", + "issue:47470" + ], + "soft_pairs": [ + "issue:43582|issue:44857", + "issue:45003|issue:46285", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:43531|issue:45042", + "issue:46175|issue:46932", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:42915|issue:44821", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43257|issue:43696", + "issue:43825|issue:43827", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43854|issue:44977", + "issue:43742|issue:47470", + "issue:45859|issue:47050", + "issue:43906|issue:46209", + "issue:38175|issue:44610", + "issue:28370|issue:29159", + "issue:43746|issue:44811" + ], + "prepared_review_unit_hash": "ded4d24566739316666e4ad0bdd23f05fe07f35d10f0228c2c01236706ae62a6", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34643, + "estimated_input_tokens": 8661, + "estimated_eval_tokens": 17578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, model-specific issue reports rather than duplicates. I did not find any soft pair that clearly describes the same underlying bug or change, so I kept all soft edges rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43825 is the strongest standalone triage anchor: it is concrete, user-visible, and has the clearest path to a targeted fix compared with the rest of the heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43825 is also the best global issue candidate because it is specific, reproducible, and sufficiently well-scoped to serve as a representative bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: Apple Silicon TypeError in allocator warmup vs CUDA/AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated bugs: unsafe sys.modules access vs CLIP text model structure inconsistency." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error for Gemma 4 loading and the other is a tokenizer message/behavior bug; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model and failure mode: torch.compile + SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend/torchvision dependency handling." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a massive vision position embedding inefficiency and the other is a dtype-casting bug for quantized embedders." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "TensorFlow extra installation issue is unrelated to kernels import/version requirements in pipelines." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different lifecycle bugs: ZeRO-3 with a non-pretrained Bert model vs evaluate() failing after train()." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/STE mismatch and DiaConfig save-load token ID loss are different defects." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: Qwen3 MOE weight conversion with accelerate+deepspeed vs multimodal token counting/video branch bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is gguf_file handling in from_pretrained and the other is a specific model failing on transformers>=5.0; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: Mistral regex patch/backend_tokenizer crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Weight conversion/loading bug is unrelated to a plain CUDA OOM report." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related by v5 pipeline removals, but one is an incorrect error message and the other is stale docs; separate artifacts and fix surfaces." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT Fast label reduction bug is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they are for different Qwen model variants and different reported behavior; not clearly one bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit test loading issue is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43742", + "right": "issue:47470", + "accept": false, + "reason": "MobileLLM loading key error and ESMFold fp16 casting failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine ONNX fp16 dtype mismatch." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is not the same as a new FP8 inference failure on B200." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and an OmDet-Turbo input-size mismatch are different model/processor bugs." + }, + { + "left": "issue:28370", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is missing vocab_file for custom SentencePiece models and the other is a broader slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skipping special tokens." + } + ] + }, + "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": 28, + "review_unit_index": 24, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46291", + "issue:46701", + "issue:47020", + "issue:47145", + "issue:47333", + "issue:47458" + ], + "soft_pairs": [ + "issue:45084|issue:45538", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43262|issue:44811", + "issue:42490|issue:43257", + "issue:44291|issue:45042", + "issue:43643|issue:45759", + "issue:43329|issue:45600", + "issue:39692|issue:44912", + "issue:44387|issue:44617", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43526|issue:44554", + "issue:44589|issue:47333", + "issue:29159|issue:34567", + "issue:45081|issue:47020", + "issue:43425|issue:46291", + "issue:43257|issue:43931", + "issue:44291|issue:44821", + "issue:43756|issue:47458", + "issue:44987|issue:45538", + "issue:43540|issue:46701", + "issue:44912|issue:47145", + "issue:43525|issue:46291", + "issue:45459|issue:45803", + "issue:43742|issue:44291", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "46049f44e344969586299472758d00a6bae4c510c0b90c2f0cb63ddd3b14e262", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated. The only close-looking video pair, issue:43329 and issue:44479, is similar at the title/body level but does not have enough evidence to confirm the same underlying bug, so I would treat it as a near-match rather than a duplicate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43329 is the most concrete report in the set because it names the failing video token-count helper path and the undefined helpers involved; it is the best anchor for nearby video-related reports, but the evidence is not strong enough to claim a duplicate relationship with issue:44479.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the most actionable issue overall: it pinpoints a specific multimodal video code path, while the other video issue is broader and less clearly rooted in the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/template error versus a CLIPTokenizer max-length constant issue; no shared bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related Qwen-family reports, but 43329 is a specific helper bug in _get_num_multimodal_tokens while 44479 is a broader video-input regression; there is not enough evidence they are the same code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated loading failures: FineGrainedFP8Config versus a MobileLLM key error." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing slash warning is unrelated to Qwen3 MOE weight conversion with accelerate/deepspeed." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights TypeError is unrelated to PIL backend image processors requiring torchvision." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but they are different concrete bugs and code paths." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting bug is unrelated to stale auto_mappings references." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors are unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM-ish symptoms, but they point to different causes and models." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counter update issue is unrelated to perplexity on gpt-oss-20b." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video, but one is token counting and the other is batched processor output shape." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction bug is unrelated to MPS attention correctness." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to disk-offloaded save failure." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token accounting." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer implementations and different failure causes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is unrelated to kernels import-time dependency requirements." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE conversion issue is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43756", + "right": "issue:47458", + "accept": false, + "reason": "RoPE layer truncation bug is unrelated to GPT2 c_proj initialization." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model load failure with physical-intelligence/fast is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different models and pipeline failures; no concrete shared code path." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "MXFP4 fallback to bf16 is different from FP8 frozen-checkpoint weight_scale omission." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels import failure." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors, but they are separate exception-handling bugs in different functions." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model loading key error is unrelated to init_empty_weights argument mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No evidence they describe the same bug; one is a vague request, the other a reproduction of a separate issue." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to Blip2 dtype propagation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly grounded, but it overstates the evidence for issue:43329 / issue:44479. The packet only shows title/body-summary similarity for a video-input regression and a video token-count helper bug; that supports a cautious \u2018possibly related\u2019 or \u2018soft duplicate\u2019 reading, not a \u2018true duplicate\u2019 claim or a firm same-root-cause assertion. The rest of the pair rejections look conservative enough, but the canonical/summary language is too strong for the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 25, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:34689", + "issue:35308", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43697", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44479", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:33357|issue:34567", + "issue:28282|issue:29870", + "issue:43531|issue:44821", + "issue:44479|issue:46693", + "issue:44589|issue:47332", + "issue:46421|issue:46424", + "issue:42175|issue:43824", + "issue:44568|issue:45356", + "issue:42915|issue:45538", + "issue:24643|issue:29159", + "issue:43582|issue:47254", + "issue:44568|issue:45488", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:44936|issue:46821", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:41720|issue:43540", + "issue:44062|issue:44991", + "issue:45538|issue:46869", + "issue:43540|issue:44479", + "issue:44857|issue:46832", + "issue:43540|issue:44560", + "issue:39379|issue:44554", + "issue:42915|issue:43749", + "issue:42915|issue:47332", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:33666|issue:35308" + ], + "prepared_review_unit_hash": "bad53bff66b03ebbbd63678f341a72ad3fd98ee766e838ffd25956337b9dbe59", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a true duplicate cluster; they span unrelated failures across loading, tokenization, training, multimodal/video, cache, and hardware/runtime paths. I would reject every soft pair.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the set spans unrelated bugs in model loading, tokenizers, training, multimodal video handling, and cache/runtime code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the strongest standalone report (clear regression, multiple inbound references, concrete impact), but it still does not represent the rest of the heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is a missing-PyTorch environment error and the other is a Llama 3.2 vision loading regression; different root causes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error vs TrainerState token counting bug; unrelated subsystems and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError about PyTorch availability vs Bart generate UnboundLocalError; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading failure; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video input regression in Qwen models vs FA2 long-context performance regression; different failures." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Missing Float8 storage type vs disk-offloaded Qwen3-VL save failure; unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache behavior, but lazy-init recompilation and max_cache_length being ignored are distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing Qwen2_5_VL import; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token handling bug vs Kimi-K2.5 codec/regex regression; different concrete problems." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs CLIPTokenizer model_max_length constant; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training RuntimeError about 2-D weight vs slow/fast tokenizer inconsistency; different code paths." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError vs PEFT+ZeRO-3 checkpoint error; not the same underlying issue." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS special-token addition and the other is LlamaTokenizer pre-tokenizer override; different fixes." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR v5 output mismatch vs Qwen3.5 save_pretrained visual key regression; unrelated models and bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve embedding/weight tying, but the model paths and failure modes differ: untied lm_head vs LoRA merge with extended vocab collapse." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate after train regression vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error vs a PEFT version bump/packaging issue; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch ImportError vs LayoutLMv3 box-content validation message issue; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs Qwen3OmniMoe video processing ValueError; different subsystems." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken duplicate keyword TypeError vs tokenizer loading failure for a specific model; separate tokenizer bugs." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length constant vs YOLO multi-GPU device-map failure; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video inputs, but they affect different Qwen model families and have different error paths." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetr float16 AMP crash vs RT-DETR feature-level mismatch TypeError; different detection bugs." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but one is a generic ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-VL embedding; not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling bug vs MPS attention correctness issue; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs FSDP CPU RAM efficient loading broken; different training/runtime problems." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs inability to save a disk-offloaded Qwen3-VL model; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video regressions, but the former is a broad v5.3.0 video-input regression and the latter is a specific vision_position_ids bug; not clearly the same fix." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter bug vs CustomTrainer.compute_loss signature breakage; separate trainer issues." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both concern multi-GPU training, but one is Qwen2-VL-specific and the other is an IterableDataset length mismatch crash; different root 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": 28, + "review_unit_index": 26, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:28370", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44466", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45005", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47405" + ], + "soft_pairs": [ + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:44062|issue:45081", + "issue:38175|issue:44898", + "issue:43493|issue:43994", + "issue:43742|issue:44589", + "issue:42175|issue:44488", + "issue:43577|issue:46512", + "issue:28282|issue:28370", + "issue:43716|issue:46701", + "issue:44792|issue:44964", + "issue:45672|issue:45674", + "issue:43742|issue:47333", + "issue:44849|issue:45701", + "issue:43756|issue:45325", + "issue:44987|issue:45907", + "issue:45823|issue:46463", + "issue:43756|issue:46399", + "issue:44737|issue:46463", + "issue:46463|issue:47276", + "issue:43257|issue:43756", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:44466|issue:45005", + "issue:43742|issue:47332", + "issue:43257|issue:47405", + "issue:43577|issue:45072", + "issue:43452|issue:44488" + ], + "prepared_review_unit_hash": "07a403b91eb1044aff5e5ee15ec706c77c53220b964870585c5f81a9e56d531f", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports that only share broad model-loading/config/dtype themes. I\u2019d accept just one soft duplicate pair around SigLIP2; the rest are too symptom-specific or model-specific to safely merge.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report for the SigLIP2 duplicate pair, framing the bug as an HF-vs-JAX implementation discrepancy rather than a single downstream symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the most user-facing reproduction of the same SigLIP2 failure and is the easiest duplicate target for future reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems and failures: GGUF tokenizer/model loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated problems: Flash Attention support for XLM-RoBERTa vs missing PyTorch import for AutoModel." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs; one is AddedToken keyword duplication, the other is a Mistral regex patch crash." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but the models and failure modes differ: SigLIP2 zero probabilities vs Perceiver image-classification resize/interpolation failure." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 wrong-output bug; 43994 is a user-facing repro of the implementation discrepancy described in 43493." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: MobileLLM key error vs missing Float8 storage class." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Not the same bug: backend packaging omission for TF vs a specific model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is BLIP2/qformer casting and the other is stale config.dtype after from_config; not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:28370", + "accept": false, + "reason": "Completely different issues: missing PyTorch dependency vs custom SentencePiece vocab_file handling." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal models and paths: Mistral-3 image-preprocessor dtype mismatch vs DiffusionGemma pipeline output wiring." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failures; janus test regression is not the same as Phi-4 multimodal load failure." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/BitsAndBytes related, but one is Gemma4 audio-module uint8 finfo handling and the other is skip_modules clearing the lm_head exclusion." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Different model-loading/offloading bugs: MobileLLM key error vs inability to save a disk-offloaded Qwen3 model." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Unrelated failures: Qwen3.5 hidden-states bug vs version-dependent tokenization change." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different architecture-specific bugs: Smollm3 RoPE-layer dropping vs Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different hub/loading issues: model load failure for physical-intelligence/fast vs list_repo_files not forwarding revision." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Gemma4 PLE device placement bug vs T5 decoder-input validation error message." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/SmolLM bugs: RoPE-layer behavior vs missing decorator on apply_rotary_pos_emb registration." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU allocation bug and T5 validation-message bug are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Different concerns entirely: validation error messaging vs a misleading synced_gpus warning." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different problems: Qwen3 MOE weight conversion under accelerate+deepspeed vs Smollm3 RoPE behavior." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Separate CI/package maintenance issues: PEFT version bump vs stale auto_mappings references." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of an older issue is not the same bug as the FA2 long-context regression." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Different models and symptoms: Qwen3OmniMoe video-input processing vs FA2 long-context performance regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config propagation bugs: num_labels not copied vs strict config blocking granite_speech loading." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related theme of tied weights, but not clearly the same concrete bug or fixable in one PR from the titles alone." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading/loading failures for different models; no shared bug path is evident." + }, + { + "left": "issue:43257", + "right": "issue:47405", + "accept": false, + "reason": "Both mention loading/conversion, but one is Qwen3 MOE conversion under distributed loading and the other is wrong Auto-class conversion skipping; not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype bugs in different models and inference paths; too broad to merge safely." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures: GGUF path breakage vs a specific model failing to load." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded and conservative. The only accepted soft pair, issue:43493 vs issue:43994, is plausibly the same SigLIP2 bug (root-cause report plus user-facing repro). The other verdicts mostly stay on the safe side by rejecting pairs with different models, subsystems, or failure modes, and the cluster summary does not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 27, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:38175", + "issue:40444", + "issue:42796", + "issue:43295", + "issue:43452", + "issue:43572", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44568", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46491", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000", + "issue:47013", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:46463|issue:46899", + "issue:42796|issue:43906", + "issue:44821|issue:46821", + "issue:43452|issue:44843", + "issue:44756|issue:47404", + "issue:43697|issue:46829", + "issue:43720|issue:44898", + "issue:45663|issue:46846", + "issue:44737|issue:45588", + "issue:43653|issue:44361", + "issue:44913|issue:46121", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:45357|issue:45920", + "issue:44361|issue:44442", + "issue:44756|issue:47332", + "issue:46846|issue:47404", + "issue:40444|issue:44811", + "issue:43697|issue:45216", + "issue:44843|issue:44991", + "issue:43688|issue:43749", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43761|issue:47013", + "issue:43572|issue:43643" + ], + "prepared_review_unit_hash": "3665f9983654800739fe1be5b7e8c448481ed9dfe3b4e07f14baff207b8686c2", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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": "This cluster is heterogeneous: it mixes unrelated tokenizer, loading, training, quantization, and model-output regressions. None of the proposed soft edges look like the same underlying bug/change, so all should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures, and the soft pairs are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be kept as the most representative, issue 45920 is the broadest high-impact regression, but it does not serve as a duplicate umbrella for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors: BOS/EOS insertion vs leading-space round-trip." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Completely different failures: DeepSpeed training weight shape error vs BART generate decoder_attention_mask initialization bug." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different code paths and symptoms: T5 decoder-input validation error message vs Gemma-4 multimodal 4-bit dtype cast crash." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only a reproduction of another issue; nothing here indicates the same tokenizer bug as Ministral BPE marker handling." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated issues: image processor loading from URL vs TimesFM window_size attribute access." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve from_pretrained loading, but one is gguf_file/model loading support and the other is an offline mistral-regex hub call bug." + }, + { + "left": "issue:44756", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOM, but one is mmap on Strix Halo and the other is conversion-op transient GPU budget usage; different root causes." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model/output bugs: RTDetrV2 output divergence vs VideoPrism mis-populating hidden_states." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and failures: BitNet packed-weight loading vs Perceiver non-default resolution interpolation." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different parallelism paths and root causes: Gemma-4 FSDP2 shared_kv_states KeyError vs Qwen3.5 TP plan omissions." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLuke task-time AttributeError." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is config persistence of rotary_pct; the other is a type error in rope validation helper." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated regressions: unexpected position-id keys vs sinq quantization save/load breakage." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different classes of bugs: SigLIP2 zero probabilities vs processor.tokenizer/image-to-tokenizer regression." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are broad v5 regressions, but one is save_pretrained checkpoint serialization and the other is AutoTokenizer token-ID correctness." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but they target different tokenizer classes and different failure modes." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading scenarios: loading OOM on Strix Halo vs saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:46846", + "right": "issue:47404", + "accept": false, + "reason": "Different bugs: missing tensor-parallel plan entries vs unbudgeted contiguous() transients during device_map loading." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Different multimodal/audio paths: iterable dataset with multiple images vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and problems: RTDetrV2 inference divergence vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but one is HF_HUB_OFFLINE mishandling in mistral regex patching and the other is model-specific tokenizer load failure." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different issues: auxiliary-loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Completely different causes: mistral_common import mismatch for Gemma 4 vs Windows ROCm torch.distributed dependency problems." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection losses, but one is float16 AMP/CUDA crash and the other is infeasible cost matrix in RTDetrLoss." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different model/runtime failures: CLIPVision hidden_states omission vs xLSTM return_last_states unpacking crash." + }, + { + "left": "issue:43572", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing config field after v5 update; the other is AutoConfig trust_remote_code losing fields on return." + } + ] + }, + "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": 28, + "review_unit_index": 28, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:28370", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44977", + "issue:45356", + "issue:45405", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46178", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47254" + ], + "soft_pairs": [ + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43688|issue:45704", + "issue:33666|issue:36010", + "issue:45542|issue:46178", + "issue:43653|issue:43927", + "issue:43525|issue:46701", + "issue:44479|issue:44625", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:43550|issue:44361", + "issue:46832|issue:46932", + "issue:43653|issue:44568", + "issue:43761|issue:46829", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:43452|issue:43577", + "issue:44977|issue:46693", + "issue:28370|issue:34567", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:44466|issue:46050", + "issue:43782|issue:46693", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:43606|issue:43927", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:45405|issue:47254", + "issue:43643|issue:44561", + "issue:43504|issue:44610" + ], + "prepared_review_unit_hash": "24bb40e51666f52638e2e2d6bf00041ddd1beab2fdab0d1f9d84e851f082f75a", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37200, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad Transformers/regression vocabulary. I found no soft pair that clearly describes the same underlying bug or change, so all soft edges are rejected. The most representative issue is the broad custom-model regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43646 is the broadest and most central representative of the cluster\u2019s recurring theme: custom / trust_remote_code model breakage after a major Transformers change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best captures the main cluster topic and is the most plausible umbrella issue for related custom-model initialization regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: auxiliary-loss normalization in MoE models vs tokenization changes across versions." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage vs FSDP CPU RAM efficient loading; different code paths and failure modes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated: MoE auxiliary loss normalization vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training problem is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backends, but one is tensorboard-without-TF backend detection and the other is an unsupported tensorflow_text backend mapping error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config fields lost on save/load; different components and symptoms." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen multimodal models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer API regression vs Kimi-K2.5 codec/regex tokenizer regression; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer issues: BigBird mask token registration vs mdeberta add_special_tokens BOS/EOS handling." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve hidden_states fields, but one returns None in CLIPVisionModel and the other misassigns last_hidden_state in VideoPrism." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training issue is not the same as CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to BLIP2 dtype propagation." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness failure is not the same as a long-context performance regression." + }, + { + "left": "issue:28370", + "right": "issue:34567", + "accept": false, + "reason": "Missing vocab_file for SentencePiece models is unrelated to TrainerState token counting not updating." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention failure are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field load failure in Beit is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization inconsistency of tied lm_head weights is different from sinq quantization save/load breakage." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General clean_up_tokenization_spaces behavior change is not the same as CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading bug is unrelated to BitNet packed-weight loading failure." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight accelerate loading failure and lost custom token IDs are different issues." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "Unreleased PEFT version pinning is unrelated to PEFT + DeepSpeed checkpointing errors." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both affect trust_remote_code models, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit preset loading failure is unrelated to OmDet-Turbo processor/model input-size mismatch." + } + ] + }, + "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": 28, + "review_unit_index": 29, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43577", + "issue:43611", + "issue:43646", + "issue:43688", + "issue:43720", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46612", + "issue:46846", + "issue:47276", + "issue:47332", + "issue:47404", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43688|issue:45440", + "issue:44625|issue:47276", + "issue:43334|issue:45759", + "issue:44734|issue:46612", + "issue:43577|issue:44554", + "issue:45823|issue:46050", + "issue:43525|issue:43572", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43334|issue:43572", + "issue:44484|issue:44704", + "issue:28218|issue:33357", + "issue:43611|issue:46846", + "issue:39692|issue:43295", + "issue:44977|issue:46209", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:45405|issue:47332", + "issue:42796|issue:44977", + "issue:43257|issue:47404", + "issue:43493|issue:43825", + "issue:43927|issue:44361", + "issue:43531|issue:47436", + "issue:43646|issue:44466", + "issue:43572|issue:44291", + "issue:46050|issue:47448" + ], + "prepared_review_unit_hash": "0106c6ae22a9a5a540975520ade0ffbf6f84fbdfc34f8860528df10d8e7bee30", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36316, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports. A few pairs share broad themes like v5 config/regression breakages or tokenizer/processor handling, but they point to different concrete code paths and should not be deduplicated.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella regression report in the set and best fits as a representative anchor for several v5 initialization/config breakage reports, even though the cluster does not contain a true duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most general and central issue among the candidates, with the widest potential to subsume adjacent v5-loading/init regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: one is a dtype mismatch on embedding layers, the other is auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Both are loading/runtime failures, but they involve different components and failure modes: packed-weight handling vs tokenizer/task AttributeError." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both concern MoE-related correctness, but the reported bugs are distinct (aux loss normalization vs DeepSeekV3 implementation divergence)." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Different surface area: config propagation for Qwen3.5 vs a misleading warning message in continuous batching." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Different generation bugs in unrelated code paths: serve KV-cache indexing vs beam-search cache reorder skipping for several legacy models." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated problems: BLIP2 dtype loading vs an attention correctness issue on MPS." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different model-handling failures: device mismatch during forward with device_map='auto' vs quantized model save/load breakage." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different config attributes and model families; not the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template related, but one is batched padding behavior and the other is tool-call assistant messages with no content." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Completely different issues: multimodal model loading vs PEFT version pinning to an unreleased release." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config attributes after version changes, but they affect different configs and fields." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different save/load API concerns: shard size defaults vs AutoProcessor kwargs forwarding." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "No real overlap: tokenizer spacing bug vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both mention model loading/sharding-like behavior, but one is a base_model_prefix regression and the other is a TP plan issue for Qwen3.5." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Different multimodal problems: documentation example errors vs a regression in processor.tokenizer / tokenizer image handling." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different accelerator/runtime failures: Qwen3.5 flash-attention generation vs FP8 inference on B200." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Unrelated loading failures: one model failing to load vs offline mode broken by an unconditional model_info() call." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different components: SigLIP2 inference quality issue vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "PEFT version pinning and disk-offloaded model saving are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related tokenizer/model issues, but one is BPE-marker handling and the other is flash-attention generation correctness." + }, + { + "left": "issue:43257", + "right": "issue:47404", + "accept": false, + "reason": "Different loading/packing issues: Qwen3 MoE conversion with accelerate+deepspeed vs device_map transient OOM during conversion ops." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different SigLIP2-related reports: implementation discrepancy vs a pipeline task error message regression." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different config/model areas: DiaConfig save/load token IDs vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:43531", + "right": "issue:47436", + "accept": false, + "reason": "Both are config/behavior regressions in Qwen-family models, but one is sliding_window and the other is missing max_position_embeddings." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but they concern different code paths: custom model initialization vs tied-weight serialization." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading/config issues, but one is missing pad_token_idx after v5 and the other is an unexpected _is_hf_initialized argument with init_empty_weights." + }, + { + "left": "issue:46050", + "right": "issue:47448", + "accept": false, + "reason": "Different quantization/model-loading problems: sinq save/load breakage vs Gemma4 architecture recognition." + } + ] + }, + "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": 28, + "review_unit_index": 30, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29925", + "issue:38175", + "issue:42490", + "issue:43278", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44734", + "issue:44849", + "issue:45072", + "issue:45084", + "issue:45245", + "issue:45357", + "issue:45491", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:47013", + "issue:47254", + "issue:47404", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:44493|issue:47448", + "issue:44568|issue:45812", + "issue:44554|issue:46365", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:28218|issue:29925", + "issue:43873|issue:47404", + "issue:45491|issue:46002", + "issue:43504|issue:43606", + "issue:42490|issue:43696", + "issue:43493|issue:43844", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:43278|issue:43844", + "issue:46209|issue:46710", + "issue:44589|issue:45520", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:44493|issue:46285", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:44423|issue:44734", + "issue:44464|issue:45584", + "issue:15354|issue:38175", + "issue:43572|issue:47436", + "issue:47013|issue:47254", + "issue:45245|issue:46710", + "issue:44849|issue:45357", + "issue:45084|issue:45520" + ], + "prepared_review_unit_hash": "5cc6536cf5d06763a839009662909678752d3c49cec3bdd9cb16aacd9cf7858e", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36864, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only broad thematic similarity (tokenizers, configs, offload, generation, quantization) but not the same concrete bug. None of the soft edges look like true duplicates, so they should all stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue:44493 is the closest fit because it is the broadest, most central regression in the set and appears in multiple soft-similarity links.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44493 is the best representative issue: it describes a cross-model regression with a generic symptom, unlike the more model-specific or infrastructure-specific reports nearby.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:47448", + "accept": false, + "reason": "Different bugs: unexpected key/position-id regression vs gemma4 architecture recognition." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and different failure modes (missing BOS/EOS vs wrong token IDs)." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to the Trainer import/dependency problem." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Distinct tokenizer bugs affecting different model families and outputs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16/FP32 dtype drift is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:28218", + "right": "issue:29925", + "accept": false, + "reason": "Added-token spacing bug is not the same as SigLIP fast-tokenizer enforcement." + }, + { + "left": "issue:43873", + "right": "issue:47404", + "accept": false, + "reason": "Quantization offloading behavior and device_map transient OOM are different loading/offload issues." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the root causes and code paths differ." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading failure is unrelated to CPU offload device mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is not the same bug as ZeRO-3 gradient explosion." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing class and Float8 storage lookup failure are different runtime issues." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute handling and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Mixed-precision dtype change is not the same as the DeepSpeed gradient blow-up." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to an accuracy regression after version upgrade." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage type lookup and flash_attn import handling are different failures." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are separate bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU offload bug is not the same as a stale CI test." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Wrong SigLIP2 outputs and unexpected position-id keys are different model regressions." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key/position-id regression is unrelated to CLIPTextModel structure inconsistency." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Dtype mismatches in bfloat16 inference are unrelated to RT-DETR forward shape/feature-level errors." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Offloading with quantization and broken save/load for sinq-quantized models are different code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve continuous-batching multimodal crash is not the same as KV-cache continuation indexing." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp support and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:47436", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and missing max_position_embeddings in Qwen2_5OmniConfig are different config regressions." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM backend unpacking crash is unrelated to PEFT+DeepSpeed checkpointing errors." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit runtime error does not match a model accuracy regression." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and incorrect visual-encoder save_pretrained keys are separate issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation of non-template nodes is unrelated to flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure have different triggers and fix paths." + } + ] + }, + "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": 28, + "review_unit_index": 31, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:28218", + "issue:28370", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:34689", + "issue:37428", + "issue:41720", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46192", + "issue:46209", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47145", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:42947|issue:43381", + "issue:28218|issue:34567", + "issue:43844|issue:44964", + "issue:44849|issue:46209", + "issue:37428|issue:43957", + "issue:45200|issue:45229", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:44849|issue:47145", + "issue:43937|issue:46701", + "issue:47332|issue:47404", + "issue:44977|issue:46701", + "issue:43295|issue:43450", + "issue:43065|issue:46369", + "issue:43404|issue:46710", + "issue:44554|issue:45446", + "issue:45588|issue:45759", + "issue:45072|issue:45198", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:44869|issue:46752", + "issue:43540|issue:45200", + "issue:29942|issue:30333", + "issue:43295|issue:44610", + "issue:45406|issue:46121", + "issue:28370|issue:34689", + "issue:45823|issue:46192" + ], + "prepared_review_unit_hash": "d26c79d378828ed7a1244f12ff9a8b607515cf39133617a5ea6736fbee04dbaf", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36038, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad subsystems or model families, but they describe different failure modes and code paths rather than the same duplicate bug.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated tokenizer, training, loading, processor, offloading, and model-specific regressions, so there is no coherent duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the cluster does not form one underlying bug; at best these are topical neighbors, not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both touch Gemma4 multi-GPU/device_map behavior, but one is an inference OOM and the other is a device-mismatch forward error; different concrete bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about LoRA/PEFT not actually checkpointing and the other is an eval-mode restriction; not the same code-path issue." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token-count tracking are unrelated bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient amplification and Phi-4 model loading failure are different problems with no shared fix path." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "One is a Qwen3.5 hidden-states bug; the other is an FP8 inference failure on B200. Different model paths and symptoms." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention helper import and meta-device model loading are separate loading regressions." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 multi-GPU OOM are different issues; one is input defaulting, the other memory usage." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression after upgrade are not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Hidden-states output bug and FP8 compressed-tensors weight_scale omission affect different functionality." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 generation config validation and DiffusionGemma image-text-to-text pipeline failure are unrelated model-specific issues." + }, + { + "left": "issue:47332", + "right": "issue:47404", + "accept": false, + "reason": "Both involve offloading/loading memory behavior, but one is save-time disk offload and the other is device-map conversion OOM; not the same fix." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are different model/integration bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor regressions, but one is tokenizer/image attribute access and the other is batched video output shape; distinct code paths." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are different Sam3 problems." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Mistral3 lm_head tying and DeepSeek accuracy regression are unrelated model correctness issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and flex_attention import version check are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention s_aux=None crash and missing text_config unwrap in AutoModelForCausalLM.from_config are different multimodal integration bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer API breakage and offloading-with-quantization behavior are different bugs despite both involving model loading infrastructure." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and TimesFM window_size AttributeError are unrelated config regressions." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty-list chat template IndexError are distinct edge cases." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed training jobs are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor regressions, but one is tokenizer/image accessor breakage and the other is OmDet-Turbo input resolution mismatch; not the same underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter list handling are unrelated." + }, + { + "left": "issue:28370", + "right": "issue:34689", + "accept": false, + "reason": "SentencePiece vocab_file handling and Llama 3.2 Vision model loading regression are different loading problems." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mismatch with device_map auto and silent return_tensors ignoring are different processor behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 32, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:27957", + "issue:28218", + "issue:28370", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44737", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:47448" + ], + "soft_pairs": [ + "issue:44186|issue:46192", + "issue:43334|issue:43525", + "issue:43450|issue:43575", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:45520|issue:46178", + "issue:42915|issue:43824", + "issue:27957|issue:28370", + "issue:39692|issue:46192", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:29870|issue:29942", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:46192|issue:47448", + "issue:44521|issue:45290", + "issue:43262|issue:43450", + "issue:43975|issue:45520", + "issue:28218|issue:35141", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:44737|issue:46894", + "issue:45200|issue:45325", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:43452|issue:46512", + "issue:43335|issue:43550", + "issue:44466|issue:45127" + ], + "prepared_review_unit_hash": "60be9d972b2ce013378eeb3c821ae1eca9304ba87863149a824bbf76dc5955de", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs mostly share broad subsystems or similar error classes, but they do not look like the same concrete bug/change, so I rejected all of them. No clear duplicate cluster emerges from this set.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 44521 is the most representative open issue here: it is well-scoped, actively discussed, and has multiple inbound references, so it is the best candidate to anchor this set even though the other issues are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone issue in the set because it is specific, reproducible, and appears to be the most actively referenced and maintained report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Both are tokenizer-related, but one is a crash on NER/batched padding while the other is an ignored argument bug; different code paths and symptoms." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs (Qwen3-VL vs Llama4) and are likely separate model-specific issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape handling and tensor-parallel OOM are unrelated problems." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules; not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "One is a SDPA/torch.compile model failure, the other is a ZeRO-3 gradient explosion during training; different failure modes and code paths." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma 4, but one is a missing default for mm_token_type_ids and the other is a device mismatch in forward; not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/import-utils failures affecting unrelated backends; too broad to be duplicates." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Fine-grained FP8 model loading and a missing VL class import are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28370", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and missing vocab_file for custom SentencePiece models are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/model example errors are not the same as an API bug where return_tensors is ignored." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "A regression in processor/tokenizer access is not the same as a model-vs-JAX discrepancy." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A specific BART generate UnboundLocalError is not the same as generic failing Flash Attention 2 tests." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing VL class and incorrect detokenization are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype drift and Qwen3 MoE memory usage are different bugs." + }, + { + "left": "issue:46192", + "right": "issue:47448", + "accept": false, + "reason": "Ignoring return_tensors and unrecognized Gemma4 architecture are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is broken assistant_masks for multimodal inputs while the other is a crash with tool-call assistant messages; different concrete defects." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template default sampling rate and video batched-shape handling are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Incorrect detokenization and a Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing behavior and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load and CLIP text-model structure inconsistency are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI test failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug and CohereASR loss-shift bug are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Gemma/Qwen multimodal processing, but one is a missing mm_token_type_ids default and the other is rope temporal \u0564\u056b\u0580 scaling; different mechanisms." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing import-utils helpers, but they are different symbols with different breakages." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a CI test issue are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading failures and stale config.dtype after from_config are distinct problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA/compile failure are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weight/tied-embedding behavior, but one is serialization inconsistency and the other is model collapse after LoRA vocab extension; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 33, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:41950", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44442", + "issue:44610", + "issue:44792", + "issue:44843", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:45759", + "issue:45923", + "issue:46209", + "issue:46285", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46821", + "issue:46899", + "issue:46932", + "issue:47405", + "issue:47427", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:44442|issue:45198", + "issue:45381|issue:46209", + "issue:45200|issue:46899", + "issue:43611|issue:47405", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44898|issue:45412", + "issue:44843|issue:47427", + "issue:45200|issue:46932", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:41720|issue:46209", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:44792|issue:45563", + "issue:46431|issue:46566", + "issue:43335|issue:43504", + "issue:41950|issue:47448", + "issue:43525|issue:47436", + "issue:46512|issue:46821", + "issue:45923|issue:47405", + "issue:45759|issue:46285", + "issue:28282|issue:33357", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:43827|issue:43901", + "issue:43335|issue:43606", + "issue:44855|issue:45083", + "issue:38175|issue:45412", + "issue:43335|issue:44112" + ], + "prepared_review_unit_hash": "85c3345859bbd55b7976868fc1310d278a5b5a6ae860ddb14a9273a40ef44dee", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37018, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false positives: many unrelated model- or version-specific bugs got grouped by broad transformer/config similarity, but they do not look like duplicates of the same underlying fix.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43335 is the most connected item in the cluster by soft-edge count, but it still represents only one narrow config bug; the cluster itself is too mixed to have a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43335 is the best available representative because it has the highest similarity fan-out, even though the surrounding items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenization-related, but they affect different model families and failure modes (AutoTokenizer loading vs save_pretrained/tokenization)." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Completely different problems: Qwen2.5-VL video position IDs vs FP8 inference failure on B200." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Same Gemma4 family, but distinct bugs: token-type defaults for text-only fine-tuning vs unsafe dtype casting in quantized embedders." + }, + { + "left": "issue:43611", + "right": "issue:47405", + "accept": false, + "reason": "Both touch model loading, but one is base_model_prefix compatibility and the other is wrong-Auto-class loading with silent conversion skip." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision/training bugs in different models; no shared code-path beyond being image-related." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Environment/version issues, but one is a missing flash-attn helper import and the other is Torch 2.10 incompatibility." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated: Perceiver input-size handling vs RT-DETR memory release/GC behavior." + }, + { + "left": "issue:44843", + "right": "issue:47427", + "accept": false, + "reason": "Both involve initialization/loading, but one is offline Hub lookup in tokenizer patching and the other is redundant init skipping on non-CUDA hardware." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Related Gemma4 area, but 46932 is a quantized vision/audio dtype-cast fix, not the token-type-id defaulting bug in 45200." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different computation bugs in different models/functions; not the same underlying defect." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config construction vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware/runtime failures, but on different models and devices with different root causes." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to a qwen3_omni_moe helper-function behavior issue." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-training bugs: AMP/CUDA crash vs auxiliary-losses disabled behavior." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated test failure in Janus generation vs stale warning in paged generate()." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template absence in a processor is unrelated to DiffusionGemma weights remaining on meta with auto device map." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different configuration bugs in different models: sparse-layer creation vs legacy-field loading failure." + }, + { + "left": "issue:41950", + "right": "issue:47448", + "accept": false, + "reason": "Pipeline processor mismatch and Gemma4 architecture recognition are different issues." + }, + { + "left": "issue:43525", + "right": "issue:47436", + "accept": false, + "reason": "Both are missing config attributes, but they affect different configs and different attributes." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different issues entirely: stale config dtype after from_config vs TimesFM window_size attribute error." + }, + { + "left": "issue:45923", + "right": "issue:47405", + "accept": false, + "reason": "Trust-remote-code capability flag missing is not the same bug as wrong Auto-class loading with silent conversion skip." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both are composite text/multimodal model structure issues, but they concern different model families and incompatible structural changes." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch and a MacOS bus error are unrelated runtime/environment failures." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Torch.compile/SDPA model failure and a stale CI device-override test are not the same underlying bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures and a Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs cleanup around pipelines, but they concern different APIs and different deprecations." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer config vs Bark CPU-offload device mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import failure is unrelated to the qwen3_omni_moe helper-function issue." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug and stale GraniteSpeech CI test 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": 28, + "review_unit_index": 34, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45290", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46424", + "issue:46697", + "issue:46858" + ], + "soft_pairs": [ + "issue:46424|issue:46858", + "issue:42490|issue:43854", + "issue:44206|issue:45584", + "issue:44617|issue:46697", + "issue:44292|issue:45520", + "issue:43819|issue:44493", + "issue:43388|issue:43526", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:43606|issue:44857", + "issue:10000|issue:15354", + "issue:45290|issue:46326", + "issue:39692|issue:44493", + "issue:37428|issue:44351", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:44448|issue:44743", + "issue:34689|issue:35141", + "issue:44514|issue:44521", + "issue:43720|issue:44112", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:44448|issue:44779", + "issue:25251|issue:32090", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:37428|issue:42175", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "77aa9467fee36246f6265ae2cb4d16b9bb5c979b9a0d3d9cfb96817d79355fc9", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36872, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different subsystems and model families. None of the soft pairs look like true duplicates with the same concrete bug, so I would not merge any of them.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the clearest, most self-contained bug report with a specific repro and concrete failing code path in `apply_chat_template` for multimodal inputs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is a strong representative issue because it describes a precise regression, has a focused scope, and maps to a single actionable code-path fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is about `max_cache_length` handling and the other about `get_seq_length()` returning a device tensor in static cache/compile paths; different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "One is a local-path import warning, the other a model-loading test failure for GLM-4.7-Flash; no shared underlying defect." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different failures in different flows: `LasrFeatureExtractor` crashing on an unsupported arg versus Whisper generation failing on empty transcription after token alignment." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "OOM in Sam3Video and over-padding in Swin2SR are unrelated symptoms and code paths." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "One is a Qwen NVFP4 load/runtime error, the other is a Python 3.13 import key error for flash attention; not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch is unrelated to unexpected position-id keys in many models." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but one drops elements in `gather_for_metrics` while the other returns only one label in `BeitImageProcessorFast`; different logic paths." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash-attention/MoE areas, but one is an attribute error on `s_aux=None` and the other is CPU-offload incompatibility in rotary embedding; not mergeable as one fix." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug versus qwen3_omni_moe helper behavior; different modules and failure mechanisms." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and AMP/CUDA loss crash are distinct runtime issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different models and different error classes: DistilBert model issue vs torch.jit generator-expression export failure." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one crashes on tool-call assistant messages and the other on `continue_final_message` for mistral_common tokenizers; different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to unexpected position-id keys during model loading." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Separate import failures for different symbols (`_flash_supports_window_size` vs `HybridCache`)." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example issues are unrelated to BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: unsupported `center` arg in a feature extractor versus PLE device mismatch in Gemma4 forward." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "One is a Pegasus output regression across v4/v5, the other recurrent state reset in modular Qwen3_5; not the same code path." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading/configuration issues, but one is Llama 3.2 Vision loading and the other is token-embedding reinitialization after resize." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are `apply_chat_template` issues, but one crashes on batched padding=False input and the other produces incorrect assistant masks for multimodal inputs; related area, not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug and a GraniteSpeech CI stale-device test are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/runtime problems in different models: LwDetrImageLoss AMP crash versus SwitchTransformers/TimmWrapperModel bfloat16 mismatch." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue versus Trainer `_gpu_broadcast_one` NoneType failure; no shared underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and different components (generation output vs tokenizer correctness)." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast NoneType error." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast error and MacOS bus error in CLIP loading are different failures." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning has nothing to do with tensor-parallel OOM when loading Qwen2-57B." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import symbol error is unrelated to missing TensorFlow in the torch install extra." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype change in evaluate is unrelated to the pipeline translation-task error message regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 35, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:29870", + "issue:29925", + "issue:29942", + "issue:30064", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:40444", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43873", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44530", + "issue:44561", + "issue:44589", + "issue:44855", + "issue:44977", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47000", + "issue:47276", + "issue:47436" + ], + "soft_pairs": [ + "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:45459|issue:46234", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:26413|issue:31501", + "issue:45310|issue:45478", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:40444|issue:43526", + "issue:29870|issue:32090", + "issue:44530|issue:47276", + "issue:44464|issue:46424", + "issue:44448|issue:44977", + "issue:32090|issue:33290", + "issue:44360|issue:44561", + "issue:29870|issue:33290", + "issue:44855|issue:46399", + "issue:42490|issue:43873", + "issue:44589|issue:47436", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:29925|issue:34689", + "issue:45920|issue:46192", + "issue:43257|issue:43299", + "issue:29942|issue:30064", + "issue:43873|issue:45229" + ], + "prepared_review_unit_hash": "c8d05bc78e10e47774aebfa17af583a90c3cc00a0ed4aebf2c504dad46ad0963", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: nearly all soft edges link related subsystems or model families but different bugs. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478).", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the strongest canonical issue because it is the earliest and clearest report of the only true duplicate pair, and issue:45478 appears to be the same Qwen3.5 MoE from_pretrained failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative of the cluster since it anchors the one real duplicate and has the clearest, most specific title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Both are training/model issues, but one is Flash Attention test failures and the other is embedding reinit after resize; different bugs and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Both involve Qwen/multimodal internals, but one is dtype drift in eval and the other is an undefined-variable bug in video token counting; not the same issue." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer import handling vs a missing import_utils helper are unrelated fixes." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Auxiliary loss omission in D-FINE is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different models and failures: Flash Attention 2 support for XLM-Roberta vs Llama 3.2 Vision loading regression." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure is unrelated to FineWeb SLM training not starting." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same model family and same from_pretrained error; titles are effectively duplicate reports of the same Qwen3.5 MoE loading regression." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video vision_position_ids are different multimodal bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-cardinality overflow are completely different failures." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reducing labels incorrectly." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug and Trainer _gpu_broadcast_one NoneType error do not share the same code path." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 and a synced_gpus warning message are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward vs cache max length honoring are different generation/cache issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output regression across Transformers versions is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "A NoneType broadcast error in Trainer is not the same as Adafactor OOM under DeepSpeed." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to the removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generation masking and Adafactor memory use are unrelated failures." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 torch.jit parse/IndentationError and Qwen3.5 kernel registration error are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing slash warning and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:47436", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a missing max_position_embeddings attribute on Qwen2_5OmniConfig." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype mismatch and gradient checkpointing in eval mode are different Trainer/runtime issues." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash and video padding miscalculation are different multimodal bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU OOM are not the same issue." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig custom token ID persistence and wrong custom-module loading after save_pretrained are different serialization bugs." + }, + { + "left": "issue:29925", + "right": "issue:34689", + "accept": false, + "reason": "SigLIP use_fast enforcement is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong AutoTokenizer IDs and silently ignored return_tensors are different tokenizer API regressions." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MoE loading, but one is weight conversion with accelerate+deepspeed and the other is a v5.0.0.dev0 loading break; different concrete failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it treats the cluster as mostly heterogeneous and only marks the duplicated Qwen3.5 MoE from_pretrained reports (45310/45478) as a true duplicate. The soft-edge rejections are conservative and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 36, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:23647", + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45440", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:44186|issue:45198", + "issue:33357|issue:39692", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:44561|issue:44779", + "issue:43412|issue:45588", + "issue:44871|issue:44977", + "issue:23647|issue:29870", + "issue:46421|issue:46858", + "issue:43381|issue:43701", + "issue:44361|issue:45198", + "issue:29127|issue:34567", + "issue:41720|issue:45229", + "issue:43278|issue:43575", + "issue:43334|issue:43531", + "issue:44265|issue:45198", + "issue:44206|issue:44479", + "issue:44977|issue:45563", + "issue:43653|issue:44442", + "issue:43976|issue:45440", + "issue:42915|issue:42994", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:43065|issue:43994", + "issue:29870|issue:34689", + "issue:44077|issue:47276", + "issue:43756|issue:45440", + "issue:43653|issue:44743" + ], + "prepared_review_unit_hash": "9629dfe919b0d8d1b92aa453303750c88e0a6d1a1e80d994877860dd098d4bed", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug; they span different models, APIs, and failure modes. The set is more of a loose theme of Transformers regressions than a duplicate cluster.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the strongest representative report in the set: it is a concrete regression, names the affected model families, and describes a reproducible generation failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best single issue to keep as a reference point because it is specific, high-signal, and broadly actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different model families and symptoms: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both involve vision models, but one is a MacOS bus error in CLIP loading and the other is documentation/example errors for SigLIP2." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: flash-attention crash on sink-less models vs Gemma4 PLE device-mapping mismatch during forward." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is an output regression for Pegasus; the other is serialization of tied weights/lm_head. Related area, not same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Unrelated failures: removal of is_torch_fx_available breaking trust_remote_code vs DeepSeek tokenizer output corruption." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/unsupported op issues are unrelated to the flash-attention s_aux=None crash." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is a different issue from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:23647", + "right": "issue:29870", + "accept": false, + "reason": "W&B sweeps custom objective integration is unrelated to BART generate() decoder_attention_mask initialization." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache behavior, but one is recompilation from lazy init and the other is a device-tensor seq length arithmetic bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer failures on different models; no shared code-path evidence." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error clarity and TrainerState token accounting are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are different runtime failures." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM when loading Qwen2-57B." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL loading is a different bug from sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization problems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression is not the same as the Qwen video-input regression." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale warning in paged generate() are separate behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token decoding bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure while running Qwen3MoE is not the same as quantized model saving failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-parameter JSON list TypeError are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 tokenization/save failure is different from FuyuBatchFeature swallowing exceptions." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 wrong outputs through AutoModel/pipeline." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "patchtsmixer post_init policy and a misleading synced_gpus warning are not the same change." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer-count mismatch is unrelated to DeepseekV3MoE divergence." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird mask-token registration and Qwen3.5 recurrent-state reset are different subsystems and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 37, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:23647", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44857", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:47217" + ], + "soft_pairs": [ + "issue:43575|issue:44387", + "issue:44568|issue:45491", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:29127|issue:33357", + "issue:43994|issue:45412", + "issue:45491|issue:46693", + "issue:45372|issue:45588", + "issue:44442|issue:45072", + "issue:45406|issue:46701", + "issue:43065|issue:45412", + "issue:45250|issue:46640", + "issue:44625|issue:45584", + "issue:43526|issue:47217", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:43526|issue:45834", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:43994|issue:46369", + "issue:43824|issue:44279", + "issue:43381|issue:43873", + "issue:43526|issue:44186", + "issue:43421|issue:45491", + "issue:45372|issue:45459", + "issue:45245|issue:45563", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:27957|issue:33290", + "issue:42915|issue:43931", + "issue:23647|issue:28282", + "issue:44610|issue:45412", + "issue:44857|issue:45588" + ], + "prepared_review_unit_hash": "7d9a98105d5b5406be6f86ad931feec58f7b68fdd9d9317e45cc3453e90fb68e", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37373, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated issues across tokenizers, model loading, quantization, vision models, flash-attention, and memory/performance bugs. None of the soft pairs look like the same underlying defect or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items cover many distinct code paths and bug types, so there is no clear duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative duplicate target because the cluster is not centered on one concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading of Qwen2-57B and the other is int4 quantization memory growth in Transformers 5.x; different causes and fixes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to Gemma3 NaNs from sliding-window attention and all-padding windows." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B TP OOM and resume_from_checkpoint key mismatch are unrelated training/loading failures." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing-in-eval are different code paths with different symptoms." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-error messaging and CLIP bus errors on macOS are unrelated bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Bad SigLIP2 outputs and RT-DETR memory leaks are different model/runtime problems." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "NaNs in Gemma3 mixed-length batching are not the same as a FlashAttention2 long-context performance regression." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common and flash_attention.py crashing on s_aux=None are different failures." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and DiffusionGemma image-text-to-text pipeline failure are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy nn.Conv2d in Sam3PixelDecoder and RT-DETR GC memory release are unrelated implementation issues." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "These are both Flash Attention 2 topics, but the titles are too generic and there is no evidence of the same concrete underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and VL image-placeholder-in-user-text failures are different layers and different root causes." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation and D-FINE missing auxiliary losses are unrelated model-specific bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and output-embedding reinit on resize are different problems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and Kosmos2.5 OCR index error are unrelated vision preprocessing issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors when protobuf is missing and leftover dummy classes in dummy_pt_objects.py are unrelated cleanup/diagnostic issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import dependency problem and the other is a missing processor attribute during serve; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong results and sam3-litetext memory overflow are different model failures." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import error and a generic dependency issue are too vague and do not indicate the same defect." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading not working are distinct runtime behaviors." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and LayoutLMv2Tokenizer crashes on NER padding/truncation are unrelated tokenizer/preprocessor bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing update and Gemma3 NaNs are different components and symptoms." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure from mistral_common and protobuf error masking in tokenizers are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate() warning are not the same issue." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor/deepspeed OOM and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "AdaFactor OOM and Llama 3.2 Vision model loading breakage are different failure modes." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta FlashAttention2 support and AdaFactor/deepspeed OOM are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are distinct loading/configuration bugs." + }, + { + "left": "issue:23647", + "right": "issue:28282", + "accept": false, + "reason": "WandB sweeps custom objective and missing-PyTorch ImportError are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and RT-DETR memory leak are different model issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention.py s_aux=None crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 38, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29870", + "issue:29925", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43066", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43575", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45245", + "issue:45381", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46821", + "issue:47276", + "issue:47312", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:45588|issue:46821", + "issue:43066|issue:44462", + "issue:29870|issue:29925", + "issue:25251|issue:28282", + "issue:44442|issue:44898", + "issue:44514|issue:45381", + "issue:27957|issue:29127", + "issue:46121|issue:46399", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:43316|issue:47312", + "issue:43720|issue:44442", + "issue:46821|issue:47436", + "issue:44743|issue:44811", + "issue:42175|issue:46234", + "issue:43262|issue:44206", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:43316|issue:45759", + "issue:42490|issue:44743", + "issue:44977|issue:45245", + "issue:47276|issue:47448", + "issue:43493|issue:43827", + "issue:43749|issue:43931", + "issue:42617|issue:43575", + "issue:43643|issue:44913" + ], + "prepared_review_unit_hash": "e66d58d888d6f0dd01871be7084bd55090fe7dad5aa5e21a369fbe485dc8ba4b", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34872, + "estimated_input_tokens": 8718, + "estimated_eval_tokens": 17692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to describe the same underlying bug or change; most are superficially similar only at the subsystem/theme level. If a single issue must anchor the set, the strongest candidate is the broad, high-activity regression report around FSDP CPU RAM efficient loading.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43749 is the strongest anchor: it has the highest discussion/inbound activity and describes a concrete, high-impact runtime regression in a core loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the most suitable global representative because it is substantive, widely discussed, and tied to a specific failure mode rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different code paths and failures: flash_attention sink handling vs TimesFM window_size attribute access." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenizer loading, but one is a decoder-type mismatch in v5 and the other is repository tokenizer.json discovery; not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:29925", + "accept": false, + "reason": "Unrelated defects: BART generate() decoder_attention_mask initialization vs SigLIP fast tokenizer enforcement." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape regression is unrelated to an AutoModel ImportError for missing PyTorch." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: AutoTokenizer loading vs Perceiver image-size interpolation." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; distinct bugs." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to LayoutLMv3 box validation messaging." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "One is rope-parameter JSON list handling; the other is a missing decorator for Qwen3.5 kernel registration." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5Moe CPU-offload incompatibility are separate failures." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Broad custom-model initialization breakage is not the same as a specific patchtsmixer post_init policy issue." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to a kernels 0.16 compatibility problem." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading failure and AutoTokenizer FastSpeech2Conformer loading are different paths." + }, + { + "left": "issue:46821", + "right": "issue:47436", + "accept": false, + "reason": "Both mention missing attributes, but they concern different models and different fields." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset in Qwen3.5 modular code is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Both are import/backend availability issues, but one concerns TensorFlow in extras installation and the other a missing util symbol." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor sampling-rate defaults and LastFeatureExtractor center-arg support are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A specific model post_init policy issue is not the same as a broader Qwen video-input regression." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token configuration are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM unwrapping composite Qwen text_config." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen recurrent-state reset behavior." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-cardinality runtime error are unrelated." + }, + { + "left": "issue:47276", + "right": "issue:47448", + "accept": false, + "reason": "A warning-message problem in continuous batching is unrelated to Gemma4 architecture recognition." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX behavioral discrepancy is unrelated to documentation still mentioning pipeline()." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2-57B-A14B-Instruct OOM are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code configs and rotary_pct not persisting on reload are distinct config-serialization 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": 28, + "review_unit_index": 39, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:23647", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:32090", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:43950", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44855", + "issue:44871", + "issue:44964", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45440", + "issue:45584", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47427", + "issue:47448" + ], + "soft_pairs": [ + "issue:44987|issue:46178", + "issue:43550|issue:43701", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:27957|issue:29870", + "issue:43606|issue:43701", + "issue:43950|issue:47427", + "issue:43575|issue:43742", + "issue:43825|issue:47448", + "issue:43761|issue:44079", + "issue:44062|issue:45907", + "issue:43316|issue:43716", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:46829|issue:46932", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:27957|issue:32090", + "issue:23647|issue:28218", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:44521|issue:47217", + "issue:16998|issue:22355", + "issue:44077|issue:44534" + ], + "prepared_review_unit_hash": "8cd673480c54f4b2c093ab14a561bf3f9b6043ad9573c32afc53296e8f1b5330", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft pairs share only broad lexical themes (tokenization, configs, multimodal, loading), not the same concrete bug or change. I reject every soft edge. If forced to keep one issue as an anchor, #44521 is the most active open item in the set.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #44521 has the highest visible activity and inbound references among this set, so it is the best representative anchor if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the most actionable open issue here; it has the strongest discussion/inbound signal and is the closest thing to a cluster center, though the overall set is not a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Both are loading/configuration failures, but one is a model-specific load failure and the other is a backend registry error; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Torch.compile/SDPA OOM on a model load is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config API gaps, but they affect different models and different missing fields; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "One is a model loading shape issue; the other is a divergence from a remote implementation. Too broad to be the same change." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention support for XLM-R and a BART generate UnboundLocalError are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are separate failure modes." + }, + { + "left": "issue:43950", + "right": "issue:47427", + "accept": false, + "reason": "Both touch initialization/buffer behavior, but one corrupts non-persistent buffers during from_pretrained while the other avoids redundant init on non-CUDA hardware." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "A tensor-parallel OOM on a large model is not the same as a key error loading a small model." + }, + { + "left": "issue:43825", + "right": "issue:47448", + "accept": false, + "reason": "Pipeline error messaging and Gemma4 architecture recognition are different problems." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "A CLIP forward regression and a generic ModelOutput key assignment bug are not the same concrete code path." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor argument handling is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Both are multimodal config/preprocessor mismatches, but they involve different models and different failure points." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 decorator parsing and a DeepSpeed ZeRO3 deque underflow have no shared underlying bug." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint-key resume logic is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and unrecognized model config loading are different issues." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "One is an output object bug for VideoPrism classification; the other is dtype casting for Gemma4 quantized embedders." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen3-family checkpoints, but one is a load-time shape mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare except swallowing KeyboardInterrupt are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support and Trainer broadcast of NoneType are different subsystems and bugs." + }, + { + "left": "issue:23647", + "right": "issue:28218", + "accept": false, + "reason": "Wandb sweeps custom objective integration and tokenizer spacing after added tokens do not describe the same change." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "A processor/tokenizer regression with images is unrelated to an eos_token_id config inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos token configuration and Whisper empty-transcription generation after align_special_tokens are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "A hidden_states regression is unrelated to divergent attention kernels under torch.compile." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and metric gathering dropping tuple labels are different trainer code paths." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal template issues, but one is assistant mask generation and the other is image placeholder placement; not the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy for a model and v5 non-persistent buffer corruption 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": 28, + "review_unit_index": 40, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:23647", + "issue:25251", + "issue:27957", + "issue:29925", + "issue:35141", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43646", + "issue:44162", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45381", + "issue:45412", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:47217" + ], + "soft_pairs": [ + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:25251|issue:27957", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43352|issue:46640", + "issue:45412|issue:46369", + "issue:43404|issue:43441", + "issue:44464|issue:46421", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:43540|issue:44514", + "issue:42907|issue:45698", + "issue:46178|issue:46291", + "issue:44792|issue:44977", + "issue:44479|issue:47217", + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:44534|issue:44913", + "issue:45803|issue:46365", + "issue:45542|issue:46234", + "issue:43525|issue:43531", + "issue:43504|issue:45698", + "issue:44792|issue:45600", + "issue:27957|issue:29925", + "issue:46693|issue:47217", + "issue:23647|issue:27957", + "issue:35141|issue:42490", + "issue:45803|issue:46170", + "issue:45632|issue:46424" + ], + "prepared_review_unit_hash": "da11e6c6dd6d60be83f1e55de5899f6e2a2bed241e0542b4b58dfbc4b2c83e91", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36500, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft pairs mostly look like unrelated bugs that just share broad themes like loading, configs, cache, or Flash Attention. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is reliable here: the items span unrelated bugs across model loading, generation, cache, vision-language processing, and dependency/import paths.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative must be chosen, issue 45698 has the broadest impact and strongest discussion around save/load custom-module behavior, but it is still only a representative, not a duplicate anchor for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different import/dependency failures: missing `is_falcon_mamba_ssm_available` vs kernels v0.15 requiring version/revision metadata." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading problems, but one is broken `gguf_file` handling and the other is an unrecognized model/config issue." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated bugs: pipeline `top_k` output nesting vs XLMRoberta Flash Attention support." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Different code paths: v5 custom model initialization breakage vs GPTNeoX config reload losing `rotary_pct`." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different model/config bugs: Gemma-3 EOS token mismatch vs sinq quantization save/load failure." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One is a specific Nemotron Flash Attention 2 unsupported error; the other is a vague broader FA2 issue, not the same concrete bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is RT-DETR GC leaks and the other is Sam3-lite text OOM during use." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same family name, but different bugs: untied `lm_head` weights vs FlashAttention failure in Ministral-3." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked generation/cache, but one is wrong outputs under compiled forward and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Completely different symptoms: dummy Conv2d in Sam3PixelDecoder vs Sam3Video CUDA OOM." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: ESM2 breakage vs janus image-generation test failure." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different Qwen3-related paths: video processing failure vs batched chat-template crash with `padding=False`." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve model loading, but one is a trailing-slash warning for local paths and the other is wrong custom-module loading after save/load." + }, + { + "left": "issue:46178", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency/import issues: backend mapping rejects `tensorflow_text` vs pipelines import failing on kernels version/revision." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different bugs: janus image generation test failure vs Qwen3.5 FlashAttention generation regression." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is a video-input regression across Qwen variants and the other is an image-placeholder-in-text failure." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated issues: processor size mismatch in OmDet-Turbo vs Sam3-lite text memory overflow." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL inputs, but one is wrong `vision_position_ids` for video input and the other is image placeholder handling in user text." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different v5 regressions: junk-filled non-persistent buffers vs GPTNeoX config reload dropping `rotary_pct`." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different failure modes: bare `except` in Fuyu tensor conversion vs `Trainer` import conflict with `datasets`." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/import issues: undefined tf backend from tensorboard-only install vs missing import_utils helper." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model config bugs: missing `pad_token_id` on Llama4Config vs sliding-window handling for Qwen3-MoE." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern load/save behavior, but one is a legacy field in BEiT preset loading and the other is custom-module resolution after save/load." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different areas entirely: janus image-generation test failure vs auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:27957", + "right": "issue:29925", + "accept": false, + "reason": "Not the same bug: Flash Attention support for XLMRoberta vs SigLIP tokenizer `use_fast=True` enforcement." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Different regressions: long-context FA2 performance regression vs VL image-placeholder handling." + }, + { + "left": "issue:23647", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated topics: WandB sweeps custom objective vs XLMRoberta Flash Attention support." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different loading/persistence bugs: embedding reinit after resize vs trailing-slash local model warning." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/runtime issues: Fuyu tensor conversion exception handling vs Windows ROCm import failure from `torch.distributed` dependency." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a local path cache collision and the other is `max_cache_length` only applying to quantized cache." + } + ] + }, + "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": 28, + "review_unit_index": 41, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:23647", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43644", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45381", + "issue:45405", + "issue:45406", + "issue:45584", + "issue:45588", + "issue:46082", + "issue:46202", + "issue:46369", + "issue:46399", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46894", + "issue:46932", + "issue:47013", + "issue:47312" + ], + "soft_pairs": [ + "issue:43931|issue:44060", + "issue:45127|issue:45200", + "issue:25251|issue:29870", + "issue:43673|issue:44743", + "issue:45588|issue:47013", + "issue:44855|issue:45588", + "issue:43650|issue:46202", + "issue:41950|issue:43475", + "issue:44242|issue:46894", + "issue:46082|issue:46697", + "issue:44792|issue:45405", + "issue:43388|issue:43688", + "issue:44617|issue:45584", + "issue:43827|issue:43994", + "issue:44190|issue:44964", + "issue:45072|issue:46932", + "issue:29870|issue:35141", + "issue:44734|issue:45406", + "issue:43644|issue:44913", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:43335|issue:44855", + "issue:23647|issue:29127", + "issue:43854|issue:44792", + "issue:46399|issue:47312", + "issue:45381|issue:46369" + ], + "prepared_review_unit_hash": "5c48daec206f85b915b5478bbcddcfaf07a22d5ecae34f840294d0632d1d5f4f", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35866, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate pairs are convincing here; the set is a heterogeneous mix of unrelated bug reports and docs issues. I would not merge any of the proposed soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue truly fits this cluster because the items span many unrelated subsystems; if forced to pick a representative, issue:45584 is the strongest standalone report with clear symptoms and the most inbound references.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:45584 is the best standalone issue candidate: it is specific, reproducible, and appears to have the most external references among the listed issues.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both are Qwen-family loading/configuration problems, but one is a weight-shape mismatch in Qwen3-VL and the other is a tied-weights warning in Qwen3-Next; different code paths and failure modes." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "These concern different models and different bugs: LoRA merge collapse with tied embeddings versus Gemma 4 requiring mm_token_type_ids for text-only fine-tuning." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Completely unrelated: pipeline top_k output shape regression versus Bart generate() unbound decoder_attention_mask error." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache behavior, but one is missing GenerationMixin cache during chunked prefill and the other is recurrent state reset in modular_qwen3_5; not the same underlying bug." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different subsystems and failure causes: flash_attention crashes on s_aux=None, while xLSTM unpacks a backend return value incorrectly in train mode." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "An import-time Python 3.13 IndentationError in DebertaV2Model is unrelated to a flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap: one is a vague placeholder issue, the other is a Gemma pipeline roundtrip failure on a specific token." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are vision/video-related, but one is a pipeline processor selection bug and the other is a missing attribute on a SAM 3 video encoder output object." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both are loss-related, but they affect different training code paths and model families; the overlap is only superficial." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "A config validation issue for Llama head_dim is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed Janus image-generation test and a released-version dependency bump are not the same bug or change." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different problems: metrics gathering dropping tuple labels versus auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in SAM3 video is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs cleanup for removed pipeline() references; the other is a model inference correctness bug." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Both are loading failures, but they involve different scripts and model-loading stacks; not the same underlying issue." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype casting, but they target different models and situations; too broad to treat as one fix." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different symptoms and code paths: Bart generation masking error versus token-embedding resize reinitializing output embeddings." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both affect transformers serve, but one is a KV-cache continuation indexing crash and the other is a Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Serialization/non-persistent-buffer corruption and GPTNeoX rotary_pct reload behavior are not the same defect." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different layers entirely: category count overflow versus static-cache seq_length device-tensor arithmetic." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level handling are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "A SwitchTransformers config bug and a Python 3.13 IndentationError in DebertaV2Model have no shared code path." + }, + { + "left": "issue:23647", + "right": "issue:29127", + "accept": false, + "reason": "Wandb sweeps custom objective integration and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash unit-test loading versus Janus image-generation test failure." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "One is a missing decorator causing kernel registration failure; the other is a broad kernels 0.16 incompatibility report." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids mismatch and SAM3 litetext memory overflow 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": 28, + "review_unit_index": 42, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44279", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:46170", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:47145", + "issue:47312", + "issue:47321", + "issue:47448" + ], + "soft_pairs": [ + "issue:39692|issue:47321", + "issue:43550|issue:44190", + "issue:45563|issue:45584", + "issue:44617|issue:46369", + "issue:43065|issue:44610", + "issue:43827|issue:47321", + "issue:45381|issue:46655", + "issue:44479|issue:44734", + "issue:41720|issue:45245", + "issue:43526|issue:46697", + "issue:43643|issue:45375", + "issue:39692|issue:44190", + "issue:43335|issue:44190", + "issue:43295|issue:45276", + "issue:45632|issue:46617", + "issue:44779|issue:46489", + "issue:43854|issue:44964", + "issue:44933|issue:45362", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:43994|issue:47321", + "issue:45127|issue:45357", + "issue:43673|issue:46421", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:47145|issue:47321", + "issue:45520|issue:46170", + "issue:43317|issue:47312", + "issue:44279|issue:47448" + ], + "prepared_review_unit_hash": "cdf734b68ba2e91ca71c949becffed532cbfb48d176236523c4875761a1e1d96", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35749, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: unrelated bugs across models, processors, cache handling, device mapping, and docs. Only the two DeepSeek tokenizer regressions look like the same underlying issue family; the rest should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44779 is the broadest and cleanest representative of the only likely duplicate pair; issue:46489 reads like a model-specific follow-up/gap on the same DeepSeek v5 tokenizer regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest issue to anchor the cluster if one must be chosen: it describes the general v5 tokenizer regression, is clearer as the umbrella report, and the paired issue is a narrower DeepSeek-Coder v1 variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "Different subsystems: SigLIP2 docs/model-processor mismatch vs AMD quark class metadata." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to local dataset loading in the trainer script." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a stale warning in paged generate and the other is Whisper empty-transcription behavior after token alignment." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same family name, but different models and failures: CUDA OOM in Sam3Video vs memory overflow in sam3-litetext." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different models and bugs: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Docs pipeline() removal issue is unrelated to AMD quark class updates." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video/image preprocessing, but the concrete defects differ: wrong position ids vs incorrect padding." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "One is a Qwen video-input regression; the other is a server KV-cache indexing crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and category-count limit are unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image processors, but one is reduce_labels output shape and the other is over-padding on divisible dimensions." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but the root causes are different: generic trust_remote_code loading vs a specific vision-config field being dropped." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 example bugs are unrelated to the image-classification no-trainer dataset loading problem." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to local dataset loading." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings behavior are different code paths and symptoms." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code caching, but one is a leaf-directory collision and the other is a FileNotFoundError from cache loading." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer outputs becoming wrong in v5+, and 46489 explicitly reads as a model-specific gap in the same regression/fix area." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; no shared bug surface beyond generic load errors." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "An image_utils import error is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error and server KV-cache continuation crash are distinct issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription handling do not share a concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 incorrect outputs and AMD quark metadata updates are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill cache behavior, but one is a missing cache object and the other is spurious recompilation from lazy initialization." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Generic trust_remote_code field loss and a missing model_type in a specific config are different loading bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant-mask generation in multimodal chat templating is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 frozen-checkpoint weight_scale loading and AMD quark class updates are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Flash-Attn import KeyError on Python 3.13 is unrelated to Windows ROCm/torch.distributed dependency issues." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized-model offload loading and kernel-version incompatibility are different problems." + }, + { + "left": "issue:44279", + "right": "issue:47448", + "accept": false, + "reason": "A dependency issue with transformers is not the same as Gemma4 architecture recognition." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only positive soft-edge verdict, issue:44779 \u2194 issue:46489, is supported by the shared DeepSeek tokenizer/v5 regression framing, and the rest of the pairwise rejections are reasonable based on the titles alone. No pull-request mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 43, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29925", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43531", + "issue:43611", + "issue:43673", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45290", + "issue:45335", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46506", + "issue:46752", + "issue:46858", + "issue:46897", + "issue:47217", + "issue:47321", + "issue:47448" + ], + "soft_pairs": [ + "issue:44242|issue:46897", + "issue:43611|issue:47321", + "issue:44112|issue:45600", + "issue:44016|issue:47448", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:43673|issue:46858", + "issue:44462|issue:45907", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:43335|issue:45593", + "issue:25251|issue:29925", + "issue:44496|issue:47217", + "issue:45290|issue:46752", + "issue:44496|issue:45042", + "issue:45632|issue:46234", + "issue:43976|issue:47448", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:44938|issue:45542" + ], + "prepared_review_unit_hash": "7825022d936b2b0ae9ed3574598c5ea0ad35d25753081872149965c569aa563b", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36129, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a coherent duplicate cluster: the items span unrelated bugs, model-specific regressions, dependency/import issues, tokenizer/chat-template problems, and CI/doc failures. All proposed soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the items are heterogeneous and do not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping: nothing here is a strong representative for the others because the underlying problems differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Different models and failure modes: MoE load-balancing loss vs Florence2 double-shift training bug." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "Unrelated problems: base_model_prefix loading regression vs AMD quark class update." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test flake in GraniteSpeech vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:44016", + "right": "issue:47448", + "accept": false, + "reason": "Notebook syntax error is documentation-related; gemma4 is an architecture recognition bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is missing TensorFlow in a torch install; the other is a broad dependency issue with no same code path." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI failure is not the same as Phi-4 multimodal model loading regression." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in v5.0.0 and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer JSON loading and repo file listing with revision are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness is a performance issue; unsafe sys.modules access is a correctness/safety bug." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLM-R is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant mask generation in apply_chat_template." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and tied-embedding resize bug are separate issues." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading regression for Phi-4 multimodal is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation bug and bare except in Fuyu conversion are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Untied lm_head in Mistral3 and incorrect save_pretrained checkpointing in Qwen3.5 are different defects." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to removed-config CI breakage." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and D-FINE auxiliary-loss handling are not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:29925", + "accept": false, + "reason": "Pipeline top_k nesting and SigLIP fast-tokenizer enforcement are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config.json loading failure is not the same as VL image-placeholder handling." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template bugs, but one is tool-call/no-content handling and the other is empty-list IndexError." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config recognition failure and PIL image-processor dependency on torchvision are different issues." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils helper." + }, + { + "left": "issue:43976", + "right": "issue:47448", + "accept": false, + "reason": "Python version compatibility failure and gemma4 arch recognition are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing AutoImageProcessor are different import/export problems." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "These are distinct missing-symbol ImportErrors in different modules." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma resize_token_embeddings bug are separate code paths." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper bug is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and undefined TensorFlow backend from tensorboard-only install are unrelated environment 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": 28, + "review_unit_index": 44, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:29925", + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45335", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47217", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44496|issue:45759", + "issue:39692|issue:46932", + "issue:41950|issue:44016", + "issue:44279|issue:46515", + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:43673|issue:46424", + "issue:42994|issue:47333", + "issue:29925|issue:33290", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:44295|issue:46506", + "issue:43526|issue:43901", + "issue:43650|issue:44220", + "issue:44016|issue:44220", + "issue:46082|issue:46121", + "issue:42994|issue:47332", + "issue:44327|issue:46752", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:41950|issue:45020", + "issue:42907|issue:43441", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:43295|issue:44779", + "issue:43901|issue:44496", + "issue:44779|issue:45812", + "issue:43901|issue:47217" + ], + "prepared_review_unit_hash": "0f8b95f397a09ddcda0df679fc02cc4e9871f3592fdaffdeb65ca0a89a979876", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only share broad Transformers/tokenizer/model-loading vocabulary. No soft pair looks like the same concrete bug or change, so I rejected all candidates.", + "confidence": 0.98, + "canonical_issue_reason": "issue:45812 is the strongest standalone bug report here: a concrete, high-impact tokenizer regression affecting all Granite models with a clear v4\u2192v5 breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most actionable and broadly representative issue in the set: a silent tokenizer regression with model-wide impact and explicit repro context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different failure modes: generic unrecognized-model/config loading vs composite multimodal config handling." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Both are model-specific, but one is a SigLIP2 docs/example problem and the other is Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Unrelated bugs: pipeline processor lookup vs a notebook syntax error." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Different dependency problems: one is a Deepspeed/Adafactor OOM, the other a torch version incompatibility." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "One is a Python-version support issue; the other is a model loading failure for a specific repo." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Related subsystem, but not the same bug: compiled flex_attention failure vs a wrong PyTorch version check for AuxRequest import." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is max_cache_length handling for quantized cache." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are save/offloading problems, but one is generic quantized saving and the other is disk-offloaded Qwen3-30B saving." + }, + { + "left": "issue:29925", + "right": "issue:33290", + "accept": false, + "reason": "Completely different areas: SigLIP tokenizer enforcement vs Deepspeed/Adafactor OOM." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache behavior bug vs unrelated ANSI/reporting output issue." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Different code paths: gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "One is position_ids buffer access, the other CPU/CUDA output divergence." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction bug vs text-classification docs mismatch." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No shared bug: a vague data request vs an audio feature extraction error." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction crash are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different configuration validation issues: Llama head_dim logic vs rope-validation key type handling." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both concern saving, but one is generic quantized model saving and the other is disk-offloaded Qwen3 model saving." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are edge-case crashes, but in different APIs: QA decode_spans vs apply_chat_template on empty input." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken keyword collision; no same underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral v5 RC failure and the other is an s_aux=None AttributeError for sink-less models." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length handling." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is not the same as a broad remote_code regression." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different problems: saving dequantized Ministrals/Devstrals vs FlashAttention failure in Ministral-3." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model-specific bugs: T5Gemma embedding resize vs Whisper empty-transcription generation." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures in different modules/models; no common code-path." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency/version complaint vs a PEFT minimum-version bump; not the same underlying issue." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "A broken SigLIP2 example is unrelated to text-classification documentation drift." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling has nothing in common with a generic data placeholder issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and describe different failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/API mismatch vs model config import failure; not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they target different model families and distinct tokenization paths." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Documentation wording issue vs a VL placeholder-handling failure; 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": 28, + "review_unit_index": 45, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:41950", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:46851", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47405" + ], + "soft_pairs": [ + "issue:41950|issue:45823", + "issue:43299|issue:45216", + "issue:43479|issue:45375", + "issue:44466|issue:45276", + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:43577|issue:45216", + "issue:43653|issue:45593", + "issue:47145|issue:47405", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:44462|issue:45081", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:44075|issue:44368", + "issue:43644|issue:47145", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:43931|issue:47145", + "issue:43650|issue:46209", + "issue:45588|issue:47000", + "issue:45859|issue:46851", + "issue:45081|issue:45907", + "issue:44351|issue:45278", + "issue:45103|issue:45372" + ], + "prepared_review_unit_hash": "8873200b432b469d3cd43cc6e5e9e9175770f048b24661b8489a71e01a9216a5", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36501, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates; the cluster is a heterogeneous mix of Transformers issues with only loose thematic overlap. I would not merge any of the proposed edges.", + "confidence": 0.92, + "canonical_issue_reason": "issue:47405 is the broadest, most impactful representative among the set: it describes a silent weight-corruption regression on model loading, which is more general than the other highly model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47405 is the best single issue to anchor this cluster because it is an open, high-severity regression with broad loading/corruption impact rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: processor lookup in video classification vs device-mismatch during Gemma4 forward." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is load-time MoE breakage and the other is save_pretrained checkpoint regression." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they affect different model families and different failure modes (None defaults vs missing strict field)." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different paths: tokenizer repository selection vs Gemma4 embedding resize propagation." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated: final partial-batch handling in a pipeline vs memory overflow in sam3-litetext." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to fast-tokenizer thread safety." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: BLIP2 dtype propagation on load vs Qwen3.5 checkpoint serialization on save." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:47145", + "right": "issue:47405", + "accept": false, + "reason": "Both are silent loading/corruption issues, but they are concrete different bugs: FP8 weight_scale application vs wrong-Auto-class conversion skip." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Version-compatibility issue vs dependency version bump; not the same underlying bug." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json lookup behavior and Mistral regex patch crash are different code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation for head_dim is unrelated to the Qwen3.5 kernel registration error." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5/Qwen3VL-related, but one is model loading and the other is incorrect save_pretrained key mapping." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig validation and stale config.dtype after from_config are distinct configuration issues." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer args not used is unrelated to the tied-embeddings warning." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk filling is a different initialization bug than FP8 compressed-tensors scaling." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3VL MoE load breakage vs GLM-4.7 flash loading in tests." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation failure is unrelated to the TensorFlow/tensorboard backend issue." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Weight-shape mismatch during Qwen3-VL loading is different from FP8 weight_scale corruption." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The first issue is too vague to map to the specific FP8 inference-on-B200 bug; no shared underlying defect is evident." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention s_aux=None crash and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embeddings is different from variable-length position_ids handling." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to forwarding revision in list_repo_files." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing HybridCache import is not the same as broad import errors after upgrading." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash and ReasoningEffort import breakage are different failures in different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 46, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43901", + "issue:43976", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45834", + "issue:46399", + "issue:46846", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217", + "issue:47333", + "issue:47427" + ], + "soft_pairs": [ + "issue:43873|issue:47145", + "issue:45542|issue:45800", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:44186|issue:47000", + "issue:42175|issue:43976", + "issue:44246|issue:47217", + "issue:45325|issue:46851", + "issue:43673|issue:43761", + "issue:44623|issue:44749", + "issue:43525|issue:43643", + "issue:46399|issue:46846", + "issue:43479|issue:43525", + "issue:44623|issue:45397", + "issue:42796|issue:43441", + "issue:33290|issue:45656", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:43575|issue:47145", + "issue:44188|issue:44336", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:45588|issue:47427", + "issue:45362|issue:47333", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:44246|issue:44496" + ], + "prepared_review_unit_hash": "13b919e2d83d7746d413ed0c63f554b75cf5f521b084c96d2528859edba3dc5b", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36549, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is largely a bag of unrelated transformer bugs and regressions rather than a tight duplicate cluster. I rejected all soft edges because the paired reports usually differ by model, subsystem, and failure mode.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43873 is the closest thing to an umbrella candidate because it is open, active, and broadly about offloading/quantization behavior, but it still does not actually cover most of the other issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest single representative from this set on impact and activity, but only as a weak placeholder because the cluster does not appear to share one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a general offloading-with-quantization problem and the other is a specific FP8 frozen-checkpoint weight_scale bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different failures: missing TensorFlow backend from extras install vs a torch/transformers version incompatibility." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "One is about saving quantized models, the other about loading dequantized models with gpu/cpu offload; save and load paths differ." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and code paths: FlashAttention failure for Ministral-3 vs long-input OCR index error in Kosmos2.5." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated bugs: ANSI color output in loading_report vs Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is CamemBERT masked-LM output corruption and the other is a Deepseek tokenizer regression." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different import-time dependency problems: sentence-transformers missing nn vs tensorboard/TF backend mismatch." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash and RTDetrLoss cost-matrix infeasibility are different subsystems and failure modes." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Both mention installation/runtime environment issues, but one is missing TensorFlow in extras and the other is a Python version compatibility problem." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import slowness is unrelated to a vision-language placeholder handling bug." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both touch position_ids in Qwen models, but they affect different models and different algorithms (rope scaling vs variable-length inputs)." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different v5 regressions: missing generation cache in chunked prefill vs CLIPVisionModel returning hidden_states=None." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files and a data-filtering performance regression are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a specific missing pad_token_id on Llama4Config; the other is generic missing fields when using trust_remote_code." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a kernel registration crash and the other is a TP-plan omission causing OOM/shape errors." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization bugs affecting different model families and fields." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission and gemma-4 zero3 from_pretrained are separate save/load problems." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimization, but one is Adafactor OOM and the other is double optimizer stepping." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage type lookup failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores has nothing to do with intermittent slow imports." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Both involve loading large models, but one is TP-load OOM and the other is FP8 checkpoint corruption from missing weight_scale." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and ANSI code leakage are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and symptoms: MLA layernorm epsilon precision issue vs torch.split return behavior in a MoE indexer." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance issues, but one is stale auto_mappings references and the other is dummy_pt_objects cleanup; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:47427", + "accept": false, + "reason": "FlashAttention crash on sink-less models and redundant hf init skipping on non-CUDA hardware are different code paths." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat crash and disk-offload save failure are distinct issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a specific VL class and a Python 3.9/3.10 compatibility problem are not the same underlying bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI color output in non-terminal contexts is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Intermittent slow import is unrelated to an unrecognized model/config.json error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 47, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:36246", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43723", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44479", + "issue:44871", + "issue:44995", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45250", + "issue:45292", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45701", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47312", + "issue:47470" + ], + "soft_pairs": [ + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:42491|issue:43299", + "issue:46399|issue:46851", + "issue:45072|issue:46829", + "issue:46655|issue:46726", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:47176|issue:47177", + "issue:45003|issue:47217", + "issue:43526|issue:45003", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:45103|issue:46399", + "issue:44246|issue:44871", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:45561|issue:45563", + "issue:44295|issue:45397", + "issue:44995|issue:47470", + "issue:43540|issue:46752", + "issue:42915|issue:47312", + "issue:36246|issue:43596", + "issue:43540|issue:46655", + "issue:46614|issue:46665", + "issue:44479|issue:46655", + "issue:46726|issue:47217", + "issue:43352|issue:45250", + "issue:43257|issue:45137", + "issue:45292|issue:45701" + ], + "prepared_review_unit_hash": "23feabf9ce923a095744f08d22af42a4b38c2b5fa3202d5237c73697df6b7684", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36667, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are only loosely related by model family or subsystem, not the same underlying bug/change. I rejected all soft edges and picked a single broad, concrete regression report as the best representative issue.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44479 is the clearest broad regression report in the set: it names a concrete v5.3.0 video-input failure and spans multiple Qwen VL/MoE variants, making it a stronger duplicate anchor than the narrower or more ambiguous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best single issue to represent the cluster because it is specific, user-facing, and clearly describes a reproducible regression affecting multiple related model variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both are loading-related, but one is a tokenizer import error and the other is an ESM2 breakage; different failure modes and no shared code path." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Different subsystems: pipelines import-time dependency validation versus Qwen3.5 kernel registration/rotary-position failure." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3/MoE and version regressions, but one is a LoRA compatibility issue and the other is a model-loading breakage; not the same bug." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "One is a use_kernels registration crash, the other is a variable-length position_ids bug; distinct concrete failures." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different symptoms and code paths: dtype mismatch in inference versus a hidden_states/output field mix-up." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding logic in SmolVLM is unrelated to AutoProcessor's missing-vision-backend error handling." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both touch Qwen models, but one is a helper-output-length bug in qwen3_omni_moe and the other is a position_ids issue in Qwen3.5." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 ZeRO3 from_pretrained loading failures." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Separate security bugs: shell-operator allowlist bypass versus archive extraction arbitrary file write/RCE." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is not the same as a modeling_utils sys.modules access issue." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention auxiliary-state crash and variable-length position_ids are different concrete bugs." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling is unrelated to Qwen kernel registration failures." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma eos_token_id inconsistency are different problems." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "One is a torch.compile/SDPA failure, the other is a CPU/CUDA output mismatch; not the same issue." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI codes in loading_report and cache-length semantics are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race and a stale generate() warning are different test/runtime behaviors." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is unrelated to gemma-4 ZeRO3 loading." + }, + { + "left": "issue:44995", + "right": "issue:47470", + "accept": false, + "reason": "Second-forward stale indexer cache and ESMFold fp16 casting errors are unrelated model failures." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat template IndexError are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to kernels 0.16 compatibility." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2_5_VL image processor import and a ZeRO3 BertModel index error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different models and different failure points in preprocessing." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "A stale phonemizer backend bug is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video input processing, but one is a broad Qwen VL regression and the other is a SmolVLM padding bug." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend handling is not the same as image-placeholder placement failures in VL prompts." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "The Nemotron issue is a specific lack of Flash Attention 2 support; the other is too generic to establish the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Deepspeed/accelerate weight conversion problems are different from a ZeRO3 deque underflow error." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Token embedding resize behavior and tokenizer-version tokenization changes are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 48, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45685", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46431", + "issue:46506", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321", + "issue:47429", + "issue:47455" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:44779|issue:45292", + "issue:44242|issue:45593", + "issue:43295|issue:45292", + "issue:45685|issue:46431", + "issue:44995|issue:45200", + "issue:46170|issue:47321", + "issue:44060|issue:44077", + "issue:44162|issue:45200", + "issue:44466|issue:45335", + "issue:36246|issue:44351", + "issue:36246|issue:42757", + "issue:42886|issue:46132", + "issue:45137|issue:45600", + "issue:44451|issue:46752", + "issue:44995|issue:45588", + "issue:44295|issue:44749", + "issue:44479|issue:46170", + "issue:44877|issue:45375", + "issue:47217|issue:47429", + "issue:43475|issue:46369", + "issue:44877|issue:46170", + "issue:45003|issue:45561", + "issue:44987|issue:45459", + "issue:44623|issue:46726", + "issue:47312|issue:47455", + "issue:43475|issue:43540", + "issue:44038|issue:46506" + ], + "prepared_review_unit_hash": "718f853d3f9ce0cf8a6c5f307285862b85b20c2fdcde0882ea9006808904c3d0", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35410, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "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. I only see one plausible duplicate-like pair around `kernels` version checking; the rest are soft-similarity false positives.", + "confidence": 0.89, + "canonical_issue_reason": "issue:47455 is the clearest anchor for the only plausible duplicate pair because it states the underlying version-check bug directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47455 is the most root-cause-oriented and broadly reusable report among the items, so it is the best issue anchor if one is needed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6 multimodal configs, but one is a missing config field and the other is `from_config` unwrapping logic; different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression vs. `resize_token_embeddings` not updating output embeddings are different code paths and symptoms." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and mechanisms; not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to embedding resize behavior." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram/int support error is unrelated to chat-template absence." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache crash in GLM-MoE is unrelated to Gemma 4 multimodal token ids defaults." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows/ROCm distributed import issues are unrelated to AMD quark class updates." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Wrong tied-weights warning and `post_init` policy are different model/config bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 multimodal input handling." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embeddings, but one is device-dependent serialization and the other is resize propagation; not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no shared root cause." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5 VL import failure is unrelated to `huggingface_hub.is_offline_mode`." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and `AttentionInterface.register` behavior are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to stale auto-mapping references." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-list chat-template crash are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Cache bug in GLM-MoE is unrelated to flash-attention `s_aux` handling." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error and performance regression are not the same underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen VL video regression is unrelated to Windows/ROCm import dependency problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but they affect different configs and likely need different fixes." + }, + { + "left": "issue:47217", + "right": "issue:47429", + "accept": false, + "reason": "Image-placeholder handling in VL models is unrelated to tokenizers version upper-bound packaging." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 missing attribute and SAM3 LiteText memory overflow are different failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm dependency import issues are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "`sys.modules` access and xdist file-race problems are separate bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading `physical-intelligence/fast` and protobuf error masking are unrelated issues." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on save and missing vision backend on load are different processor problems." + }, + { + "left": "issue:47312", + "right": "issue:47455", + "accept": true, + "reason": "Both point to the same `kernels` version-gating problem; one reports 0.16 incompatibility and the other says the version check itself is wrong." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video/model bugs, but they affect different architectures and code paths." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:47312 with issue:47455, is plausibly the same kernels version-check bug based on the titles, while the other rejections do not overclaim shared root causes. No PR mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 49, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44749", + "issue:44857", + "issue:44977", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46305", + "issue:46315", + "issue:46399", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:46858", + "issue:47020", + "issue:47059", + "issue:47068", + "issue:47145", + "issue:47429" + ], + "soft_pairs": [ + "issue:44368|issue:44977", + "issue:29870|issue:30333", + "issue:45397|issue:45656", + "issue:46305|issue:46315", + "issue:44242|issue:44857", + "issue:43653|issue:44162", + "issue:43723|issue:46710", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:43906|issue:46202", + "issue:45412|issue:46123", + "issue:45987|issue:46082", + "issue:45103|issue:46858", + "issue:47059|issue:47429", + "issue:43931|issue:44368", + "issue:45593|issue:47068", + "issue:43994|issue:46726", + "issue:44361|issue:44749", + "issue:44368|issue:45563", + "issue:42199|issue:46851", + "issue:46132|issue:47145", + "issue:46752|issue:47020", + "issue:44188|issue:46202", + "issue:43701|issue:44749", + "issue:43784|issue:46399", + "issue:43976|issue:47429", + "issue:44483|issue:46202" + ], + "prepared_review_unit_hash": "1c892b0893ead9d3b3011f5067ba7245402520f63c7d204f0b89f96a04a9bf19", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports across generation, tokenizers, model loading, training, and CI. The soft pairs only share broad subsystems or vague wording; none look like the same underlying defect or change, so they should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the most concrete and actionable report: it names the exact internal path, backend condition, and arithmetic failure mode in a core cache/prefill code path, making it the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: one is a tie_word_embeddings warning during LoRA fine-tuning, the other is a flash-attention generation failure." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated subsystems: BART generate() decoder mask bug vs MLflow status reporting after a failed training job." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different deepspeed-related failures: zero3 from_pretrained loading vs optimizer.step being called twice." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is an off-by-one in streaming window masking; the other is a tokenizer conversion performance regression." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission for router logits is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are different model/tokenizer issues." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading regression in v5 is not the same as an accuracy regression in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failures." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a model-type mismatch warning in sam3_tracker." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The isolated reproduction of another issue does not match the Gemma pipeline roundtrip failure on the \u2581 symbol." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on deletion and partial-batch result dropping are different pipeline/model bugs." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length() returning a tensor is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotation parsing crash is a different code path from cache.get_seq_length() device-tensor arithmetic." + }, + { + "left": "issue:47059", + "right": "issue:47429", + "accept": false, + "reason": "CLI test breakage with huggingface_hub 1.22.0 is unrelated to the tokenizers upper-bound packaging issue." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie_word_embeddings warning are not the same defect." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Missing auxiliary losses when denoising is off is not the same as a host sync caused by Python conditionals on CUDA tensors." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 nonsensical outputs and AutoProcessor missing-vision-backend reporting are different issues." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a data-filtering slowdown regression have no shared underlying bug." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR background-class cardinality error and Qwen3.5 variable-length position_ids are unrelated model bugs." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface registration behavior changes and FP8 checkpoint weight_scale not applied are different mechanisms and failures." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "apply_chat_template empty-list crash and XLMRobertaTokenizer Unigram vocab type mismatch are separate tokenizer bugs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to the Gemma \u2581 roundtrip failure." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and tokenizer/filtering slowdown do not describe the same bug." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Missing nn import in sentence-transformers is unrelated to a missing decorator on apply_rotary_pos_emb registration." + }, + { + "left": "issue:43976", + "right": "issue:47429", + "accept": false, + "reason": "Python 3.9 support regression and tokenizers version upper-bound packaging conflict are different compatibility problems." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "/v1/chat/completions request rejection and Gemma pipeline \u2581 roundtrip failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 50, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:44162", + "issue:44188", + "issue:44279", + "issue:44297", + "issue:44373", + "issue:44451", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45356", + "issue:45397", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46421", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217", + "issue:47429", + "issue:47448" + ], + "soft_pairs": [ + "issue:44188|issue:46421", + "issue:44749|issue:45656", + "issue:39692|issue:46726", + "issue:43065|issue:46123", + "issue:42994|issue:43482", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:43646|issue:44162", + "issue:44297|issue:44623", + "issue:46463|issue:46877", + "issue:44964|issue:45137", + "issue:42907|issue:47448", + "issue:44373|issue:46851", + "issue:28282|issue:30990", + "issue:44623|issue:45656", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:44871|issue:46132", + "issue:44188|issue:46851", + "issue:44451|issue:47429", + "issue:43232|issue:43673", + "issue:44661|issue:47059", + "issue:46877|issue:47000", + "issue:45561|issue:47217", + "issue:36010|issue:41628", + "issue:44279|issue:47429", + "issue:44869|issue:45356" + ], + "prepared_review_unit_hash": "8ae44dd3e5d7cd5b0cf334399ff74401a959fb4417fbb669aef0d4935501a4cd", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34892, + "estimated_input_tokens": 8723, + "estimated_eval_tokens": 17702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose mix of Transformers v5 regressions, model-loading failures, tokenizer/processor save issues, and unrelated feature bugs. None of the proposed soft edges look like true duplicates under a strict same-root-cause standard.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest, most representative regression report in the set: it explicitly frames a general Transformers 5.0.0 incompatibility and is a good anchor for the cluster\u2019s recurring API-break theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best represents the overall cluster because it is the most general, high-level bug report rather than a narrow model- or feature-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/compile-related behavior, but one is an attention-kernel divergence bug and the other is cache lazy-init causing recompilation; different code paths and fixes." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data-filtering slowdown after upgrade is unrelated to DeepSpeed double optimizer stepping; same broad training area, but not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision/image processors, but one is a broken documentation example and the other is runtime fallback behavior when a vision backend is missing." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Completely different problems: a dummy Conv2d in Sam3PixelDecoder versus a MaskGenerationPipeline partial-batch drop bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both are about model persistence/loading around quantized models, but the affected models and failure modes differ enough that they are not the same underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both surface as AttributeError, but they affect different models and different missing attributes; not one root cause." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Sam3 vision encoder output missing an attribute is unrelated to trust_remote_code returning incomplete AutoConfig fields." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "General custom-model initialization breakage is not the same as ESM2-specific loading failure; too broad to merge." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained serialization bugs, but one is tokenizer metadata mismatch and the other is processor file omission; different artifacts and fixes." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "A T5 validation error message is unrelated to auto_docstring printing lint diagnostics at import time." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading and a DeepSpeed ZeRO3 deque IndexError are unrelated failures." + }, + { + "left": "issue:42907", + "right": "issue:47448", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and Gemma4 architecture recognition are different issues in different model families." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong documentation for position_ids is not the same as a real variable-length input bug in Qwen3.5." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "A missing PyTorch dependency import error is not the same as Sentence Transformers hanging during load." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file generation and DeepSpeed optimizer stepping are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report with no concrete symptom is not the same as the specific gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common tokenizers are different tokenizer paths and bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register changing callable behavior." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Both involve generation-time behavior, but one is attention-kernel divergence and the other is position_ids handling for variable-length inputs." + }, + { + "left": "issue:44451", + "right": "issue:47429", + "accept": false, + "reason": "Model loading failure for a specific checkpoint is not the same as an over-broad tokenizers dependency pin issue." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache related, but one is an update-model-kwargs issue after sync_gpus and the other is a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "A failure in add-new-model-like around tokenizer mapping is unrelated to CLI tests failing against a newer huggingface_hub." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring lint output and RTDetrLoss cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist race in testing utils is unrelated to multimodal models failing when the image placeholder appears in user text." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors after API changes, but they concern different symbols and different subsystems; not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:47429", + "accept": false, + "reason": "A vague dependency issue is not the same as a specific tokenizers upper-bound packaging bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are distinct tokenizer-related bugs with different triggers." + } + ] + }, + "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": 28, + "review_unit_index": 51, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:29925", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44186", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45405", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:44038|issue:44623", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:43278|issue:45137", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:45310|issue:45375", + "issue:29925|issue:30333", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:44857|issue:46877", + "issue:43232|issue:44792", + "issue:44743|issue:47068", + "issue:45593|issue:46877", + "issue:43784|issue:43824", + "issue:42175|issue:44933", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:44222|issue:45310", + "issue:42898|issue:45812", + "issue:45561|issue:47059", + "issue:44945|issue:45753", + "issue:42831|issue:44222", + "issue:44843|issue:47085", + "issue:30990|issue:35141", + "issue:44496|issue:45561", + "issue:44568|issue:47085", + "issue:44186|issue:47085" + ], + "prepared_review_unit_hash": "1015ac0a4611d0fd403490c1e554207e3544c1559abcccfbd33dd5e9ec5443d6", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37530, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the soft pairs are mostly false positives that share only broad subsystem language (tokenizers, Qwen, FP8, imports, etc.) but not the same concrete bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous and no pair is safe to consolidate into one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a reliable representative for the cluster because the items span unrelated failures across tokenization, generation, quantization, imports, training, and utilities.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs pipeline-parallelism output corruption; different symptoms and code paths." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3.5 MoE loading error vs processor save_pretrained missing files; unrelated failure modes." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex/tokenizer patch crash vs auto_docstring annotation handling crash; different helpers and bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a strict config-field issue and the other is a generic from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval vs DeepSpeed ZeRO3 deque underflow; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor import vs bad import from image_utils; different import paths and causes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API/deprecation guidance vs InternVL2 meta-init incompatibility; unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Similar model family, but one is a from_pretrained failure and the other is a missing config field in a vision config; not enough to treat as the same bug." + }, + { + "left": "issue:29925", + "right": "issue:30333", + "accept": false, + "reason": "Tokenizer fast-mode enforcement vs MLFlow reporting after training failure; unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor attribute error vs Gemma pipeline roundtrip failure; different components and behavior." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both are Gemma pipeline issues, but one is a roundtrip/tokenization problem and the other is an image-text pipeline failure; not the same code path." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA/AMP crash in LwDetrImageLoss vs auto_docstring stdout noise; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync/update bug vs Janus image generation test failure; unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset bug vs host synchronization in deepspeed_sp_compute_loss; unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior vs docstring import-time logging; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL symbol export; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend extra packaging vs nonexistent image_utils import; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen MoE area, but different model variants and likely different failure causes; too weak to merge." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs HybridCache." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Dependency version bump vs auto_docstring import-time diagnostics; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting after failure vs deepspeed OOM; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenization regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package extra/backend inclusion vs leftover dummy class cleanup; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained issue vs Qwen3.5 MoE from_pretrained error; different failures." + }, + { + "left": "issue:42831", + "right": "issue:45812", + "accept": false, + "reason": "FP8 accuracy issue vs Granite tokenizer ID regression; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race vs huggingface_hub CLI attribute error; unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output issue vs Qwen3_5 infinite loop on a specific image; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is accuracy and the other is save_pretrained/MoE serialization; not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline Mistral regex patching vs tokenizers thread-safety regression; different layers and symptoms." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers load hang vs embedding resize reinitialization; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition error vs xdist captured_info.txt race; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer BOS/EOS regression vs fast-tokenizer thread safety; different bugs." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crash vs general fast-tokenizer thread-safety regression; not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 52, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44079", + "issue:44190", + "issue:44295", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46431", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:43976|issue:44933", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:44060|issue:45125", + "issue:43723|issue:44568", + "issue:44623|issue:45310", + "issue:42673|issue:43704", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:42898|issue:44448", + "issue:42898|issue:43295", + "issue:46209|issue:46431", + "issue:45600|issue:47059", + "issue:30333|issue:34689", + "issue:42673|issue:47085", + "issue:42898|issue:44779", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:22355|issue:28282", + "issue:46077|issue:46123", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "0bc23014a34ee0e7a9ba7d1a2d6171528dd73c100c9fd2b97ad43f0ce5f733a2", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35648, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are unrelated despite superficial overlap. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report; the rest appear to describe distinct bugs, regressions, or docs issues in different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the clearer canonical issue: it is the older, more detailed report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak that appears again in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best anchor for this cluster because it is an exact duplicate target with stronger discussion/activity and clearer problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different models and failures: config initialization defaults vs ImageClassifierOutput hidden_states mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Different import/package problems with no shared code path." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance/memory, but they target different regressions and likely different generation paths." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but for different models and different example failures." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 family issues: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they are model-specific and describe different behaviors." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 from_pretrained loading errors." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact Qwen3ForCausalLM VRAM leak report; later issue is a duplicate of the earlier one." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug and ModelOutput key assignment bug are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training and Trainer loss-signature mismatch are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "General v5 tokenization-space behavior change is not the same as Pegasus output divergence." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior and processor/tokenizer access regression are different issues." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template on processor are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "CI break from removed config references and huggingface_hub CLI incompatibility are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-state reporting and Llama 3.2 model loading regression are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different models and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config defaulting bug is unrelated to Whisper decode crash on trailing replacement character." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are different documentation issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but they concern different missing modules/dependencies and different failure points." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug and final-partial-batch pipeline bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids behavior are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash and auto_docstring annotations crash are different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and tokenizer loading in v5 are distinct bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output change and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error and double optimizer step under deepspeed are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example returning empty results and local dataset loading failure are different example-script bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unreleased PEFT version bump and leftover dummy classes/check_repo failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair is well supported by identical titles and chronology. The remaining soft-edge rejections stay conservative and align with the issue titles/descriptions without overstating shared code paths or bug identity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 53, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43874", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46614", + "issue:46665", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:43874|issue:45092", + "issue:43479|issue:46665", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:44075|issue:46231", + "issue:44222|issue:44623", + "issue:43723|issue:44977", + "issue:43232|issue:47276", + "issue:44373|issue:44485", + "issue:43504|issue:47059", + "issue:44297|issue:45310", + "issue:43232|issue:45834", + "issue:43122|issue:46209", + "issue:43475|issue:46305", + "issue:46614|issue:46932", + "issue:44327|issue:47059", + "issue:30990|issue:38175", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:45092|issue:45357", + "issue:44190|issue:46082", + "issue:43408|issue:46402", + "issue:42907|issue:46050", + "issue:43232|issue:46424", + "issue:46369|issue:46909", + "issue:45381|issue:46305" + ], + "prepared_review_unit_hash": "e28f71c736187c2fbc5408c275e07e27c004ea07c4364287f1d0281427a3e4b4", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a tight duplicate cluster: the items span many unrelated Transformers bugs (loading, saving, config validation, quantization, generation, docs, and CLI regressions). The suggested soft edges are mostly superficial topic matches rather than the same underlying defect.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft links do not indicate true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45092 is the best representative of the recurring v5 compatibility/loading regression theme: it is a concrete, user-facing `from_pretrained`/meta-init failure with a clear root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model/processor loading, but one is a missing image-processor method and the other is a remote-code/meta-init incompatibility; different bugs." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading/config initialization, but one is a multimodal config defaulting bug and the other is class-context `from_pretrained` behavior; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE model saving and the other is tokenizer metadata; separate code paths and failures." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata and optimizer/deepspeed step behavior are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy loss in FineGrainedFP8 is unrelated to missing files in processor.save_pretrained." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both are import/dummy-class hygiene issues, but they concern different modules and different failure modes." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and AttentionInterface.register behavior are distinct bugs with no shared code path." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD arguments not being used is a runtime bug; the other is a documentation mismatch." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Shared save_pretrained wording is too broad; FP8 MoE saving and processor file emission are different implementations." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Both involve generation wording, but one is an `_update_model_kwargs_for_generation` bug and the other is a misleading warning message." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mistake is not the same as a RoPE implementation discussion/bug." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy field loading for Beit segmentation and a Hugging Face CLI compatibility break are separate subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs after synced_gpus and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer version drift and FP8 inference on B200 are different problems." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 attribute loss and MoonshineStreaming mask off-by-one are unrelated model-specific bugs." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 dtype casting are distinct issues." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k bounds error and CLI completion incompatibility are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs and SigLIP2 zero probabilities are different model behaviors." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages and different breakages." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are not the same bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are v5 model-load/save regressions, but one is meta-init incompatibility and the other is incorrect visual encoder keys." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig validation are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 warning/model-type mismatch and missing Sam3Model text encoder weights are different SAM3 issues." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/save/load, but one is dequantized Ministral/Devstral saving and the other is sinq round-trip breakage; not enough to merge." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs handling and cache max length semantics are separate concerns." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and MoonshineStreaming mask indexing are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 54, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46655", + "issue:46726", + "issue:46762", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:43986|issue:46726", + "issue:44222|issue:44484", + "issue:44295|issue:44623", + "issue:44279|issue:46328", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:46305|issue:46655", + "issue:44360|issue:46762", + "issue:22355|issue:28218", + "issue:22355|issue:27957", + "issue:43784|issue:45600", + "issue:44483|issue:45406", + "issue:42831|issue:45310", + "issue:43756|issue:44060", + "issue:44964|issue:47059", + "issue:44188|issue:44373", + "issue:43576|issue:43784", + "issue:44261|issue:45092", + "issue:42796|issue:43122", + "issue:42831|issue:44038", + "issue:44263|issue:44360", + "issue:43986|issue:47217", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:43540|issue:46909", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43408|issue:46369", + "issue:45381|issue:46909" + ], + "prepared_review_unit_hash": "9961422612e009c1af1559dc77fbdda0d06260986155b48e5e1a572f7f34f1b0", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "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 issues. Only one pair looks like a true duplicate: AutoProcessor failure when a required vision backend is missing. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43986 is the clearest representative of the only strong duplicate candidate pair: it describes the AutoProcessor crash caused by a missing vision backend, and it has the broader/more concrete repro.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43986 is the best issue to keep as the cluster representative because it captures a concrete, user-facing failure mode and aligns with the only accepted duplicate edge.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Same underlying bug: AutoProcessor fails when the required vision backend is missing, producing a confusing processor/image-processor error." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both mention saving/model size topics, but one is FP8 MoE save_pretrained and the other is max_shard_size behavior; different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Different failure modes: reading a registered position_ids buffer vs missing files from processor.save_pretrained." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated topics: a dependency issue versus a pad() performance concern." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different code paths and symptoms: torch.split return handling in an indexer vs meta-init incompatibility for InternVL2 checkpoints." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime issue in GlmMoeDsaIndexer; the other is a docstring problem about position_ids." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different model families; not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but one is a sliding-window off-by-one and the other is padding calculation." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Different ML bugs: missing ReLU in an indexer vs numerical differences in Minimax attention." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module import failure is unrelated to tokenizer added-token spacing." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Different areas entirely: ONNX import/module availability vs Flash Attention 2 with XLMRoberta." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor attribute crash are different issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy concerns and Qwen3.5 MoE from_pretrained errors are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific defects: RoPE layer dropping vs tied-weights warning behavior." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model loading failure and CLI test breakage from a hub API change are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a position_ids docstring issue." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and a NameError during sentence-transformers import are different failures." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision error from missing rms_norm_eps is unrelated to remote-code/meta-init incompatibility." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but the symptoms and likely root causes differ; not enough to treat as duplicates." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "General FP8 accuracy issue does not match a Qwen3-VL-Moe from_pretrained bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but they report different defects: torch.split handling vs missing ReLU." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL/processor-related, but one is missing-backend loading failure and the other is an image-placeholder-in-text bug." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and a sliding-window mask off-by-one are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is not the same as NaNs during checkout/init." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to a broken documentation example." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy issue and Qwen3_5 infinite loop on a specific image are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model type warning on instantiation is unrelated to memory overflow in sam3-litetext." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug is unrelated to a DIA documentation example issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary stays within the packet, correctly notes there are no PRs, and the non-duplicate verdicts are conservative. The 43986/46726 pair is a reasonable soft duplicate inference from the titles and should be treated as a likely match, not a certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 55, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28348", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43646", + "issue:43824", + "issue:43906", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46640", + "issue:47059" + ], + "soft_pairs": [ + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:43646|issue:46002", + "issue:43122|issue:46326", + "issue:43329|issue:47059", + "issue:27957|issue:30990", + "issue:30990|issue:33357", + "issue:42757|issue:45278", + "issue:44625|issue:44829", + "issue:39379|issue:46172", + "issue:22355|issue:29159", + "issue:39401|issue:44521", + "issue:42907|issue:44964", + "issue:39401|issue:44488", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:41628|issue:45278", + "issue:43122|issue:44521", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:42907|issue:43452", + "issue:43408|issue:43475", + "issue:43824|issue:44351", + "issue:42371|issue:44263", + "issue:43116|issue:45200", + "issue:44038|issue:44297", + "issue:43122|issue:43906", + "issue:45216|issue:45478", + "issue:28348|issue:46640" + ], + "prepared_review_unit_hash": "23b85b15c8a58c0ef84f2fb3f3164507222ee7f14abb9648a9fc242b05bf0867", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36248, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are false positives across unrelated tokenizer, import, multimodal, and training regressions. The only plausible duplicate is the Qwen3.5 save/load regression pair (45216/45478).", + "confidence": 0.71, + "canonical_issue_reason": "issue:45216 is the clearest root-cause report: it names the 5.4.0 regression and the bad save_pretrained checkpoint, which plausibly explains the related from_pretrained failure in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the most actionable representative issue here because it is specific, version-scoped, and points to the underlying Qwen3.5 serialization bug rather than a downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different bugs: tokenizer cache/offline loading failure vs wrong tokenizer decoder type on save/load." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Unrelated symptoms: offline tokenizer loading vs quantized model saving failure." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both are model-init related at a high level, but they describe different failures and code paths." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both concern tokenization, but one is broad version-to-version drift while the other is a specific mistral_common continue_final_message bug." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Completely different areas: multimodal token counting bug vs CLI test failure in huggingface_hub." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is not the same as a SentenceTransformers loading hang." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang and Mac bus error are distinct failure modes with different repros." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad post-upgrade import regression; not enough evidence of the same defect." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: num_labels propagation vs flash_attention_3 training degeneration." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated model internals: mllama mask handling vs deepseek-v4 tensor transpose/dtype bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug and multimodal assistant_mask bug are different issues." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model saving failure and model loading failure are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failure to load a specific model are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs propagation bug; different loading paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Registering position_ids as a buffer and tokenizer_class mismatch on save are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import error vs broad import errors after upgrade; not the same concrete bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "General tokenization differences are not the same as multimodal assistant_mask handling." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and pipeline-parallelism output corruption are different defects." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version incompatibility is unrelated to pipeline parallelism output issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Missing kwargs to cached_file and chat-template crash with tool calls are distinct code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Quantized save failure and gguf_file loading breakage are different problems." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning and missing fpn_position_embeddings attribute are not the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and torch.split return-value bug are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification failure and mm_token_type_ids handling are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe regression and tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Broad tokenization drift and an isolated reproduction of another issue are not enough to call duplicates." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 regression introduced in 5.4.0 across save_pretrained/from_pretrained; the save path likely produces the invalid checkpoint that triggers the load error." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Different models and different Flash Attention 2 reports; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 45216/45478, is plausibly the same Qwen3.5 save/load regression, and the rest of the pairwise rejections are appropriately cautious rather than overclaimed." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 56, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43701", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44351", + "issue:44360", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46697", + "issue:46762", + "issue:46877", + "issue:46909", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43701|issue:44295", + "issue:44995|issue:46697", + "issue:43278|issue:44945", + "issue:44360|issue:44485", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:44038|issue:44222", + "issue:46172|issue:46762", + "issue:43493|issue:45753", + "issue:42222|issue:47312", + "issue:39379|issue:43232", + "issue:44188|issue:46328", + "issue:39401|issue:46614", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:44483|issue:47217", + "issue:46231|issue:46877", + "issue:44610|issue:46909", + "issue:44625|issue:46002", + "issue:42898|issue:46614", + "issue:43976|issue:45446", + "issue:45083|issue:45446", + "issue:43611|issue:46002" + ], + "prepared_review_unit_hash": "13124b28fdf0856750dcc0194792152e73b1d1f6e07b027dac6c49bde35074d9", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34082, + "estimated_input_tokens": 8521, + "estimated_eval_tokens": 17298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated model, tokenizer, environment, or documentation bugs. None of the soft pairs look like true duplicates of the same underlying fix, so I would not merge any of them into a single canonical bug/PR cluster.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 39379 is the most concrete, current, and technically well-scoped bug report in the set, with a specific failing code path (`full_text_row_masked_out_mask` in mllama).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 39379 is the best representative issue because it is an active, clearly described regression with a narrow fix surface; the rest are either broader, older, or less directly actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: checkpoint key mismatch vs reading `position_ids` after buffer registration." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated failures: stale indexer cache on second forward vs image over-padding." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different code paths: dtype drift in eval vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals and symptoms: DSA indexer math vs GLM-5 RoPE implementation." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import error for `transformers.onnx` vs LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Environment/install backend packaging issue vs Python 3.14 load failure; not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe load bug and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different models and different numerical issues; no shared code-path evidence." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs Qwen3.5 image infinite loop; distinct bugs." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "Vitpose model breakage vs kernel compatibility problem; unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling vs generation kwargs update after sync_gpus; different components." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs feature-extractor padding performance; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping bug vs Wav2Vec2 phonemizer backend staleness; different tokenization subsystems." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM vs dtype mismatch CI failure; no shared bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 issues: incorrect visual encoder keys on save vs from_pretrained error." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs example script multi-label classification behavior; not the same issue." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "API request rejection vs VL image-placeholder handling; different failure layers." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter mismatch vs import-time doc-lint stdout noise; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor/model input size bug vs broken documentation example; different kinds of problems." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation bug vs NaNs in classification heads; distinct defects." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior change vs stale phonemizer backend; different mechanisms." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility bug vs PyTorch version check for AuxRequest import; unrelated version checks." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni helper behavior vs flex_attention import gating; no shared underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs classification-head NaNs; 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": 28, + "review_unit_index": 57, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43208", + "issue:43493", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45081", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:38617|issue:45278", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:43066|issue:44779", + "issue:42673|issue:42796", + "issue:43937|issue:44485", + "issue:45362|issue:45478", + "issue:43066|issue:46710", + "issue:46726|issue:46981", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:44355|issue:46231", + "issue:43827|issue:45446", + "issue:42371|issue:43874", + "issue:43992|issue:44704", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:39379|issue:43688", + "issue:43824|issue:46981", + "issue:44117|issue:45081", + "issue:43673|issue:46328", + "issue:42617|issue:45341", + "issue:46328|issue:47116", + "issue:43937|issue:45563", + "issue:43208|issue:46894", + "issue:43064|issue:43673", + "issue:33453|issue:39401" + ], + "prepared_review_unit_hash": "9bd7d8eb5f36bbbe20cd059eb90823d24f4771d014bd0e2ed955f0cf20da21d1", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35913, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose v5/regression-themed cluster, but the soft pairs are different concrete bugs or docs issues rather than true duplicates. No soft edge looks safe to merge.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report here: a v5 upgrade causing multiple import errors. It is a better cluster anchor than the highly specific model/tokenizer bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue for the overall regression/import-error theme and is broad enough to sit near the center of this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol while the other is a broad upgrade regression with many import errors; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Different failures: empty multi-label classification results vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated code paths: SGD optimizer args ignored vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different concrete symptoms; not one underlying defect." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3 dataloader threads is unrelated to a Ministral tokenizer BPE-marker bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but GenerationConfig validation and RoPE implementation are distinct bugs." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 failures: chat crash vs from_pretrained error on MoE models." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type bug is not the same as a DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve AutoProcessor.from_pretrained, but one is missing-vision-backend handling and the other is retry behavior on 429s." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Different output-field bugs in different models; no shared concrete code-path failure." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification script empty outputs is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not duplicates." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs and a flex_attention version-check bug are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing GLM46VImageProcessorFast method are different issues." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed token weights and AutoProcessor kwargs forwarding are separate loading bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling and PretrainedConfig type-checking are different breakages." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump problem is unrelated to a PyTorch import/version-check bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback and flash_attention s_aux=None crashes are unrelated failures." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama masking logic and auxiliary-loss normalization are different model-specific bugs." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Missing Qwen2.5-VL import and HTTP 429 retry behavior are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "A mapping-lookup None bug is not the same as a Mistral regex-patching AttributeError." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and feature-extractor padding performance are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure and a testing_utils bug do not share the same underlying defect." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding performance regression and streaming pipeline regression are different code paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config and a stale warning about num_return_sequences are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated model/training issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state placement in FSDP2/PEFT is unrelated to a missing generation cache in chunked prefill." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 58, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44220", + "issue:44263", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45440", + "issue:45464", + "issue:45561", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:42222|issue:47000", + "issue:43450|issue:43986", + "issue:43408|issue:43742", + "issue:44380|issue:46077", + "issue:45071|issue:46512", + "issue:45092|issue:46762", + "issue:39379|issue:46897", + "issue:42222|issue:43441", + "issue:42222|issue:46752", + "issue:44877|issue:46231", + "issue:45632|issue:46981", + "issue:44263|issue:46762", + "issue:44483|issue:45464", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45071|issue:47059", + "issue:45440|issue:46328", + "issue:44410|issue:45310", + "issue:39401|issue:46710", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44704|issue:47110", + "issue:43122|issue:46298", + "issue:38617|issue:41628" + ], + "prepared_review_unit_hash": "efece29bf703a0eab9bae3f7c6b28fc5455919a6fcf3288f085cf70e41967dbb", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35070, + "estimated_input_tokens": 8768, + "estimated_eval_tokens": 17792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues that only look similar at a high level (v5 regressions, model loading, tokenization, and attention-backend bugs). I found no soft pair that is the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45071 is the broadest and most central version-regression report in the set, and it best represents the cluster\u2019s recurring config/type-checking load failures without overfitting to one model family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45071 is the best overall issue candidate because it captures the most general v5 breakage theme present in the cluster and is more representative than the highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation/attention problems, but one is a GenerationConfig validation failure and the other is a Qwen3.5 flash-attention generation bug; different code paths and symptoms." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of lm_head.weight and NaNs during checkout/init are unrelated failure modes." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetrLoss infeasible-cost-matrix errors are entirely different model/code-path bugs." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape handling and missing-torchvision AutoProcessor crash are distinct issues." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type mismatch warning for sam3_tracker is not the same as a key error while loading MobileLLM-125M." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but GPT2 scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are different concrete bugs." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking breakage is separate from dtype propagation staleness in from_config()." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code/meta-init incompatibility and Minimax attention numerical differences are different underlying problems." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask handling and Florence2 training-loss double-shift are not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose loading/runtime breakage and empty-list apply_chat_template crash are different APIs and code paths." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local-model cache-path collisions and repeated 429 retries in AutoProcessor.from_pretrained are different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as Minimax MSA attention numerical divergence." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is request acceptance in v5.3 and the other is streaming failure on Qwen3.5-0.8B; not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions on different models; too vague to treat as one duplicate." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and save_pretrained checkpoint serialization are separate issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug and a pytest-xdist race on captured_info.txt are related in area but not the same underlying defect." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type-checking regression and CLI breakage with huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46328", + "accept": false, + "reason": "DeepseekV3MoE parity divergence and SequenceFeatureExtractor.pad performance waste are different bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained failure are not the same concrete issue." + }, + { + "left": "issue:39401", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer offset_mapping regression and DeepSeek-R1 accuracy regression are not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config.json loading failure are distinct load-time errors." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Importing layer_type_validation and _torch_extract_fbank_features are unrelated import/runtime issues." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to cached_file and special_tokens being a list instead of a dict are different parameter-handling bugs." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression across versions and a noisy logging message are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Two different import errors in transformers, but no evidence they share the same missing export or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 59, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:27957", + "issue:29925", + "issue:30947", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43957", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47116", + "issue:47448" + ], + "soft_pairs": [ + "issue:44964|issue:45278", + "issue:43097|issue:44493", + "issue:42371|issue:42831", + "issue:42371|issue:44261", + "issue:44261|issue:46762", + "issue:44077|issue:46981", + "issue:43208|issue:46897", + "issue:43931|issue:44410", + "issue:44038|issue:44230", + "issue:43066|issue:43122", + "issue:44484|issue:45310", + "issue:44075|issue:45656", + "issue:29925|issue:30947", + "issue:43673|issue:45341", + "issue:43097|issue:43452", + "issue:44263|issue:44485", + "issue:44410|issue:45478", + "issue:43931|issue:44038", + "issue:43957|issue:44351", + "issue:45071|issue:45542", + "issue:45341|issue:47448", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:46752|issue:47116", + "issue:43097|issue:45588", + "issue:27957|issue:43352" + ], + "prepared_review_unit_hash": "ae3d4286f5afdcd7a33b64ad6013c7d691f5d7de9d39573341c2681a075c19b0", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35969, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers v5/v5.x regression reports spanning tokenization, model loading, FlashAttention, dtype handling, and optimizer/runtime behavior. No soft pair looks like the same concrete bug with enough specificity to merge.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set: it captures multiple import failures after upgrading to 5.5.0, which aligns with the cluster\u2019s general v5 breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best umbrella issue because it is the most general user-facing regression report and could reasonably subsume several narrower v5 import/loading complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both mention upgrade-era breakage, but one is a specific model load failure and the other is a broad import-error report; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed-API complaint vs. unexpected position-id key errors are different failure modes and code paths." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API/settings guidance and FineGrainedFP8 accuracy problems are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 control behavior and MLA layernorm epsilon precision drift are distinct issues." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical issues, but they concern different models and different root causes." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init gating and HF_ENDPOINT 429 retry behavior are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both are training bugs, but they affect different models and symptom patterns; not one concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading defects." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "General Qwen3-VL-Moe failure vs. fp8 support request/inference issue; too different to merge." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type mismatch may affect tokenization, but the titles do not establish the same underlying bug as the cross-version tokenization change report." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and double optimizer stepping in DeepSpeed are different optimizer bugs." + }, + { + "left": "issue:29925", + "right": "issue:30947", + "accept": false, + "reason": "Tokenizer fast-mode enforcement and BOS/EOS flag handling are separate tokenizer configuration issues." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed encoder-decoder tie embeddings API and gguf_file loading breakage are different problems." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in a MoE indexer and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3-family reports, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE loading error." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3 models, but one is a weight mismatch on load and the other is a MoE/fp8 issue." + }, + { + "left": "issue:43957", + "right": "issue:44351", + "accept": false, + "reason": "Meta-device model loading failures and HybridCache import errors are distinct regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking breakage and TensorBoard-without-TF backend errors are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:47448", + "accept": false, + "reason": "A testing utility bug and Gemma4 architecture recognition failure have no concrete overlap." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support failure for a specific model and degenerate training with flash_attention_3 are different code paths and symptoms." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "bfloat16 compile warning and BLIP2 dtype propagation issues are both dtype-related but not the same concrete defect." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch count method and MLA norm-epsilon precision issue are unrelated multimodal/model bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing utility bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and a specific model loading failure do not clearly point to the same root cause." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list chat-template crash and streaming pipeline regression are different failures." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie-embeddings API and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "XLM-RoBERTa FlashAttention 2 support and Nemotron FlashAttention 2 support are model-specific support issues, 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": 28, + "review_unit_index": 60, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:29159", + "issue:30947", + "issue:33453", + "issue:34567", + "issue:38617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43097", + "issue:43208", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44936", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981" + ], + "soft_pairs": [ + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:29159|issue:30947", + "issue:44263|issue:46172", + "issue:44484|issue:45478", + "issue:43097|issue:43873", + "issue:44360|issue:46172", + "issue:44261|issue:44485", + "issue:43208|issue:43550", + "issue:45753|issue:46369", + "issue:42907|issue:43937", + "issue:45440|issue:46172", + "issue:43986|issue:45341", + "issue:44246|issue:46981", + "issue:44117|issue:46701", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:30947|issue:34567", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:30947|issue:33453", + "issue:43874|issue:44263", + "issue:46172|issue:46710", + "issue:44936|issue:46365", + "issue:46298|issue:46752", + "issue:44038|issue:44410", + "issue:46655|issue:46664", + "issue:44704|issue:45103", + "issue:43986|issue:44484", + "issue:38617|issue:42757" + ], + "prepared_review_unit_hash": "51383cca95b08f64043eea3223584f759fd84f917eec15f4174909bc8cf057f8", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft pairs are mostly false positives: they share broad subsystem keywords (tokenizers, processors, model loading, quantization, DeepSeek/Qwen, etc.) but not the same concrete bug or fix path. I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits this set: the items are heterogeneous across unrelated tokenizer, training, import, processor, quantization, and model-architecture bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; this is not a coherent duplicate cluster, so any single issue would misrepresent the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor-loading import failures, but one is about missing torchvision and the other about a missing mistral_common symbol; different dependency paths and fixes." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a removed model attribute in v5.0, the other is a quantization save/load regression; unrelated failure modes." + }, + { + "left": "issue:29159", + "right": "issue:30947", + "accept": false, + "reason": "Both involve tokenizers, but one is slow/fast tokenizer inconsistency and the other is LLaMA3 BOS/EOS handling; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different code paths: a torch.split indexing bug vs a dtype/transpose issue in DeepSeek-v4." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained sharding-size question is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed embedding-tie API and offloading-with-quantization are separate features with different bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "One reports a missing ReLU in a DSA indexer, the other a DeepSeek-v4 tensor conversion/transpose problem." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific correctness issues: RMS norm epsilon precision mismatch vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs for small models and Bamba SDPA/torch.compile failure are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An image-triggered infinite loop and a memory overflow in a different model are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and an invalid GenerationConfig in GLM-5 are separate issues." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek, but one is a broader implementation divergence and the other is a specific tensor op bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor-loading import crash and a testing_utils bug do not share a code path." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import slowdown and repeated 429 retry behavior are both performance-related, but not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "A tokenizer mapping None-handling bug and a DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch precision warning and a TimesFM window_size AttributeError are different problems." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument handling and TOKENIZER_MAPPING_NAMES None-handling are separate tokenizer bugs." + }, + { + "left": "issue:30947", + "right": "issue:34567", + "accept": false, + "reason": "Special-token insertion and TrainerState token counting are unrelated trainer/tokenizer concerns." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family issues, but one is missing projections and the other is a missing config field silently dropped by strict validation." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked prefill and final-batch is_last handling in MaskGenerationPipeline are different control-flow bugs." + }, + { + "left": "issue:30947", + "right": "issue:33453", + "accept": false, + "reason": "LLaMA3 special-token application and tokenizer loading regression are related only at a very high level." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "GLM46V image-processor API absence and GlmMoeDsaIndexer torch.split behavior are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A specific DeepSeek-v4 tensor operation bug is not the same as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate post-train failure and inability to import Trainer due to datasets are separate trainer/import issues." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message and an empty-list chat template crash are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "General Qwen3-VL-Moe bug and qwen3next missing projections are distinct model-specific issues." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is padding calculation and the other is num_frames semantics; not the same fix." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotations handling are unrelated code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor import failure and max_shard_size behavior in save_pretrained are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages: transformers.configuration_utils vs huggingface_hub." + } + ] + }, + "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": 28, + "review_unit_index": 61, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:30947", + "issue:33357", + "issue:36683", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44162", + "issue:44315", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44734", + "issue:44938", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:38617|issue:41950", + "issue:43064|issue:44315", + "issue:42890|issue:46298", + "issue:44380|issue:46421", + "issue:44451|issue:47116", + "issue:43502|issue:43992", + "issue:44938|issue:46178", + "issue:43208|issue:43526", + "issue:43012|issue:43550", + "issue:43064|issue:47116", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45584|issue:46365", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:44734|issue:47116", + "issue:43827|issue:47116", + "issue:36683|issue:43582", + "issue:30947|issue:33357", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43992|issue:44484", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43756|issue:44485", + "issue:43012|issue:47276" + ], + "prepared_review_unit_hash": "76f3c6cef593644d533ef26836554146fb62b7c95d3991dad064bafa980d5428", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36854, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated issues across imports, model loading, training, pipelines, warnings, and model-specific regressions. None of the soft pairs look like true duplicates; they are mostly lexical similarities only.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster: the items are not one underlying bug family, so picking a representative issue would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication; there is no single issue that plausibly represents the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:41950", + "accept": false, + "reason": "ImportError for a missing utility vs video-classification selecting the wrong processor type; unrelated failures." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied in model_init; different training-path bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Flaky test seeding issue vs noisy logging message; no shared underlying defect." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs lazy cache init causing recompilation; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for one checkpoint vs streaming pipeline regression; unrelated symptoms and fixes." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Unexpected network calls with local_files_only vs missing embed_tokens.weight in UMT5Encoder loading; distinct bugs." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure vs invalid backend name tensorflow_text; unrelated environment/backend issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs for small models vs BeitImageProcessorFast label reduction bug; different models and logic." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compilation warning vs Bamba SDPA torch.compile failure; one is a warning, the other a runtime bug." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Distributed optimizer-state bug vs streaming pipeline regression; no shared code-path problem." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy PT classes vs noisy logging; unrelated maintenance and logging issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs isolated reproduction of another issue; not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Failed dequantized save for Ministrals/Devstrals vs Qwen3_5 infinite image loop; unrelated model behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models vs saving Pipeline objects; both are save-related but not the same concrete bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure vs import Trainer blocked by datasets; unrelated behaviors." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Bad pipeline task error message vs inability to save Pipeline objects; different pipeline code paths." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Generic compile warning vs Qwen3.5 tie_word_embeddings warning; both are warnings but not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation crash in serve API vs streaming pipeline regression; different serving surfaces." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still mentioning removed pipeline() API vs runtime streaming regression; documentation vs behavior." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon TypeError in caching_allocator_warmup; unrelated issues." + }, + { + "left": "issue:30947", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer bos/eos flags ignored vs MacOS bus error in CLIP; completely different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation vs import failure with datasets installed; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored in backend kernels vs degenerate zero loss in sequence classification; different bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention support issue vs Python-version compatibility issue; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weight on load vs save_pretrained shard-size question; load bug vs serialization policy." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend attention scaling bug vs AttentionInterface.register behavior change; related domain but not same concrete defect." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 broken generically vs deepseek-v4 comb.transpose issue; unrelated model-specific failures." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend missing from extras install vs Trainer import blocked by datasets; different dependency issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub vs missing Qwen2_5_VLForConditionalGeneration export; different import errors." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch vs GLM-5 RoPE implementation discussion; not the same model or code path." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "PyTorch bfloat16 warning during compile vs misleading synced_gpus warning in continuous batching; unrelated warnings." + } + ] + }, + "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": 28, + "review_unit_index": 62, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:29925", + "issue:33453", + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45478", + "issue:45593", + "issue:45759", + "issue:46077", + "issue:46298", + "issue:46365", + "issue:46512", + "issue:46877", + "issue:47059", + "issue:47276", + "issue:47321", + "issue:47332" + ], + "soft_pairs": [ + "issue:36010|issue:42757", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:38617|issue:43502", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:44380|issue:47276", + "issue:36683|issue:44077", + "issue:46077|issue:46512", + "issue:44263|issue:45759", + "issue:43976|issue:44938", + "issue:44355|issue:46877", + "issue:29925|issue:33453", + "issue:36683|issue:44625", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:44355|issue:44855", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "15b3864b5a8fd46601bf0bec0372bb237bfc1b4cba762131262c4fb57c7c2dbf", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37325, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformer bugs/regressions with only superficial title similarity; none of the soft pairs look like true duplicates. There are no PRs in the set.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 36683 is the strongest representative: it has the highest discussion activity and is a concrete, user-facing model-loading regression with clear reproduction details.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the best standalone issue to anchor the cluster because it is specific, impactful, and better documented than the narrower import/error reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different modules (`GenerationMixin` vs `is_offline_mode`) and appear to stem from unrelated API changes." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "`tie_embeddings_and_encoder_decoder` removal is a breaking API change, while the other is a noisy logging complaint; these are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support gating for NemotronH is a model-specific capability issue, while GPT2 attention scaling under SDPA/FlashAttention is a separate backend correctness bug." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both mention FP8/precision, but one is a broad FineGrainedFP8 accuracy issue and the other is a specific missing `rms_norm_eps` config propagation bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "These are different request-path failures: one is `/v1/chat/completions` request acceptance, the other is `apply_chat_template` crashing on batched input with no padding." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "`CLIPOutput.attentions` disappearing and `CLIPVisionModel.forward` returning `hidden_states=None` are distinct regression symptoms in the same model family, but not the same concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption and GPT2 attention scaling are unrelated subsystems and failure modes." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "One is a flaky model integration test due to missing `set_seed`, the other is a CLI breakage caused by a `huggingface_hub` API change." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve FP8 and MoE, but one is about saving MoE checkpoints in FP8 and the other is a `from_pretrained` loading error in Qwen3.5 MoE; not the same code path." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 and the inability to import `Trainer` unless `datasets` is uninstalled are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "`resize_token_embeddings` not updating Gemma4 embeddings is a model-structure update bug, while bidirectional attention still building causal masks is an attention-mask construction bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Both are offline/network-related, but one is an import error for `layer_type_validation` and the other is unexpected API requests despite `local_files_only=True`." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Saving Pipeline objects and an AMD quark class not updated are unrelated issues in different parts of the library." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Pipeline save failure and disk-offloaded Qwen3-VL save failure are different persistence/offloading bugs with different affected paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "`num_labels` propagation and bidirectional attention mask construction are separate config plumbing problems." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "`base_model_prefix` loading breakage and saving Pipeline objects target different serialization/deserialization mechanisms and are not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression and sorted-state-dict load errors are both loading issues, but they describe different triggers and code paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing `vocab_size` in `Gemma3Config` and missing `fpn_position_embeddings` in SAM 3 Video outputs are separate attribute regressions in different model families." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support for NemotronH and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + }, + { + "left": "issue:44380", + "right": "issue:47276", + "accept": false, + "reason": "GPT2 attention scaling under backend changes and a misleading synced_gpus warning are different concerns." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 missing `vocab_size` and `patchtsmixer` optional `post_init` policy are unrelated model config issues." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Causal-vs-bidirectional masking in Gemma4 and stale `config.dtype` after `from_config(dtype=...)` are different configuration bugs." + }, + { + "left": "issue:44263", + "right": "issue:45759", + "accept": false, + "reason": "A `torch.split` return-value issue in GlmMoeDsaIndexer is not the same as `from_config` failing to unwrap `text_config` for composite Qwen multimodal configs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are different Python-version compatibility problems: 5.1.0 vs Python 3.9+ and a separate load failure on Python 3.14." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file import errors and `auto_docstring` emitting doc-lint output at import time are unrelated tooling problems." + }, + { + "left": "issue:29925", + "right": "issue:33453", + "accept": false, + "reason": "Both mention tokenizer loading, but one is SigLIP-specific `use_fast=True` enforcement and the other is a broader tokenizer-loading regression; not clearly the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 missing `vocab_size` and Qwen3.5 `num_labels` propagation are different config attribute propagation bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted-state-dict load error and a Qwen3.5 save_pretrained regression are different serialization failures." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import/load failure and a CLI break due to `huggingface_hub` API changes are unrelated compatibility issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIP attentions and a Qwen3.5 checkpoint save regression are different model-specific breakages." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing `vocab_size` in Gemma3 and missing `pad_token_id` in Llama4Config are separate missing-attribute regressions." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 `IndentationError` from `@torch.jit.script` parsing are different failure modes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "`PreTrainedModel` import failure and `HybridCache` import failure are distinct missing-export issues from different symbols." + } + ] + }, + "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": 28, + "review_unit_index": 63, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46234", + "issue:46285", + "issue:46291", + "issue:46365", + "issue:46851", + "issue:47000", + "issue:47317", + "issue:47337", + "issue:47455" + ], + "soft_pairs": [ + "issue:29870|issue:36296", + "issue:43867|issue:46202", + "issue:44908|issue:46851", + "issue:44393|issue:47337", + "issue:43992|issue:47317", + "issue:43976|issue:47455", + "issue:44393|issue:47000", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:29870|issue:33453", + "issue:36296|issue:43575", + "issue:46291|issue:47455", + "issue:43618|issue:44077", + "issue:43064|issue:44492", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:28282|issue:33453", + "issue:43867|issue:45357", + "issue:44222|issue:45125", + "issue:43867|issue:45375", + "issue:43010|issue:43976", + "issue:43618|issue:46285", + "issue:46234|issue:47455", + "issue:43010|issue:45850", + "issue:45125|issue:45478", + "issue:44360|issue:45440", + "issue:45125|issue:45375", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:41628|issue:42548", + "issue:43525|issue:47317", + "issue:42890|issue:44964", + "issue:44222|issue:44230" + ], + "prepared_review_unit_hash": "cdeedfd8ddc84cefbcd943acdc6a40af64fc657d7d2d33395d0e6cf03c0ad01e", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37399, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports; only a few soft pairs look like true duplicates around import-performance regressions, kernels version checking, and Qwen3.5 MoE tensor-parallel loading.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering many import regressions after upgrading and best representing the cluster\u2019s overall theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest global issue representative because it is the most general import-regression report and can subsume several narrower import-related complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask UnboundLocalError is unrelated to tensor-parallel training." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict loading failure and Gemma pipeline roundtrip on \u2581 are different bugs." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and a flaky bbox-range test do not look like the same bug." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to PPFormulaNet training loss." + }, + { + "left": "issue:43976", + "right": "issue:47455", + "accept": false, + "reason": "Python version compatibility and kernel version-check logic are not the same concrete issue." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox output issues and RTDetrLoss infeasible cost matrix are different code paths." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args and Trainer import failing with datasets are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad semantics are not the same as broad import errors after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "A missing encoder weight and a Qwen3.5 MoE from_pretrained error are different symptoms." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate mask initialization and tokenizer loading regression are separate bugs." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training-state corruption and TP OOM on Qwen2-57B are not the same failure." + }, + { + "left": "issue:46291", + "right": "issue:47455", + "accept": true, + "reason": "Both point to the same kernels version/revision check problem causing import-time failure." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are different issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown / excessive work during transformers import." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Flaky SamHQ tests from missing set_seed and xdist races on captured_info.txt are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency error and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state_dict load failure and incorrect visual-encoder save_pretrained keys are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained support and Qwen3_5Moe TP plan loading are different code paths." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict load error and missing deepstack_visual_indexes config field are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad decoration and Python compatibility/versioning are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions and CLIP text-model structure mismatch are separate CLIP issues." + }, + { + "left": "issue:46234", + "right": "issue:47455", + "accept": false, + "reason": "Missing import_utils helper and kernel version-check bug are not the same underlying change." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache update semantics are not the same as a broad 'many models break' report." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both center on the same Qwen3.5 MoE tensor-parallel/from_pretrained failure." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA ReLU discussion and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing TP plan and missing vision-config field are different Qwen3.5 issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken special-arg conflict are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related flaky tests and GraniteSpeech stale device override are different CI issues." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they affect different top-level symbols and do not look like one concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4Config pad_token_id and PPFormulaNet training loss are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness and Phi-4 multimodal load failure are different problems." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support are related only broadly, not the same bug/change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative overall. The chosen representative issue (45278) is a reasonable broad import-regression umbrella, and the accepted soft pairs are well supported by their titles: 45125/45478 are effectively the same Qwen3.5 MoE from_pretrained bug, 46291/47455 both concern kernel version/revision checking on import, and 41669/44246 both concern import-time slowdown. The rejected pairs generally look like distinct bugs rather than safe duplicates, and none of the refusals overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 64, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:36296", + "issue:36683", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44861", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45850", + "issue:46095", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47455" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:44734|issue:46617", + "issue:41628|issue:47455", + "issue:46143|issue:46144", + "issue:43723|issue:44556", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:45071|issue:47317", + "issue:42898|issue:46664", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:30990|issue:31795", + "issue:43874|issue:46617", + "issue:43010|issue:43232", + "issue:44230|issue:46095", + "issue:45850|issue:47110", + "issue:43299|issue:44556", + "issue:43827|issue:44961", + "issue:38175|issue:43502", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:44038|issue:45125", + "issue:43576|issue:43824", + "issue:44355|issue:45071", + "issue:43502|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:36296|issue:43526", + "issue:31795|issue:38617", + "issue:42757|issue:43576", + "issue:43475|issue:46617", + "issue:36683|issue:47110", + "issue:44077|issue:44861" + ], + "prepared_review_unit_hash": "a22e78cd8c6649936910f8912f9f68d8307249b30c70741334b528300bb58f6e", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37863, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates detected; the cluster is heterogeneous, and the soft-similarity pairs mostly point to different bugs, regressions, or unrelated docs/CLI issues.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster spans unrelated failure modes, and none of the candidate pairs share the same concrete symptom or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out; there isn't one artifact that cleanly represents the whole set of unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is int4 CUDA memory growth and the other is checkpoint reload failure; different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serve KV-cache indexing crash vs cache FileNotFoundError during trust_remote_code loading." + }, + { + "left": "issue:41628", + "right": "issue:47455", + "accept": false, + "reason": "AutoImageProcessor import failure and a kernel-version check bug are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "RoFormer kwargs forwarding and attention-interface wiring are adjacent, but not the same concrete defect." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression vs checkpoint reload regression; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Qwen2_5_VL import error vs cache loading FileNotFoundError." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command failure and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad semantics vs Sam3PixelDecoder dummy Conv2d; different subsystems." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type-checking breakage vs FormulaNet training-loss bug." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior change vs SmolVLM video-frames inconsistency." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file handling vs data-filtering slowdown after upgrade; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage vs GLM-5 RoPE implementation issue." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-Transformer loading hang vs tokenizer forward-doc confusion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "GLM46V image-patch helper crash vs trust_remote_code cache load failure." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "no_grad on cache updates vs async generation kwargs sync issue." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Qwen3-VL fp8 support request vs DeepSeek weight-conversion question." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad 'many models break' report vs a specific special_tokens AttributeError." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions after v5 upgrades, but they involve different models and different failure modes." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() vs an unrelated racoon issue." + }, + { + "left": "issue:38175", + "right": "issue:43502", + "accept": false, + "reason": "Siglip2 zero-probabilities bug vs local_files_only network request bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM num_frames semantics vs missing-vision-backend processor error." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting failure and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generate() decoder_attention_mask error vs model.forward docs confusion." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage vs missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "transformers env CLI and Qwen2.5-VL loading are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Checkpoint reload after upgrade vs PretrainedConfig type checking; different breakages." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only leakage vs racoon issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage vs PretrainedConfig type checking." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "CLI env command breakage vs hub completion error." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug vs Beit fast processor label bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "model.forward docs issue vs import/layer_type_validation error." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub offline-mode import vs CLI env command." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video output attribute error vs loading from cache FileNotFoundError." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3Config vocab_size missing vs list-vs-dict special_tokens error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init validation vs tied-weights key handling; different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 65, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:41669", + "issue:42371", + "issue:42831", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46617", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47455" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:45375|issue:47110", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:44273|issue:45542", + "issue:45381|issue:46664", + "issue:43352|issue:44961", + "issue:43525|issue:47110", + "issue:44315|issue:46209", + "issue:42831|issue:44961", + "issue:44273|issue:45003", + "issue:44466|issue:44556", + "issue:43867|issue:47110", + "issue:41669|issue:43673", + "issue:43572|issue:45850", + "issue:46018|issue:46172", + "issue:43525|issue:45850", + "issue:44655|issue:44861", + "issue:44393|issue:45753", + "issue:44485|issue:46664", + "issue:44556|issue:45092", + "issue:44393|issue:45071", + "issue:42371|issue:44492", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44246|issue:44273", + "issue:45850|issue:47059", + "issue:41669|issue:47455", + "issue:43408|issue:44315", + "issue:43298|issue:46095", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:44492|issue:45850", + "issue:41669|issue:46218" + ], + "prepared_review_unit_hash": "9abdf2d0a503ffc075fe8162a1eb500e071eee2d4f43cf16af0a28ffdd53484e", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "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 a loose semantic grouping of mostly unrelated Transformers issues: import/lazy-loading regressions, config/serialization problems, and many model-specific bugs. None of the soft pairs look like true duplicates; they mostly share a broad subsystem or vague v5-regression theme only.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella here ('Since 5.0 version it breaks too many models'), so it best matches the cluster\u2019s general regression theme, but it is still too vague to be a strong duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, 45850 is the closest fit because it can loosely subsume several generic v5 breakage reports; however, the cluster is too heterogeneous for a clean canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Same broad v5/model-breakage theme, but 45362 is a specific chat crash for one model and 45850 is a vague umbrella complaint." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "45230 is too generic to establish the same bug; 44623 is specifically about missing processor save_pretrained files." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Both are loading/import failures, but one is an import error and the other is a cache FileNotFoundError for a different code path." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Completely different bugs: Liger Kernel application vs a DSA ReLU issue." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Different objects and failures; a missing config field is not the same as special_tokens being the wrong type." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache regression vs a cache-strategy typo; same area only, not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated; no shared concrete failure." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and a TensorFlow/tensorboard backend import issue are different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both involve vision/video processing, but they affect different models and symptoms, so not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention support error is unrelated to 'racoon'." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing pad_token_id and special_tokens type errors are distinct config/input-shape failures." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different issues in different areas: model_init/Liger Kernel vs FP8 inference on B200." + }, + { + "left": "issue:42831", + "right": "issue:44961", + "accept": false, + "reason": "FineGrainedFP8 accuracy and 'racoon' are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Serialization inconsistency and checkpoint reload failure may be related broadly, but they are not the same concrete bug." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State_dict sorting load failure is unrelated to special_tokens.keys type errors." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance and chunked-prefill cache missing are different regressions." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx is a specific config regression; 45850 is only a broad complaint about many models breaking." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is a gating bug and the other is a tensor transpose/casting issue." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific pad_token_id attribute regression vs a generic v5 breakage umbrella; not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch save/tied-weight behavior, but one is pipeline save_pretrained and the other is an AttributeError in tied-weight key extraction." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3.5 vision issues, but one is 2D bbox output and the other is an infinite-loop image case." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model families and failures; GLM-5 RoPE vs SmolVLM video-frame semantics." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern version upgrades, but one is checkpoint reload/serialization and the other is meta initialization incompatibility with remote-code checkpoints." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different model-specific vision bug vs a PretrainedConfig type-checking regression." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings and cache-strategy typo are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer reading failure is too specific to match a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch in tokenizer_config.json is a different serialization bug from a generic report." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowness and lazy loading correctness are related only at a high level, not the same defect." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad v5 breakage complaint vs a specific CLI incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:41669", + "right": "issue:47455", + "accept": false, + "reason": "Import-star performance regression and a kernel-version check problem are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch is unrelated to Liger Kernel/model_init behavior." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio model continuous batching support and DeepSeek-V4 weight-conversion question are different topics." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bounding-box errors are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo is not the same as a SequenceFeatureExtractor.pad performance bug." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "At most a vague v5-era association; the typo and the broad breakage report are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance from models and a failed module import for Qwen3_5ForCausalLM are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 66, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:28348", + "issue:31795", + "issue:33453", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45071", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45656", + "issue:45850", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177", + "issue:47455" + ], + "soft_pairs": [ + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:41669|issue:45341", + "issue:44908|issue:45071", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:43576|issue:47176", + "issue:45230|issue:45656", + "issue:42913|issue:43066", + "issue:43976|issue:47176", + "issue:31795|issue:33453", + "issue:44273|issue:47455", + "issue:44315|issue:47455", + "issue:43519|issue:46655", + "issue:45468|issue:46894", + "issue:44861|issue:47110", + "issue:43976|issue:47177", + "issue:44485|issue:47176", + "issue:31795|issue:37428", + "issue:44360|issue:45468", + "issue:43519|issue:44485", + "issue:43576|issue:44273", + "issue:44485|issue:47177", + "issue:44861|issue:47059", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:43606|issue:45468", + "issue:43576|issue:46218", + "issue:28348|issue:45250", + "issue:42371|issue:43704", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43352|issue:47177", + "issue:43352|issue:47176", + "issue:45850|issue:47177", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:44261|issue:45468", + "issue:45850|issue:46218", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44230|issue:44623", + "issue:44861|issue:45290", + "issue:28348|issue:43352", + "issue:44230|issue:45310", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:43618|issue:44998" + ], + "prepared_review_unit_hash": "ce3c49674f89e44e7b5bb569a820d8c447d6b5f2f7b6fdfdb69b06d698a7baf9", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 51, + "serialized_chars": 42047, + "estimated_input_tokens": 10512, + "estimated_eval_tokens": 21280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most soft pairs share only broad subsystem vocabulary (tokenizers, processors, Flash Attention, CLI, versioning) but not the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44704 is a concrete, well-scoped API bug with a clear code path (`AutoProcessor.from_pretrained` \u2192 `cached_file`) and an actionable fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44704 looks like the strongest representative issue because it names the exact failing function chain and describes a specific missing-kwargs defect rather than a vague regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Different failures: processor/download kwargs propagation vs scheduler kwargs handling." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing `set_seed()` is unrelated to inverse_sqrt scheduler behavior." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "`import *` cleanup/perf issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg handling and `PretrainedConfig` type checking are separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility issue is not the same as a specific module import failure." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation referencing `pipeline()` is unrelated to scheduler kwarg plumbing." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken `transformers env` CLI and shell-command allowlist bypass are different problems, the latter being security-related." + }, + { + "left": "issue:45230", + "right": "issue:45656", + "accept": false, + "reason": "Generic bug report and deepspeed double-step behavior are not the same concrete issue." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a behavior mismatch and the other is a decoder-type bug." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python support mismatch and tar/zip-slip RCE are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to a tokenizer loading regression." + }, + { + "left": "issue:44273", + "right": "issue:47455", + "accept": false, + "reason": "Lazy loading bug and kernel version checking are different concerns." + }, + { + "left": "issue:44315", + "right": "issue:47455", + "accept": false, + "reason": "Liger Kernel application via `model_init` is unrelated to a kernel version check." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but timestamp calculation and video padding are distinct computations." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio positional encoding and CohereASR double-shift training loss are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Two different `AttributeError` sites (`_tied_weights_keys` vs `special_tokens`) with different failing objects." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Version-compatibility issue is unrelated to archive path traversal / RCE." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation bug and shell allowlist bypass are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward-argument documentation confusion is unrelated to a flash-attention import error." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading regression are separate user-facing bugs." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "Model RoPE math and archive traversal security issue are not the same change." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Weight-key list handling and CLI completion incompatibility are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwarg handling do not share a code path." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue is unrelated to VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU-offload device mismatch and Gemma audio positional encoding are unrelated model bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env-command breakage is unrelated to Qwen3_5 module import failure." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is a broad feature request." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and Qwen3ForCausalLM VRAM leak are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation bug and Gemma audio positional encoding are different model-specific fixes." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE math bug do not correspond to the same underlying defect." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention support gap and tar/zip-slip RCE are completely unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47176", + "accept": false, + "reason": "Flash Attention support gap and shell operator allowlist bypass are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Vague v5 breakage complaint is not the same as archive-based RCE." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Offline download enforcement and Qwen3VL timestamp math are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and `save_pretrained` missing files are separate processor issues." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA epsilon precision discussion and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic v5 breakage report and Qwen3_5 import failure are not the same concrete bug." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak and a testing_utils bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support and module import failure are separate issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "`HybridCache` import failure and `Qwen3_5ForCausalLM` import failure are different missing-symbol problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request is unrelated to missing files in `processor.save_pretrained`." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different failures: tied-weight key handling vs chat template crash with tool calls." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "GPT2 Flash Attention support request and NemotronH Flash Attention support gap are model-specific, not one shared bug/change." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request is unrelated to Qwen3.5 MoE `from_pretrained` regression." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwarg bug and an off-topic/unrelated issue have no common defect." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No relation between the off-topic issue and archive extraction RCE." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No relation between the off-topic issue and shell allowlist bypass." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated/off-topic issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and the off-topic issue 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": 28, + "review_unit_index": 67, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-545", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:31515|issue:38617", + "issue:43298|issue:44230", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "fc0bce6b8d6aacc03975367401e5660b85ec88dc653df2d40a4a9285e0260e34", + "component_budget": { + "node_count": 545, + "item_count": 545, + "soft_pair_count": 2024, + "serialized_chars": 1046962, + "estimated_input_tokens": 261741, + "estimated_eval_tokens": 523738 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14985, + "estimated_input_tokens": 3747, + "estimated_eval_tokens": 7750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are broadly unrelated; the soft pairs share superficial wording but do not describe the same underlying bug or change. No duplicate merges are warranted.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the set spans unrelated topics (loading speed, import errors, generation bugs, tokenizer warnings, model architecture, docs, and training/runtime behavior).", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global canonical target; 31515 is the broadest-sounding but it is only about slow checkpoint loading, not the other problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "One is checkpoint load slowness; the other is an import error for a missing symbol. Different failure modes and code paths." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 Qwen VL/MoE inference are unrelated model/runtime features." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Generation-time UnboundLocalError in BART vs slow from_pretrained checkpoint loading; different subsystems." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow model loading and tensor-parallel training bug are distinct problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load speed and documentation confusion about forward inputs/past_key_values are not the same issue." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are different model implementation concerns." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model-specific bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A wrong type hint in one config class is not the same as a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value in Mask2Former and kwargs not passed to loss calculation are distinct training/loss bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation and RoFormer attention interface implementation do not describe the same code defect." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss parameter handling and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model implementations and different bug types; no shared code-path problem." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former loss bug is unrelated to a typo in quantization conversion naming." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in ModernBERT config and quantization-operation typo are separate metadata/typing issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a config type-hint mistake are not the same underlying bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4 norm semantics is unrelated to a ModernBERT config typing error." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss behavior and ModernBERT config typing are different concerns." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "37bc765099bb8c5c36a7c361fa45097279d65331b4f4daf6ece9fb14db30b662", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. There is no duplicate cluster here.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue for a duplicate set; the three issues address different subsystems and different user problems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete/self-contained request, but it is not related to the other two issues and should not be treated as a cluster representative for deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Truncation from the beginning for tokenizers is unrelated to extracting word start/end offsets from Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation options and ReduceLROnPlateau-like learning-rate scheduling are completely different features." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A plateau-based LR scheduler request is unrelated to Wav2Vec2 word timestamp extraction." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "9a81b7fa198ee27efa94885796bb43db1fd06312f0df5fb9a557b8dbe3d86b7d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like duplicates of one another. #16618 is a general model-loading failure, while #15980 is specifically about a misleading login/download error for private models, and #13244 is about Tapas tokenization differing from TensorFlow code.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must represent the group, #16618 is the broadest model-loading report; however, the cluster is not actually a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most general and widely discussed issue in this set, but it still does not match the tokenization or private-model login problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch in Tapas and a model-loading failure for bert-base-uncased are different code paths and different bugs." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A bad error message for unauthenticated private-model downloads is not the same underlying problem as failing to load a public model." + } + ] + }, + "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": 28, + "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-19631-10", + "nodes": [ + "issue:19631", + "issue:19865", + "issue:20334", + "issue:20362", + "issue:22352", + "issue:22372", + "issue:23050", + "issue:25725", + "issue:25839", + "issue:28306" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362", + "issue:19865|issue:25725", + "issue:19865|issue:22372", + "issue:20334|issue:22352", + "issue:20334|issue:20362", + "issue:20334|issue:25725", + "issue:20362|issue:25839", + "issue:20362|issue:25725", + "issue:22352|issue:25725", + "issue:22372|issue:25725", + "issue:23050|issue:28306", + "issue:23050|issue:25725" + ], + "prepared_review_unit_hash": "88f40698d31890b506aece1a54bd0c5d829622fd5d24ba307a3defa7b6034ed1", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 9964, + "estimated_input_tokens": 2491, + "estimated_eval_tokens": 5238 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 13, + "serialized_chars": 9964, + "estimated_input_tokens": 2491, + "estimated_eval_tokens": 5238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all separate model-addition requests spanning different architectures and tasks; the soft similarities are mostly due to generic wording, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good duplicate-canonical here because the requests are for different models and use cases, not one shared bug or feature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Different model requests: EDSR/MDSR vs Restormer. Same broad domain, but not the same change." + }, + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "Different architectures: super-resolution models vs FlexiBERT. No shared underlying feature request." + }, + { + "left": "issue:19865", + "right": "issue:25725", + "accept": false, + "reason": "VATT and Meta-Transformer are unrelated model additions; only the generic 'add model' intent overlaps." + }, + { + "left": "issue:19865", + "right": "issue:22372", + "accept": false, + "reason": "VATT is a video/audio transformer model request; Restormer is a different restoration model." + }, + { + "left": "issue:20334", + "right": "issue:22352", + "accept": false, + "reason": "Longformer content and Whisper XVector finetuning are different tasks and code paths." + }, + { + "left": "issue:20334", + "right": "issue:20362", + "accept": false, + "reason": "Longformer content vs FlexiBERT are distinct model requests, not the same bug or feature." + }, + { + "left": "issue:20334", + "right": "issue:25725", + "accept": false, + "reason": "Longformer-related issue and Meta-Transformer are not the same concrete change." + }, + { + "left": "issue:20362", + "right": "issue:25839", + "accept": false, + "reason": "FlexiBERT and D_Nikud are unrelated model integrations." + }, + { + "left": "issue:20362", + "right": "issue:25725", + "accept": false, + "reason": "Both are transformer-family model requests, but they target different models and changes." + }, + { + "left": "issue:22352", + "right": "issue:25725", + "accept": false, + "reason": "Whisper XVector finetuning and Meta-Transformer are different tasks and implementations." + }, + { + "left": "issue:22372", + "right": "issue:25725", + "accept": false, + "reason": "Restormer and Meta-Transformer are distinct model-addition requests with no shared concrete code path." + }, + { + "left": "issue:23050", + "right": "issue:28306", + "accept": false, + "reason": "TTS advanced text-to-speech and LLaMA-MoE are unrelated features." + }, + { + "left": "issue:23050", + "right": "issue:25725", + "accept": false, + "reason": "Text-to-speech model request vs Meta-Transformer; same generic 'new model' framing only." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-16", + "nodes": [ + "issue:26350", + "issue:26794", + "issue:27088", + "issue:28936", + "issue:30191", + "issue:30240", + "issue:33260", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299", + "issue:47402" + ], + "soft_pairs": [ + "issue:26350|issue:33260", + "issue:26794|issue:44370", + "issue:26794|issue:44365", + "issue:26794|issue:47402", + "issue:26794|issue:43834", + "issue:26794|issue:47299", + "issue:26794|issue:27088", + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:47402", + "issue:27088|issue:43834", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:27088|issue:30191", + "issue:26794|issue:30191", + "issue:30191|issue:30240", + "issue:28936|issue:30191", + "issue:26794|issue:30240", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:47402", + "issue:30240|issue:43834", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:47402", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47402", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:47402", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44370|issue:47402", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:46222|issue:47402", + "issue:43834|issue:46222", + "issue:46226|issue:47402", + "issue:46226|issue:46931", + "issue:44370|issue:46931", + "issue:44365|issue:46931", + "issue:43834|issue:46931", + "issue:46931|issue:47402", + "issue:47299|issue:47402", + "issue:46226|issue:47299" + ], + "prepared_review_unit_hash": "7749d0115015c40967cb22f929fa934d015def5d499c689cbf7bb1712cb6e11b", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29302, + "estimated_input_tokens": 7326, + "estimated_eval_tokens": 14908 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29302, + "estimated_input_tokens": 7326, + "estimated_eval_tokens": 14908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly noisy i18n translation issues and a couple of unrelated architecture-feature requests; I don\u2019t see any soft pair that is safely the same underlying change.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43834 is the most central representative of the dense i18n-template subcluster, but the cluster is heterogeneous and not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the broadest representative of the repeated translation-template issues, though it should not be treated as a confirmed duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 support vs GGUF support." + }, + { + "left": "issue:26794", + "right": "issue:44370", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:26794", + "right": "issue:44365", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:26794", + "right": "issue:47402", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:26794", + "right": "issue:43834", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:26794", + "right": "issue:47299", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:26794", + "right": "issue:27088", + "accept": false, + "reason": "Different language translation requests (Kannada vs Turkish)." + }, + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:27088", + "right": "issue:47402", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language translation requests (Turkish vs Spanish)." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:27088", + "right": "issue:30191", + "accept": false, + "reason": "Different language translation requests (Turkish vs Persian)." + }, + { + "left": "issue:26794", + "right": "issue:30191", + "accept": false, + "reason": "Different language translation requests (Kannada vs Persian)." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Different language translation requests (Persian vs Polish)." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Different language translation requests (Spanish vs Persian)." + }, + { + "left": "issue:26794", + "right": "issue:30240", + "accept": false, + "reason": "Different language translation requests (Kannada vs Polish)." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:30240", + "right": "issue:47402", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:38435", + "right": "issue:47402", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Different translation issue instances; same template only, no evidence they target the same language/request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Generic translation-template similarity only; no concrete shared language/request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Generic translation-template similarity only; no concrete shared language/request." + }, + { + "left": "issue:43834", + "right": "issue:47402", + "accept": false, + "reason": "Generic translation-template similarity only; no concrete shared language/request." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Generic translation-template similarity only; no concrete shared language/request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Looks like separate noisy i18n/translation issues, not one concrete duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Generic translation-template similarity only; no concrete shared language/request." + }, + { + "left": "issue:44365", + "right": "issue:47402", + "accept": false, + "reason": "Generic translation-template similarity only; no concrete shared language/request." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Generic translation-template similarity only; no concrete shared language/request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Looks like separate noisy i18n/translation issues, not one concrete duplicate." + }, + { + "left": "issue:44370", + "right": "issue:47402", + "accept": false, + "reason": "Generic translation-template similarity only; no concrete shared language/request." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Generic translation-template similarity only; no concrete shared language/request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Looks like separate noisy i18n/translation issues, not one concrete duplicate." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:46222", + "right": "issue:47402", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:46226", + "right": "issue:47402", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:46931", + "right": "issue:47402", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:47299", + "right": "issue:47402", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "No clear evidence of the same concrete request; these look like separate noisy translation/spam issues." + } + ] + }, + "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": 28, + "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-30396-2", + "nodes": [ + "issue:30396", + "issue:31103" + ], + "soft_pairs": [ + "issue:30396|issue:31103" + ], + "prepared_review_unit_hash": "c91100c5311a48419990ea6e97c43bec0472289043bd0e0195c051ea70ac4617", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1538, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1538, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are closely related to the same HelpingAI area, but they do not clearly describe the same request. One is for a specific model release, the other for adding a model class/API entry.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 31103 is the broader, more implementation-oriented request, so it is the better umbrella candidate for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 31103 is the best representative because it is the more general and reusable request; 30396 is narrower and more model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30396", + "right": "issue:31103", + "accept": false, + "reason": "Related topic, but not the same underlying change: one asks for a specific HelpingAI-3B-v2.2 model, the other asks to add HelpingAIForCausalLM. Similar area, different concrete request." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-23", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:40330", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:40330|issue:42503", + "issue:40330|issue:43671", + "issue:40330|issue:42954", + "issue:40330|issue:46653", + "issue:40330|issue:42738", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:42954|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "bb746263ee8f02306b95df1ac888d822834b43ff2e78959cb423a807b6179625", + "component_budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33615, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33615, + "estimated_input_tokens": 8404, + "estimated_eval_tokens": 17064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose topical cluster of model-add / model-support requests, not a true duplicate set. The soft-similarity edges mostly reflect shared wording and domain, but the issues target different models, modalities, or architectures.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 36879 is the closest representative by centrality and concreteness, but only as a loose cluster anchor; the surrounding items are still distinct requests rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 is the best single representative if one must be chosen: it is a concrete model-add request and sits near several other soft-similar model issues, even though it does not subsume them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa vs LoMa are different keypoint models; similar naming, but not the same underlying request." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher vs MiniCPM3 architecture request; same broad 'add model' theme only." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBERT config vs DEIMv2; unrelated model families." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config vs Qwen3-TTS; unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBERT config vs RF-DETR; different model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBERT config vs MiMo; unrelated." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR vs DEIMv2; both vision models, but not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio; different modalities and requests." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR; unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR; unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs audio model request; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT vs LLMDet; different models and tasks." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR vs NeoBERT; unrelated model requests." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet vs MiniCPM3; different model requests." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet vs Qwen3-ASR; unrelated." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet vs Qwen3-TTS; unrelated." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet vs ModernVBERT; unrelated." + }, + { + "left": "issue:40330", + "right": "issue:42503", + "accept": false, + "reason": "open-qwen2vl-base vs ModernVBERT; both vision-language, but not the same model or change." + }, + { + "left": "issue:40330", + "right": "issue:43671", + "accept": false, + "reason": "qwen2vl-base vs Qwen3-TTS; different modalities." + }, + { + "left": "issue:40330", + "right": "issue:42954", + "accept": false, + "reason": "qwen2vl-base vs MiMo; unrelated." + }, + { + "left": "issue:40330", + "right": "issue:46653", + "accept": false, + "reason": "qwen2vl-base vs Mirko Privitera; unrelated." + }, + { + "left": "issue:40330", + "right": "issue:42738", + "accept": false, + "reason": "qwen2vl-base vs BERT-like RoPE; different model families." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 vs Qwen3-ASR; unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; unrelated." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS; unrelated." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; unrelated." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE vs Voxtral TTS; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT vs BERT-like RoPE; related only by broad BERT wording, not the same request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE vs MiMo; unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE vs Mirko Privitera; unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo vs SAM3-LiteText; unrelated." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet vs MiMo; unrelated." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo vs Qwen3-TTS; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT vs MiMo; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR; same product line, but different modalities and separate requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS; both audio-related, but different models and requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; different audio models." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer vs EUPE; unrelated." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral-TTS; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral-TTS; both audio-related, but not the same concrete request." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral-TTS; unrelated." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet vs Voxtral-TTS; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR vs DeepSeek-OCR2; unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo vs DeepSeek-OCR2; unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE vs TIPSv2; different vision-language model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo vs Mirko Privitera; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT vs Mirko Privitera; unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral-TTS vs Mirko Privitera; unrelated." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "1d4269df9fc661d766f428057f8585cf8a493ec65ac576439f1b6859748e1dfa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. No duplicate relationship is supported by the titles or metadata.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and likely different teams/code paths: documentation for an optimization framework vs a Vision RoPE refactor. No shared target, filenames, or concrete bug/change overlap." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "4e8b6f887f3dc235d41303bd5c3d9773ec2aa0030e8235a82000c18e5af7e813", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a generic request about set/block decoding, while the other is a specific DeepSeek v3.2 support request. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical duplicate issue: the subjects are different enough that they should not be merged as the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more concrete and actionable request because it names a specific model/version; issue 41084 is broader and less specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Rejected: the titles and available context point to different requests (block decoding behavior vs DeepSeek v3.2 support), with no shared target or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "1afa429d0429e351ffb8e4ddc97240681e6aba3eaed41b2af84cdc864fa4c682", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other is about integrating TiledMLP to reduce memory footprint. They concern different components and different requested changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits both items; the topics are unrelated and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: FLCE/`from_pretrained()` flag vs. TiledMLP memory-footprint integration. No shared code path or concrete duplicate behavior." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "cdd6d7422bc55d61b319d9c8f85e5cd1ed2bb522e49fd764252f4b982bd9093f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are not the same underlying bug/change, so this cluster should not be merged.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the clearest representative of the cluster\u2019s broad theme around Trainer customizability, with a concrete, actionable problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They concern different Trainer behaviors: column pruning/customizability vs FLOPS estimation for custom trainers. Shared subsystem alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "a3a0423aabfbc94568212935ad662570369a2b5d9c9ee5aab5ff630366e1f14e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "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 not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different models and different API surfaces.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical duplicate issue: the requests are about different model families and different class registrations (generation vs sequence classification).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the broader model-registration request and is the better representative of the cluster, though it is still distinct from #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. They do not describe the same fix and would not plausibly merge into one issue/PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "00dbdfcff72f8a9f281b9bcaa7ee9e72a8a07b4d476252c7a298ffdbdf97d8bf", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4260, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface \" look like duplicates of the same report; \"Fett\" appears unrelated and should stay separate. I\u2019d use issue #43845 as the representative of the huggingface cluster.", + "confidence": 0.79, + "canonical_issue_reason": "#43845 is the earliest of the clearly matching \"huggingface \" issues and is as representative as the others, with the strongest overlap to #43846/#43859 by title similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the best cluster representative because it is the earliest and most central of the duplicate huggingface issues, while #43835 has a different title and weak similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and only weak soft similarity; no evidence they describe the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Weak similarity only; insufficient evidence of the same bug/report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Weak similarity only; these do not look like the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Near-identical issue titles and very high similarity indicate the same underlying report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title pattern and strong similarity; likely duplicate reports of the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Very similar titles and content pattern strongly suggest the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The packet supports treating 43845/43846/43859 as the matching huggingface cluster and 43835 as separate, and choosing 43845 as the representative is reasonable since it is the earliest of the matching set. The soft-edge decisions are conservative and consistent with the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "11028f8ef77808b953c686f6c8dac222a59a1c5292adb8a70279a0651cab231c", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly spammy or generic issues with no substantive content, explicit links, or shared targets/files, so I would not cluster any of them as true duplicates.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 44418 is the least spam-like and most readable of the set, with a generic but at least actionable title; the others are either placeholders or similarly low-signal.", + "canonical_pr_reason": null, + "best_issue_reason": "44418 is the best representative if one must be chosen, but the cluster itself does not show a real duplicate bug pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' placeholders; no body detail or concrete bug/change signal to justify duplicate status." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-style titles alone are not enough to establish the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "'' and a documentation suggestion are unrelated at the issue level." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "'' does not match the unrelated 'Community benchmark tip' title or imply the same defect/change." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are clearly unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request and a spam placeholder are not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Different titles and no shared concrete problem; not a safe duplicate match." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are '', but there is no evidence of a real shared bug/change beyond the placeholder title." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a community benchmark tip are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and 'Check out \"Google LLC\"' are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No concrete overlap beyond being low-signal issues." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence these 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": 15, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "30a8a77e04a82f03e5248f5ebe5e83b6bffebd6f51b4f309354314998af91abc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1644, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are very likely duplicates of the same report based on the identical title, close timestamps, and the soft similarity signal. #45145 is the better canonical issue because it was opened earlier and already has an inbound reference.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is earlier and has one inbound reference, so it is the better canonical representative if these issues are merged as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the primary record because it predates #45151 and already has some referencing activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The titles are identical and the metadata strongly suggests the same report; while the packet does not expose body text, this is still a plausible duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice of #45145 is grounded (earlier creation time and one inbound reference), but the duplicate judgment is a bit too strong for the evidence packet. The packet only provides soft similarity with deterministic_accept=false and no body text, so claims like \u201cidentical titles, highly similar bodies\u201d and especially certainty 0.99 overstate what is directly supported. A more conservative phrasing would be that the issues are likely duplicates, not definitively the same report." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 28, + "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": 17, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "37441f11652bcc44fc7ac56623378bad19a36e3a85c252a725d802e7243c69ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates; they are separate name/date entries with no shared content, links, or technical context.", + "confidence": 0.98, + "canonical_issue_reason": "If forced to pick a representative issue, issue 45762 is as good as any because neither issue contains actionable bug details or any linkage to the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate for a real problem report; both look like unrelated non-technical entries with no discussion or evidence of the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different titles and dates, no body text, no references, and no shared technical context; they do not appear to describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "ee1aff0d6231a8ac862926d30bcab714d07803241f5545e6b4ec5c83e1b2e61b", + "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": "Both items are closed issues with only personal-name/date titles and no body or technical content, so they do not appear to be related bug reports or product work items. This looks like non-actionable/spam-like content rather than a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue contains a real problem description or actionable context, so there is no meaningful canonical issue candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names/dates with no shared technical substance, so they are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "792aca69417fc0045c7e21819c29e316f487f97447f06ff225d059f65efb4e18", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They affect different feature areas and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the requests are for different features and do not describe the same underlying change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the broader and more centrally scoped request, with more inbound attention, so it is the better representative if one issue must be picked.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests: model-class/token-classification support vs FP8 training support. No shared target or clear same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "aca87d14bba25eabbe5f9614fe7c72f07e02b2f60b0de9e7fb2f378a5cf6a9f2", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two likely duplicate issue pairs here: 45870/45871 and 45872/45873. In both cases the titles are identical and the bodies have matching length, with jaccard 1.0, so they look like the same issue presented twice. Issue 45869 is a separate dataset/sample post and only overlaps at a broad finance theme level.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is a good canonical anchor for the plain example pair because it is the earlier of the two identical-title issues and matches 45871 closely; the packet supports a likely duplicate, not a proven verbatim-body match.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall representative for the plain example pair: it is earlier, has the same title as 45871, and there is no evidence of extra scope beyond the duplicate example request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different kinds of issues: a dataset bundle post versus a financial time-series example. Only the broad domain overlaps." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifact scope and title: dataset/sample post versus a prediction example. Not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical titles and matching body size strongly indicate the same issue; likely duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related finance theme, but 45872 is a different request that adds a scraping service and is broader than the plain example issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad topic, but the scraping-service wording makes this a different request rather than the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The plain prediction example and the scraping-service variant are not the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different scope: one is the plain example, the other includes a scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical titles and matching body size strongly indicate the same issue; likely duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair judgments are mostly conservative, but the result overstates the evidence in a few places. In particular, saying 45870 is a \"direct duplicate target\" is not supported by the packet, and \"verbatim duplicate\" is stronger than the available evidence (identical titles/body length and jaccard 1.0 suggest a likely duplicate, but the body text itself is not shown). The summary should stay closer to what is observable: identical titles for 45870/45871 and 45872/45873, and broader title difference for the dataset post vs. the example issues." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "4fed665a0397c38f5a45d090adbcdf2e6f6b06dd723ab4179d3171102fb5e41d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look related in the same static-cache / linear-attention area, but the packet only gives titles and soft similarity, so it does not justify treating them as the same underlying bug with confidence. Issue 46439 is the broader candidate; 46441 appears adjacent but not proven identical.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it frames the broader static-cache `early_initialization` failure mode, while 46441 is more narrowly a Qwen3.5 `KeyError: 'linear_attention'` report that may be related but is not clearly the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best global issue because it is the more general problem statement and can plausibly subsume nearby manifestations without overclaiming identity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The titles suggest a related static-cache/linear-attention area, but the evidence is too thin to conclude they are the same underlying defect. The safer read is that 46441 may be a related manifestation or separate edge case rather than a confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairing is plausible, but the verdict is a bit too strong for the evidence in the packet. We only have titles plus soft similarity, and the pair is not a deterministic match. Saying both issues are the same underlying bug / same static-cache initialization path overstates what is directly supported here. A more conservative framing would be that issue 46439 may be a broader candidate, while 46441 appears related but not proven identical." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "597f1b0db1906c3d9814d39507264d97e690600aa7b7fcf80a9cce8950c3749a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are effectively duplicates: same title, same tokenizer bug, and one has inbound references indicating it is the better-tracked copy.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the stronger canonical issue because it has the same report but already has inbound references and appears to be the better-connected tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep as canonical since it is identical in substance and has more linkage/activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact same title and underlying Wav2Vec2CTCTokenizer v5 bug report; clearly the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: both issues have identical titles and identical body length, with Jaccard 1.0 soft similarity. Preferring #46552 as the canonical issue is conservative and supported by its higher inbound references and slightly more activity. No overstatement or mergeability concern here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "d1effbb2ffad4fc1d7d4e6e528a601f647ed18c35ba7efbb3550db2e367215a5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern training-time failures in object detection/RT-DETR, but they describe different symptoms and likely different root causes: a tensor shape mismatch versus an eventual out-of-memory condition after several epochs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #46657 is the better canonical issue because it is the more concrete bug report, with a specific error class (\u201csize of tensors mismatch\u201d) and broader applicability to training failures.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the best representative issue for this cluster since it describes a direct, actionable runtime error rather than a slower-developing resource problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: the reports point to different failure modes. One is a tensor dimension mismatch during training; the other is memory exhaustion after some epochs. They may occur in related training workflows, but they do not look like 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": 24, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "68696d5a95e53092befbf0cac00ebaec2b85bd5cc742fbe832dfc96575b1a064", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different failure modes in different loading paths: ZeRO-3 zero.Init OOM on a composite multimodal submodule vs. 4-bit device_map/max_memory incorrectly dispatching to CPU and raising ValueError. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs, different mechanisms, and different symptoms; shared \"load/model dispatch\" context is too broad to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 28, + "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-46906-24", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309", + "issue:47377", + "issue:47390", + "issue:47406", + "issue:47419", + "issue:47442", + "issue:47465" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:47037|issue:47049", + "issue:46948|issue:46998", + "issue:47049|issue:47053", + "issue:46998|issue:47049", + "issue:46969|issue:46985", + "issue:46940|issue:46998", + "issue:46985|issue:47049", + "issue:47049|issue:47091", + "issue:46998|issue:47037", + "issue:46985|issue:47037", + "issue:46969|issue:47037", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:46969|issue:47091", + "issue:47053|issue:47091", + "issue:47091|issue:47102", + "issue:46998|issue:47053", + "issue:47053|issue:47102", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47091", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47377", + "issue:47256|issue:47265", + "issue:47182|issue:47256", + "issue:47256|issue:47279", + "issue:47120|issue:47256", + "issue:47309|issue:47377", + "issue:47102|issue:47256", + "issue:47182|issue:47265", + "issue:47120|issue:47182", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47182|issue:47309", + "issue:47227|issue:47309", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47442|issue:47465", + "issue:47419|issue:47442", + "issue:47419|issue:47465", + "issue:47377|issue:47419", + "issue:47377|issue:47442", + "issue:47279|issue:47419", + "issue:47406|issue:47419", + "issue:47279|issue:47442", + "issue:47377|issue:47465", + "issue:47227|issue:47442", + "issue:47390|issue:47406", + "issue:47390|issue:47465", + "issue:47406|issue:47465" + ], + "prepared_review_unit_hash": "ac2626f81827c17298bfbf03d4528f05d00eb0c8a393f3fa06c4657fb4e49ef9", + "component_budget": { + "node_count": 24, + "item_count": 24, + "soft_pair_count": 78, + "serialized_chars": 41454, + "estimated_input_tokens": 10364, + "estimated_eval_tokens": 20984 + }, + "budget": { + "node_count": 24, + "item_count": 24, + "soft_pair_count": 72, + "serialized_chars": 34672, + "estimated_input_tokens": 8668, + "estimated_eval_tokens": 17592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a recurring series of daily \"[serge] integration failure triage\" issues, each tied to a different date rather than the same underlying defect. The soft edges are high-similarity template matches, but they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 47465 is the latest open instance in the recurring triage series, so it is the best current anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47465 is open, current, and representative of the ongoing triage thread; it is the most suitable issue to keep as the live cluster head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47442", + "right": "issue:47465", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47419", + "right": "issue:47442", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47419", + "right": "issue:47465", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47377", + "right": "issue:47419", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47377", + "right": "issue:47442", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47279", + "right": "issue:47419", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47406", + "right": "issue:47419", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47279", + "right": "issue:47442", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47377", + "right": "issue:47465", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47227", + "right": "issue:47442", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47390", + "right": "issue:47406", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47390", + "right": "issue:47465", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + }, + { + "left": "issue:47406", + "right": "issue:47465", + "accept": false, + "reason": "Same triage-series template, but different daily reports (different dates); not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 28, + "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-46906-24", + "nodes": [ + "issue:47279", + "issue:47377", + "issue:47390", + "issue:47406", + "issue:47419", + "issue:47442", + "issue:47465" + ], + "soft_pairs": [ + "issue:47279|issue:47465", + "issue:47406|issue:47442", + "issue:47377|issue:47406", + "issue:47390|issue:47442", + "issue:47390|issue:47419", + "issue:47377|issue:47390" + ], + "prepared_review_unit_hash": "bef14c66f3922f99a7562a2b849f813b716d12ace0c3b79f08981bb0d6974765", + "component_budget": { + "node_count": 24, + "item_count": 24, + "soft_pair_count": 78, + "serialized_chars": 41454, + "estimated_input_tokens": 10364, + "estimated_eval_tokens": 20984 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 6, + "serialized_chars": 5696, + "estimated_input_tokens": 1424, + "estimated_eval_tokens": 3104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are a run of similarly titled daily serge integration triage issues, but they appear to be separate dated reports rather than duplicates of one underlying bug. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 47442 is the strongest representative of the series: it has the highest inbound reference count among the closed triage reports and matches the repeated triage template.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47465 is the best current landing point because it is the newest open triage report in the same series, making it the most useful place for ongoing updates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47279", + "right": "issue:47465", + "accept": false, + "reason": "Same triage template, but different dates and no evidence they describe the same underlying failure." + }, + { + "left": "issue:47406", + "right": "issue:47442", + "accept": false, + "reason": "Highly similar wording, but these are separate daily triage reports for different days, not one duplicated bug report." + }, + { + "left": "issue:47377", + "right": "issue:47406", + "accept": false, + "reason": "Matches the recurring series format only; no concrete indication of the same bug or change." + }, + { + "left": "issue:47390", + "right": "issue:47442", + "accept": false, + "reason": "Both are date-stamped triage entries, but the available metadata suggests distinct reports, not duplicates." + }, + { + "left": "issue:47390", + "right": "issue:47419", + "accept": false, + "reason": "Similar title pattern, but nothing ties them to the same specific failure beyond the generic triage label." + }, + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "These are adjacent daily triage issues with the same template, but they do not look like 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": 26, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "8051c5a975992a67aa441447303f5c368f3744ff6dd6a63b17ed6a936c3a232c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two near-identical closed issues requesting RWKV7 model support; they appear to be duplicate reports of the same feature request.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46984 is the better canonical issue because it has the same request but slightly more discussion activity, making it the stronger aggregation target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best issue overall since it matches the same RWKV7 support request and has the most engagement in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and same underlying feature request for RWKV7 model support; this is a clear duplicate issue pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both items are closed issues with the exact same title, and the soft-similarity signal is strong. The canonical/best-issue choice is also supported by the only engagement difference shown (discussion_activity 2 vs 0). No PR-pair concerns apply." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "32f60afba0e963e960038827b776f6c1aa81319388c87bd9ddcd330a9ec58fe3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, change, or actionable tracker item. I would not deduplicate them.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 47015 is the broader and cleaner formulation of the topic, but there is no strong duplicate-based canonical choice here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the better representative only in the sense that it is more general and concise; neither issue is a clear duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They share a broad AI-vulnerability-discovery theme, but the titles describe different article-like topics rather than 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": 28, + "component_count": 28, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "9173f1710abbf7b1abffb90cb4310b19c8872cbfe4e6660c7baabf0749cd876c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1591, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open issues appear to be likely duplicates: they have the same title, were created within seconds of each other, and have strong soft-similarity evidence. Issue #47138 is the better canonical choice because it has slightly stronger engagement signals. I would treat the pair as the same reported issue, but not claim their full bodies are identical from the packet alone.", + "confidence": 0.91, + "canonical_issue_reason": "#47138 is the better canonical issue because it has marginally more inbound references and discussion activity, making it the slightly more established report.", + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the best issue candidate because it matches #47139 exactly in title and has the stronger engagement signals among the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title, near-simultaneous creation, and strong soft-similarity evidence point to a likely duplicate report of the same issue. The packet does not prove identical body content, but the duplication case is still strong enough to accept." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is too strong for the packet. The evidence supports a likely duplicate pair (same title, high soft similarity, close timestamps), but the analyst overstates it as the \u201cexact same bug\u201d and says the reports are identical in content, which is not shown in the packet. The canonical selection is grounded, but the soft-edge acceptance should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 5, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-101", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:46266", + "pull_request:46381", + "pull_request:46413", + "pull_request:46836", + "pull_request:46957", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47105", + "pull_request:47108", + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47129", + "pull_request:47166", + "pull_request:47173", + "pull_request:47202", + "pull_request:47204", + "pull_request:47212", + "pull_request:47216", + "pull_request:47224", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47284", + "pull_request:47292", + "pull_request:47294", + "pull_request:47301", + "pull_request:47310", + "pull_request:47360", + "pull_request:47365", + "pull_request:47374", + "pull_request:47380", + "pull_request:47441", + "pull_request:47443", + "pull_request:47444", + "pull_request:47445", + "pull_request:47449", + "pull_request:47457", + "pull_request:47462", + "pull_request:47466" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:47282|pull_request:47310", + "pull_request:47124|pull_request:47282", + "pull_request:47280|pull_request:47282", + "pull_request:47282|pull_request:47444", + "pull_request:47123|pull_request:47281", + "pull_request:47124|pull_request:47380", + "pull_request:47445|pull_request:47466", + "pull_request:47310|pull_request:47466", + "pull_request:47122|pull_request:47224", + "pull_request:47443|pull_request:47466", + "pull_request:47122|pull_request:47280", + "pull_request:47281|pull_request:47466", + "pull_request:47124|pull_request:47445", + "pull_request:47282|pull_request:47445", + "pull_request:47124|pull_request:47443", + "pull_request:47281|pull_request:47445", + "pull_request:47268|pull_request:47284", + "pull_request:47173|pull_request:47284", + "pull_request:47284|pull_request:47449", + "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", + "pull_request:46266|pull_request:47365", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47224|pull_request:47457", + "pull_request:46413|pull_request:47216", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47292|pull_request:47457", + "pull_request:47441|pull_request:47457", + "pull_request:47105|pull_request:47129", + "pull_request:46957|pull_request:47365", + "pull_request:47449|pull_request:47457", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47082|pull_request:47365", + "pull_request:47173|pull_request:47457", + "pull_request:47301|pull_request:47360", + "pull_request:46413|pull_request:46957", + "pull_request:47275|pull_request:47360", + "pull_request:44775|pull_request:47275", + "pull_request:47301|pull_request:47462", + "pull_request:47294|pull_request:47360", + "pull_request:46957|pull_request:47216", + "pull_request:46381|pull_request:47457", + "pull_request:46836|pull_request:47462", + "pull_request:47166|pull_request:47173" + ], + "prepared_review_unit_hash": "908bbf5993617f6e1c3f19fcd1e0b16575369680204d58fea194c11c25cde151", + "component_budget": { + "node_count": 101, + "item_count": 101, + "soft_pair_count": 290, + "serialized_chars": 354141, + "estimated_input_tokens": 88536, + "estimated_eval_tokens": 177328 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 50, + "serialized_chars": 125992, + "estimated_input_tokens": 31498, + "estimated_eval_tokens": 63252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: one true duplicate pair around `fixed_cross_entropy`, one likely duplicate pair around EdgeTAM `original_sizes`, and the remaining soft edges are broad-similarity false positives across unrelated model/test/doc fixes.", + "confidence": 0.63, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical anchor: it is tightly scoped, explicitly linked to issue 43240, and directly implements the core `fixed_cross_entropy` kwargs/label_smoothing pass-through fix that the nearby duplicate PR is also trying to make.", + "best_issue_reason": null, + "best_pr_reason": "43251 is the strongest representative PR in the set because it is focused on a single concrete code-path bug, has an explicit upstream issue target, and is easier to treat as the canonical duplicate target than broader multi-fix PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same file, same issue target, same `fixed_cross_entropy` change; one is just a slightly different implementation of the same kwargs/label_smoothing support." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Both are integration-test fixes, but they address different bugs in different model paths (`mamba2` OOM vs `gemma3` generation cache behavior)." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure modes: Falcon-Mamba output mismatch vs Mamba2 OOM. Same test-fix category is not enough." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model families and distinct test failures (`minimax_m3_vl` load_error vs `mamba2` OOM)." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47444", + "accept": false, + "reason": "These fix unrelated model test failures in different code paths; not the same underlying bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Both are broad test-fix PRs, but they target different models and different failure causes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and different symptom classes (`output_mismatch` vs OOM)." + }, + { + "left": "pull_request:47445", + "right": "pull_request:47466", + "accept": false, + "reason": "They share some generated model files, but the PRs are about different failure reports and are not the same concrete change." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47466", + "accept": false, + "reason": "Different PR goals and different affected behavior; shared generation code is too broad to merge as duplicates." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Both address the same EdgeTAM `original_sizes` leakage into the backbone call; 47224 is broader, but the overlapping EdgeTAM fix is the same code-path bug." + }, + { + "left": "pull_request:47443", + "right": "pull_request:47466", + "accept": false, + "reason": "Different model test failures and different fix scopes; shared filenames do not make them the same bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "EdgeTAM backbone-argument bug vs MiniMax-M3-VL loading/offload issue are unrelated." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47466", + "accept": false, + "reason": "Different models and different fixes; same broad generated-model area is not enough to merge." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47445", + "accept": false, + "reason": "Separate integration-test failures with different model behavior and different fixes." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47445", + "accept": false, + "reason": "OOM mitigation for Mamba2 is unrelated to PEFT/deepseek integration test fixes." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47443", + "accept": false, + "reason": "Different models and failure modes; no shared concrete bug." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47445", + "accept": false, + "reason": "The PRs touch overlapping generated model files, but they fix different issues and cannot plausibly be one PR." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Unrelated test failures in different model families (`zaya` vs `mimo_v2_flash`)." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Different test suites and different failure types; only the generic XPU/test-fix theme overlaps." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47449", + "accept": false, + "reason": "Different model fixes with no concrete shared bug path." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "One removes a Docker image builder workflow, the other adds exporter dependencies to a Dockerfile; related infrastructure, but not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47374", + "accept": false, + "reason": "Both are docs/build-related, but one is a CPU exporter test image tweak and the other is docs for exporters." + }, + { + "left": "pull_request:46266", + "right": 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They touch different models, code paths, and user-facing features.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs are unrelated feature additions in different model families.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the better stand-alone representative because it is a focused, well-scoped model support change with substantial review activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying features and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 31, + "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": "ff23a68b39780021e3bcbf8c0ef15b21aeb4e24514c7861168287708e935cd3c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch GitHub Actions workflows, but they address different maintenance changes: one upgrades common actions for Node 24 compatibility, while the other bumps Docker build actions to newer versions. They overlap in files but not in underlying change intent or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the broader and more central workflow-maintenance change: it upgrades shared actions like checkout/cache/upload-artifact across many workflows with an explicit Node 24 compatibility goal. PR #42976 is narrower and focused on docker/build-push-action version bumps.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the clearer top-level objective and broader impact across shared CI workflows; #42976 is a separate, narrower dependency update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Shared workflow filenames alone are not enough: #42975 updates general GitHub Actions for Node 24 compatibility, while #42976 only upgrades docker/build-push-action in Docker image workflows. They fix different dependency/version issues and would not plausibly be 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": 5, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "ddbf4935f2bb1d3d48c90fdaf793cb633067049a5d28cc82ac25ad76db791452", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). They share framework boilerplate and auto-mapping/doc updates, but not the same underlying bug or change, so none should be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a valid canonical duplicate representative here; each PR introduces a different model family with distinct codepaths, configs, tests, and docs.", + "best_issue_reason": null, + "best_pr_reason": "None of these PRs is a better global duplicate representative than the others, because they are not duplicates at all.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry boilerplate is not enough to indicate the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are distinct model integrations with different implementations and tests; only generic Transformer plumbing overlaps." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model families; overlap is limited to shared scaffolding files and docs updates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model additions; they do not look like one underlying bug fix or mergeable combined PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "8c76ef526a9d0cb74d28e4cf3cf3a0dccd7fb8d2237df26a191d6e636a8c0f5d", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19603, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19603, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs that only look similar because of generic titles or shared test/model subsystems. The only clear duplicate pair is the two YOLOS fixes (46886 and 46922), which address the same device-mapping mismatch in the same code path.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "46886 is the cleanest representative: it has an explicit issue target, a specific YOLOS device-map fix, and a focused diff. The rest are either vague, test-only, or clearly about different bugs.", + "best_issue_reason": null, + "best_pr_reason": "46886 is the best overall representative of the cluster because it is the most concrete, targeted, and clearly tied to the underlying YOLOS bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-fix PRs, but they touch different models and different test failures; the overlap is only generic test churn." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test cleanup and FP8 dequant changes are unrelated bugs in different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test changes and generation/watermarking validation fixes are unrelated." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/test changes have nothing to do with the YOLOS device mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "These are different test-related PRs for different models and different failures; not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Generic test fix PR versus FP8 dequant/code-path fix; no concrete overlap." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "A pair of unrelated fixes: model tests versus generation configuration validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test edits are not the same underlying issue as the YOLOS runtime device mismatch." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequantization changes and Phimoe integration-test CI fixes are unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different bugs: FP8 kernel/loading changes versus watermarking-config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared code path or bug; one is FP8 infrastructure, the other YOLOS device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation validation fixes and Phimoe CI/test-environment changes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking-config handling is unrelated to the YOLOS device mismatch fix." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory patching for Phimoe integration tests is not the same bug as YOLOS device placement." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device_map auto mismatch in the same file and same issue; they could plausibly be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary and pair verdicts are grounded in the packet and stay conservative. The only accepted pair, 46886|46922, is well supported by the shared YOLOS file and shared issue target, and the other false verdicts are reasonable because they are about different bugs/subsystems rather than a single mergeable fix. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "cebf09c484165519630fbb7bdd8667ab84a992dd2b67c73357e8738d897cdb7a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are all labeled as non-mergeable bot/test changes, but they target different areas: packaging/dependency setup, self-comment CI/testing utilities, and a workflow security-gate trigger change. They are not duplicates of the same underlying bug or change.", + "confidence": 0.35, + "canonical_issue_reason": null, + "canonical_pr_reason": "No exact duplicate PR exists here; if one must be chosen as the cluster representative, #46747 is the most self-contained because it changes a single workflow file with a narrow trigger adjustment.", + "best_issue_reason": null, + "best_pr_reason": "#46747 is the best representative PR for the cluster because it is the smallest and most focused change, but the cluster is heterogeneous and not truly duplicate-prone.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "#43488 is a setup.py/dependency/version-bump and test tweak PR, while #46747 only changes a security-gate workflow trigger. Different code paths and not plausibly one merged fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "#43488 changes packaging/versioning and a test file; #43532 rewrites multiple CI workflows and testing helpers. Shared test filenames are incidental, not the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch GitHub Actions, but #43532 is a broad self-comment CI/testing workflow rewrite and #46747 is a narrow workflow trigger change. They are not the same concrete problem and should not be merged together." + } + ] + }, + "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": 31, + "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": "6a0129721b85f8cab82ce3196b57c8b26a42a5a9fc79bf935613e93f249017e1", + "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 related but distinct pipeline additions: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding/docs, but they target different tasks, pipeline classes, and model support, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: PromptableConceptSegmentationPipeline vs PromptableVisualSegmentationPipeline, with different task docs, pipeline modules, and model integrations. Shared metadata/docs files are expected for adjacent additions, not evidence of a mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 31, + "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": "bf3adc9c79602258bfdb058f25a90b2cb16095a2062e6213e24efc9d1b9b9f79", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests that only overlap at the broad `trainer.py` level: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not the same underlying fix and should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the better standalone representative because it makes a concrete behavior change with a clear bug-fix target, while 43663 is a separate refactor/override hook for a different trainer path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and problems: loss normalization during training vs model-input column filtering/signature inspection. Sharing `trainer.py` is too broad to indicate a duplicate 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": 10, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "720918938692fccaf0c170328edf91e0720763c580d68aff23dd2ea8abd17040", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same CLI file both touch TypeAdapter typing, but they address different failure modes: one is a general annotation/runtime NameError fix via postponed evaluation, the other is a narrower optional-dependency fix for pydantic being unavailable. They are related, but not the same underlying change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the stronger canonical PR for the cluster: it is broader, has more discussion/review activity, and is directly linked to an explicit issue. It fixes the CLI annotation runtime NameError by enabling postponed annotation evaluation and cleaning up type hints.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the best representative of the cluster because it appears to be the main fix, with an explicit issue target and more evidence of being the intended solution path. PR 43842 looks like a separate, narrower adjustment for pydantic-optional behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not merge as duplicates: 43656 fixes runtime NameError from evaluated annotations using __future__ annotations, while 43842 fixes a separate pydantic-absent path by moving TypeAdapter behind TYPE_CHECKING and quoting the annotation. They can coexist, but they are not the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 31, + "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": 12, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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The only clear duplicate-like groups are within GPT-Neo and GPT-J; most cross-model pairs are similar in theme but not the same concrete change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen output-tracing refactor family: it is the most complete variant in the group, overlaps directly with the other GPT-J candidates, and reads like the consolidated version of the same change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 best represents the duplicated GPT-J output-tracing work in this cluster because it covers the same concrete code paths as 44066/44085 and appears to be the later, broader iteration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same issue target is not enough to make this the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models and different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same code path; 44085 looks like an alternate/narrower version of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones and implementations; these are separate model-specific refactors." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models (EfficientNet vs GPT-J/CodeGen); only the framework pattern matches, not the concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Unrelated model code paths; same refactor theme does not make them 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"right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete fixes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate code paths; same high-level refactor pattern is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models with different output plumbing." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT target different 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"Different model families and different output-capture paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J fix different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different models; not the same underlying bug." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing and GPT-J/CodeGen output tracing are distinct model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert target different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; no concrete shared fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different models and 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"pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are separate backbones with separate refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model families and different output plumbing." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated fixes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are separate concrete fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are separate model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-V2 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-V2 and TextNet are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is a consolidated later variant of the same fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; these look like duplicate iterations of one change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet are different backbones; same issue link is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-V2 and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-V2 and Vits are separate concrete fixes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models and different output paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats most cross-model pairs as separate refactors and isolates the GPT-Neo / GPT-J families as the only plausible duplicate-like clusters. The chosen representative PR 44722 is supported as the broader, later GPT-J/CodeGen variant. The soft-edge accepts are conservative enough given the shared file/issue evidence, and the rejects avoid overstating cross-model similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "33d0d8491bd02038bf81644638a96db9499d0fd3822eb75298bada17c8c4f4b4", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84502, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific refactors to standardized output tracing/capture_outputs across different architectures. They share a theme, but they are not the same concrete bug/change and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the cleanest representative of the shared refactor pattern: it explicitly wires _can_record_outputs and capture_outputs for a single model and clearly reflects the standardized output-tracing migration.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best cluster representative because its title and diff most directly express the common migration pattern without depending on extra test or follow-on changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor family, but different models (VisualBert vs TextNet) and distinct code paths; not one mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but MPNet and VisualBert are separate implementations with different hooks and semantics." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Related standardized-output refactors, but MPNet and TextNet are unrelated model code paths and not a single underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different models; the similar decorator import change is only a broad pattern match, not the same bug or PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output-handling, but SqueezeBert and SpeechT5 have different layer logic and output contracts, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 31, + "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": "da98912f7815f0dea83361a042290f97a5166b4138f8d2bd6e1472721d97a272", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40188, + "estimated_input_tokens": 10047, + "estimated_eval_tokens": 20350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A cluster of independent model-specific PRs applying the same output-tracing refactor pattern. They look related by tooling/theme, but each changes a different model code path, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue links are present. 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same output-tracing refactor pattern, not duplicate work." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and implementations; shared utility usage does not make them the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model/code paths (timm_backbone vs rwkv); similar refactor theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model code paths (mobilenet_v1 vs univnet); both refactor outputs, but not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; same tracing modernization, not duplicate functionality." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model/code paths (mobilenet_v1 vs depth_anything); 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same tracing refactor pattern, not duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model/code paths (vision_text_dual_encoder vs depth_anything); not the same underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model/code paths (univnet vs upernet); same output-tracing cleanup, not one mergeable fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths (univnet vs mamba/falcon_mamba); shared theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model/code paths (univnet vs depth_anything); similar refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model/code paths (upernet vs rwkv); same tracing modernization, not the same bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and implementations; 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same theme, different fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model/code paths (speech_encoder_decoder vs superpoint); not the same underlying change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model/code paths (speech_encoder_decoder vs rwkv); shared output-tracing refactor only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model/code paths (speech_encoder_decoder vs DPR); not mergeable as one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model/code paths (superpoint vs rwkv); same refactor family, different implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model/code paths (superpoint vs DPR); not the same concrete bug/change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model/code paths (rwkv vs DPR); same tracing-related pattern, not duplicate work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "442aec03ce1ab90358d65d8007aa804d21323953dd7b00b6bf4c7b2c5b01dfca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs for different models (PenguinVL vs Voxtral TTS). 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They should not be triaged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more central and complete feature implementation, with core loading/config integration and an example, whereas 44979 is a separate module-fusion API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "45363 is the best representative of the cluster because it is the broader, more concrete feature change and touches the actual runtime integration path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different fusion features and code paths: 44979 introduces a generic module-fusion API, while 45363 implements KernelConfig-based n-to-1 kernel fusion. They are conceptually related but not the same underlying change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 31, + "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": "8096d2a80e3e9bfaa4f6037111d31e7019fba82d9b22cf1794de2c59d4a0c72a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs implement the same Mistral regex patch fix in the same file, with 45317 adding tests and appearing to be the more complete version of the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the stronger canonical PR: it contains the same fix as 45086 plus test coverage, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR to keep because it addresses the same AttributeError fix and also includes a test file, so it is the most complete and merge-ready candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs patch the same _patch_mistral_regex AttributeError on the same code path in the same file; 45317 is essentially the same fix with added tests, so they are duplicates of the underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 31, + "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": "0aee358b3dbffec0202c3f6759a4efd0c4f5ab86f9d3e0c987d582fe06380220", + "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": "These are related NemotronH changes, but they target different problems: one is a conversion-mapping refactor for NemotronH weights, the other is a broad model split/refactor into NemotronH dense and sparse variants with docs and auto-mapping updates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue present; as a PR candidate, 45569 is the broader and more concrete end-state change, covering the model split and user-facing docs/mappings, while 45115 is a narrower conversion helper refactor.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the better representative PR because it implements the larger architectural change and touches the full set of files needed for the new NemotronH dense/sparse model structure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH-related code, but 45115 is specifically about checkpoint conversion key renaming, while 45569 is a broader refactor that splits NemotronH into dense/sparse variants and updates docs, auto mappings, and model code. They are not the same underlying 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": 18, + "component_count": 31, + "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": "9bc2e8ce036eac87af90925e2f3391d8a3190bdb7e288fc7fcdfd761288ecfd1", + "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": "Two open PRs about typing/type-checking in Transformers, but they are not duplicates: PR 45415 is a broad repo-wide type-checking sweep, while PR 45425 is a focused typing-infrastructure change centered on _typing.py and a few call sites. The shared filenames are incidental overlap, not the same concrete fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better representative of a specific typing change set; PR 45415 is a much broader type-checking pass with pyproject lint config changes and many unrelated file edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best single PR to keep as the focused, coherent change. PR 45415 is too broad and mixes configuration with many file-level typing adjustments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they address different scopes and change sets: 45415 is a broad type-checking enablement sweep, while 45425 adds typing helper protocols and adjusts a smaller set of call sites. They do not look like one mergeable concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 31, + "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": "ae9c114344234afcb7c5414e8fcca691a44fd81b863dfd6966fc79649645fead", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad EP/model-loading level, but they fix different bugs and touch different code paths. PR #45548 is about preserving distributed_config and adding has_ep for EP + DeepSpeed ZeRO-3 loading via accelerate. PR #45662 is about preventing expert parameters from being overwritten by rank-0 broadcast in EP + FSDP2, with a more invasive distributed loading fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger canonical candidate for the cluster because it addresses a concrete, higher-impact EP loading corruption bug with a fuller cross-file fix; PR #45548 is narrower and mostly handles config serialization / EP detection.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best representative of the cluster because it has the more complete end-to-end fix and the clearest concrete failure mode; PR #45548 is adjacent but not the same bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism and loading, but the underlying bugs differ: #45548 preserves distributed_config and adds an EP flag for ZeRO-3/accelerate loading, while #45662 fixes rank-0 broadcast overwriting experts under FSDP2. They are not the same change and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 31, + "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": "3e02d80f9a0f497c468c47e390253fd938f5ecd30f1f5a15e5943d7102d52e72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same xdist collision in patched testing debug output; PR 45645 is the broader, more complete version of the same fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical PR because it includes the core xdist-safe logging fix and also updates CI log collection so the new per-worker files are still surfaced.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest standalone representative of the change set: it fixes the collision at the source and preserves downstream debug-log collection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying captured_info xdist collision in testing_utils; 45645 extends the same fix with workflow handling, so they are mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 31, + "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": 22, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "8a720b0d49dc159f652a0e02afb2db2421739c0edd3c1d6d3eee8d4426681b38", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5521, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5521, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at the subsystem level: PR 46126 is a focused EP/Trainer integration change, while PR 46269 is a much broader distributed branch-base PR that happens to touch some of the same files. They do not look like the same concrete change or bug fix, so the soft edge should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46269 is the broader, more central distributed branch-base PR and has more activity; it is the better cluster representative than the narrower EP integration PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 46269 is the better overall representative for the cluster because it is larger in scope and more actively discussed, even though it is not a duplicate of 46126.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: 46126 is a specific EP + Trainer integration around router/tensor-parallel code, while 46269 is a broad distributed branch-base PR spanning FSDP, accelerate, loading, and other unrelated areas. They do not appear to fix the same concrete code-path problem or be safely mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "332bde1755e625dc93028eed418ed918f48e9045268541b98dc73efc7ea91448", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26686, + "estimated_input_tokens": 6672, + "estimated_eval_tokens": 13600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: the cluster is a set of unrelated workflow-maintenance PRs that only look similar because of generic titles and a shared CI/workflow theme. The strongest apparent overlaps are within pr-ci-security-gate.yml, but those PRs still implement different hardening changes and should not be merged as one duplicate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR for duplicate triage: the items are heterogeneous. If a representative is needed, 46554 is the most substantive security-related workflow change, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the best representative only because it has the clearest concrete workflow hardening and the most substantial diff; the rest are isolated, unrelated workflow tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow changes in different files/paths; only share generic CI-maintenance similarity." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflows: self-comment-ci message handling vs PR CI security-gate permissions/flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different self-comment CI vs security-gate workflow hardening; not the same code-path change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and fixes; no shared underlying bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Self-comment CI stdin handling is unrelated to build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different fixes; only broad CI-maintenance overlap." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner secret handling vs assign-reviewers checkout ref change are separate changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security concerns; not the same concrete change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner changes do not match PR CI security-gate permission changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions and benchmark dispatch logic are unrelated workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows with different fixes; same broad subsystem is not enough." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Permissions tweak in anti-slop.yml is unrelated to build-ci-docker-images shell fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes; no same underlying bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref change is unrelated to benchmark_v2 trigger expansion." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow logic and files; not the same fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers behavior is unrelated to PR CI security-gate hardening." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow trigger change and build-ci-docker-images commit parsing are separate issues." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow behaviors; only generic CI similarity." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci-docker-images commit-message handling is unrelated to PR CI security-gate checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different code paths; not a duplicate change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different fixes: one adds checks/checkout, the other changes permissions and gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but one adds workflow-file checks while the other documents reusable-workflow safety." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, different hardening changes: security-check logic vs secrets inheritance tightening." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both are PR CI gate tweaks, but they address different concerns and cannot be merged as one fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Distinct changes within the same workflow file; permissions/approval gating vs secrets handling." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Commentary/documentation on reusable workflow safety is not the same as changing secrets: inherit to secrets: {}." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci-docker-images shell quoting fix is unrelated to PR CI security-gate notes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner setup and PR CI reusable-workflow notes are separate changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated fixes; no shared code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner secret cleanup is unrelated to PR CI security-gate secrets inheritance." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "4f074df1d0be4c8c2b2e36c2db9cc809366b556e9d942e991343a73736599ade", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4882, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4882, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same off-by-one bug in the right-side sliding window mask (`-dist <= right_window_size` vs `<`). PR 47162 is the broader, more complete fix, also covering a second identical implementation and tests.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it fixes the same bug in MoonshineStreaming plus the analogous Gemma4 implementation and adds tests, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the best representative because it covers the full scope of the underlying off-by-one mask bug across all affected code paths, not just the narrower MoonshineStreaming files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying off-by-one right-window masking bug and same fix pattern; 47162 is a superset of 46310 and could 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": 26, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "87a35af9f8a00434ea731c245dd6dfaf136fadb55aa34bceea1beda33a6b2eee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated fixes in tokenization code: one corrects CodeLlama decode stripping, the other teaches auto-tokenization to pick the right tokenizer for specific DeepSeek checkpoints. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single issue/PR unifies both changes; if forced to pick a representative, PR #46574 is a more concrete, self-contained bug fix with a narrower code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the cleaner exemplar of the cluster because it fixes a specific, reproducible decode bug in one tokenizer implementation. PR #46580 addresses a different model-class selection problem in auto-tokenization.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and different code paths: CodeLlama decoder stripping on decode vs. auto tokenizer class selection for DeepSeek checkpoints. They would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 31, + "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-46903-3", + "nodes": [ + "pull_request:46903", + "pull_request:46958", + "pull_request:47090" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:47090" + ], + "prepared_review_unit_hash": "d3d936a0c5d3fd5cd1727bf7bc5ca0af615b4d48010630b40916b3975afed44f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8781, + "estimated_input_tokens": 2196, + "estimated_eval_tokens": 4648 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8781, + "estimated_input_tokens": 2196, + "estimated_eval_tokens": 4648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "46958 and 47090 are duplicates for the CohereASR training-loss double-shift bug; 47090 is the better canonical PR because it keeps the framework loss path intact while 46958 replaces it with a direct CrossEntropyLoss. 46903 is related in theme but targets a different model set and should not be merged with the others.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the best canonical PR: it fixes the same CohereASR loss-shift bug as 46958, but does so in the more correct way by preserving the shared loss helper behavior (including reduction/accumulation handling) and by extending the fix to the additional affected models.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the strongest representative of the duplicate cluster because it addresses the same concrete CohereASR bug as 46958 with a cleaner implementation and broader coverage, while 46903 is a separate model-specific change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": false, + "reason": "Both touch similar loss-shift logic, but they target different model sets and different explicit issue contexts; this is a pattern match, not the same underlying PR change." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "They overlap on CohereASR files, but 46903 is centered on PPFormulaNet and a broader multi-model refactor; the concrete fix scope is not the same PR-level bug." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same concrete CohereASR double-shift loss bug; 47090 is essentially a superset/cleaner implementation of the same fix and could plausibly subsume 46958." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 31, + "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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "c4537ae967adc6f6c16a357098e3c77e7cebcebdab12b0580cf1e9c08008796e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same chat CLI area and both address management URLs around a `/v1` base, but they are not duplicates: one normalizes the stored base URL, while the other rewrites an individual management request to the service root.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47303 is the better canonical representative because it targets the broader routing problem directly, routing management calls to the service root rather than only normalizing the base URL object.", + "best_issue_reason": null, + "best_pr_reason": "PR 47303 is the strongest standalone fix: its helper and request update more explicitly align management endpoints with the service root, making it the more complete and general solution.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Related but not the same concrete change: 47140 normalizes the chat CLI base URL when it ends in `/v1`, while 47303 changes the management request routing to the service root. They touch the same file, but they are different code-path fixes and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 31, + "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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "b1868f7f03e4dc20f23e2bb9f61b3097b37fc697d8e0c03c0b6830eed33f4330", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes label-smoothing loss scaling during gradient accumulation, while the other adds and enforces `min_tokens_to_keep` in `TopHLogitsWarper`. They do not share the same underlying bug or change and should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the stronger canonical PR for this cluster because it has an explicit issue link and a narrowly defined, concrete bug fix tied to training loss scaling.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the best representative PR because it has the clearest problem statement, explicit tracking issue, and the more directly actionable fix description.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different code paths and problems: gradient accumulation/label smoothing in `Trainer` vs logits warping behavior in generation. They are not the same underlying fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 31, + "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-47315-2", + "nodes": [ + "pull_request:47315", + "pull_request:47430" + ], + "soft_pairs": [ + "pull_request:47315|pull_request:47430" + ], + "prepared_review_unit_hash": "ff97ca40863b1544f71a48c562435c215b32902a565c03af616a42138e6ea441", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are in the same compressed_tensors MoE decompression area, but they fix different bugs: one corrects packed-shape reconstruction for non-32-divisible bit widths, while the other collects zero_point for asymmetric weights. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47430 is the better representative of the cluster because it is the more complete decompression-path change, spanning both compressed_tensors and quantizer handling for asymmetric MoE experts.", + "best_issue_reason": null, + "best_pr_reason": "PR 47430 is the strongest standalone candidate: it addresses a concrete decompression bug, includes the supporting quantizer-side change, and is more self-contained than the narrower shape-fallback fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47315", + "right": "pull_request:47430", + "accept": false, + "reason": "Related subsystem, but different underlying bugs and code paths: 47315 fixes incorrect weight_shape fallback for 3/5/6/7-bit packing, while 47430 fixes missing zero_point propagation for asymmetric experts." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 31, + "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-47400-2", + "nodes": [ + "pull_request:47400", + "pull_request:47421" + ], + "soft_pairs": [ + "pull_request:47400|pull_request:47421" + ], + "prepared_review_unit_hash": "9ba3034c355c464efef8a1d60daa8c1cc73e2e22b499dbb4e8093c4c299a2385", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4618, + "estimated_input_tokens": 1155, + "estimated_eval_tokens": 2566 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4618, + "estimated_input_tokens": 1155, + "estimated_eval_tokens": 2566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two feature PRs with similar GGUF loading scaffolding, but they target different model integrations: Phi-2 vs DeepSeek-V3 (deepseek2 arch). They share files and implementation areas, yet are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single best duplicate representative: these are separate GGUF support additions for different architectures, so neither PR should be treated as the canonical counterpart of the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47400", + "right": "pull_request:47421", + "accept": false, + "reason": "They touch the same GGUF support code paths, but one adds Phi-2 support and the other adds DeepSeek-V3 support; different concrete model integrations, so not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/manifest.json b/snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..02237cb567a5fbf9a76d1bad36b163b420f394b4 --- /dev/null +++ b/snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260722t060034z", + "artifacts": { + "hybrid": "snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-22T06:12:48Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260722T060034Z", + "variant": "hybrid" +} diff --git a/snapshots/20260722T060034Z/manifest.json b/snapshots/20260722T060034Z/manifest.json index f974f17b591185e5d031c2d3f4e37d43b64ec26e..e9f4cf2675352fde9810e20778df41acab51d809 100644 --- a/snapshots/20260722T060034Z/manifest.json +++ b/snapshots/20260722T060034Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 768 }, "extracted_at": "2026-07-22T06:00:34Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260722t060034z", + "runs": { + "hybrid-model-20260722t060034z": { + "analysis_id": "hybrid-model-20260722t060034z", + "artifacts": { + "hybrid": "snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260722T060034Z/analysis-runs/hybrid-model-20260722t060034z/manifest.json", + "model": null, + "published_at": "2026-07-22T06:12:48Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260722T060034Z", "watermark": {