diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 0b2f27ac7682a9cbd282f079e2e26198adf47d3f..d617c5238d72ad79dcf06f033b861c3aea5d27d4 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260422T120052Z", - "generated_at": "2026-04-22T12:09:12Z", + "snapshot_id": "20260422T180025Z", + "generated_at": "2026-04-22T18:09:32Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1053,7 +1053,7 @@ "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 41211, "canonical_pr_number": 44339, "issue_numbers": [ @@ -1064,8 +1064,7 @@ 44339 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -1150,152 +1149,108 @@ ] }, { - "cluster_id": "cluster-43656-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", + "cluster_id": "cluster-44514-6", + "summary": "Cluster of 4 issues and 2 PRs centered on issue #44521.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43824, - "canonical_pr_number": 43656, + "confidence": 0.6, + "canonical_issue_number": 44521, + "canonical_pr_number": 44535, "issue_numbers": [ - 43824 + 44514, + 44521, + 44545, + 45290 ], "pr_numbers": [ - 43656, - 43836, - 43842 + 44535, + 44543 ], "evidence_types": [ "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43656, - "right_pr_number": 43836, - "code_similarity": 0.36, - "size_similarity": 0.176, - "file_overlap": 1.0, - "area_overlap": 0.051, - "patch_similarity": 0.048, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ] - } - ] - }, + "left_pr_number": 44535, + "right_pr_number": 44543, + "code_similarity": 0.121, + "size_similarity": 0.477, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.169, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, + "area_overlap": 0.667, + "patch_similarity": 0.882, "shared_filenames": [ - "src/transformers/cli/serve.py" + "src/transformers/loss/loss_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/cli/serve.py", + "filename": "src/transformers/loss/loss_utils.py", "left_ranges": [ - [ - 11, - 18 - ], [ 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 + 50 ] ], "right_ranges": [ [ - 54, - 61 - ], - [ - 587, - 593 + 30, + 43 ] ] } ] - }, + } + ] + }, + { + "cluster_id": "cluster-43824-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 43824, + "canonical_pr_number": 43836, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ { "left_pr_number": 43836, "right_pr_number": 43842, @@ -1347,56 +1302,6 @@ } ] }, - { - "cluster_id": "cluster-43240-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43240, - "canonical_pr_number": 43251, - "issue_numbers": [ - 43240 - ], - "pr_numbers": [ - 43251, - 43254 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43251, - "right_pr_number": 43254, - "code_similarity": 0.794, - "size_similarity": 0.64, - "file_overlap": 1.0, - "area_overlap": 0.667, - "patch_similarity": 0.882, - "shared_filenames": [ - "src/transformers/loss/loss_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/loss/loss_utils.py", - "left_ranges": [ - [ - 30, - 50 - ] - ], - "right_ranges": [ - [ - 30, - 43 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1515,49 +1420,273 @@ ] }, { - "cluster_id": "cluster-45563-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45563.", + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45563, - "canonical_pr_number": 45565, - "issue_numbers": [ - 45563 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], "pr_numbers": [ - 45565, - 45575 + 44018, + 44068 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 45565, - "right_pr_number": 45575, - "code_similarity": 0.709, - "size_similarity": 0.667, + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, "file_overlap": 1.0, - "area_overlap": 0.526, - "patch_similarity": 0.607, + "area_overlap": 0.425, + "patch_similarity": 0.866, "shared_filenames": [ - "src/transformers/generation/utils.py" + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" ], "shared_file_areas": [ { - "filename": "src/transformers/generation/utils.py", + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", "left_ranges": [ [ - 2300, - 2318 + 458, + 464 ] ], "right_ranges": [ [ - 2305, - 2314 + 458, + 464 ] ] } @@ -1566,7 +1695,18 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-44514-6", + "canonical_issue_number": 44521, + "duplicate_issue_numbers": [ + 44514, + 44545, + 45290 + ], + "reason": "Issues in cluster-44514-6 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41211-3", @@ -1575,7 +1715,7 @@ 41356 ], "target_issue_number": 41211, - "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." }, { "cluster_id": "cluster-43240-3", @@ -1586,16 +1726,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43656-4", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43836, - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -1605,6 +1735,15 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, @@ -1622,6 +1761,24 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44514-6", + "canonical_pr_number": 44535, + "duplicate_pr_numbers": [ + 44543 + ], + "target_issue_number": 44521, + "reason": "PRs in cluster-44514-6 are treated as duplicates because they converge on issue #44521 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -1630,22 +1787,13 @@ ], "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-45563-3", - "canonical_pr_number": 45565, - "duplicate_pr_numbers": [ - 45575 - ], - "target_issue_number": 45563, - "reason": "PRs in cluster-45563-3 are treated as duplicates because they converge on issue #45563 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-41211-3", - "issue_number": 41211, - "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", - "score": 148.0 + "cluster_id": "cluster-44514-6", + "issue_number": 44521, + "reason": "Issue #44521 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 8 discussion comments plus 5 inbound references.", + "score": 181.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 0c65014f0cf6cc4bf5af227a6d29f8f07c19a813..d7b35fefd97e01f8d7545b7138b97a8577e4e810 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": "20260422T120052Z", - "generated_at": "2026-04-22T12:09:12Z", + "snapshot_id": "20260422T180025Z", + "generated_at": "2026-04-22T18:09:32Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,7 +26,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "cf649f9b9856122366cdb67fd4649209142ca58ef11b06e55c7b69ac3efe0c11", + "prepared_review_unit_hash": "dfe6a0a7ff27be9c299961655d69ea55daa906853cef8388929fbccc1533780f", "component_budget": { "node_count": 3, "item_count": 3, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster does not look like a single duplicate set. One issue is unrelated (Tapas tokenization), and the two model-loading issues are only loosely similar from their titles alone.", - "confidence": 0.73, - "canonical_issue_reason": "Issue #16618 is the broadest and most general model-loading report in the group, so it is the best candidate to serve as the hub if these were to be grouped.", + "summary": "These look like two model-loading/download complaints and one unrelated tokenization bug; the broadest and most representative issue is the general model-load failure in 16618.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 16618 is the most general user-facing model-loading problem, while 15980 is specifically about private-model auth/error wording and 13244 is a separate Tapas tokenization mismatch.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #16618 is the best representative because its title is generic and could subsume related loading failures, while #15980 is specifically about private-model authentication and #13244 is unrelated.", + "best_issue_reason": "16618 best captures the cluster\u2019s shared theme of failing to load a model and is the broadest candidate for deduping nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying problems: TAPAS tokenization mismatch versus a model-loading failure for bert-base-uncased. Same broad ML ecosystem, but not the same bug." + "reason": "Different underlying problem: Tapas tokenization parity with TensorFlow vs a model-loading failure for bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about a bad auth/error message when downloading a private model, while #16618 concerns failing to load bert-base-uncased. Titles suggest different failure modes and likely different fixes." + "reason": "15980 is about private-model download/auth error messaging; 16618 is a generic inability to load a specific public model, so the concrete bugs do not clearly match." } ] }, @@ -87,7 +87,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:24643", "issue:30277", @@ -203,118 +203,124 @@ "issue:41093|issue:41762", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "afe20e379c359238cd511977591dd626b5ca5622b4c7d549505e2f64326a9b49", + "prepared_review_unit_hash": "1d45e9f2626283393ba1a8f1d44e10970986d33bdd899613e91e76a710122e52", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46482, - "estimated_input_tokens": 11621, - "estimated_eval_tokens": 23498 + "serialized_chars": 46476, + "estimated_input_tokens": 11619, + "estimated_eval_tokens": 23494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only the DeepSpeed ZeRO-3 index-0 failures look like true duplicates. The rest are different model/config/documentation issues with similar wording but distinct root causes.", - "confidence": 0.79, - "canonical_issue_reason": "43638 is the best representative of the repeated DeepSpeed ZeRO-3 index-0-out-of-bounds bug; it most closely matches 43596 and is generic enough to cover the same failure mode.", + "summary": "This cluster is mostly heterogeneous: model-specific runtime, export, docs, and distributed-training bugs. I only see one true duplicate pair: the two DeepSpeed ZeRO-3 Bert index-out-of-bounds reports. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43596 is the cleaner canonical issue: it reports the same DeepSpeed ZeRO-3 + Bert index-0 out-of-bounds failure as issue:43638, and it is the earlier report.", "canonical_pr_reason": null, - "best_issue_reason": "43638 has the clearest duplicate signal and the most reusable description for the shared ZeRO-3 index-0 bug.", + "best_issue_reason": "issue:43596 is the best representative of the only confirmed duplicate group in this set, with the clearest same-code-path failure description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions runtime failure." + "reason": "Both are Qwen3.5-related, but they describe different failures and code paths: missing config field vs streaming chat/completions behavior." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and symptoms; dtype mismatch on Mistral-3 preprocessing is not the same as GPT-OSS failing on AMD GPUs." + "reason": "Different model families and failure modes: Mistral-3 image/text dtype mismatch vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are model/runtime problems, but the autocast dtype mismatch and AMD GPU failure are distinct bugs." + "reason": "Different models and different bugs: autocast dtype mismatch in Phi-tiny-MoE vs GPU backend failure in GPT-OSS." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different code paths: AMD GPU runtime failure vs invalid method call in GraniteMoEHybrid." + "reason": "Different model implementations and error types; no shared concrete code-path bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to the GPT-OSS AMD GPU issue." + "reason": "Different models and subsystems: Qwen-3 NVFP4 runtime error vs GPT-OSS AMD GPU issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated failures." + "reason": "Different problems: DeepSpeed collective mismatch in training vs ModernBERT ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3MoE FP8 failure are different model/export paths." + "reason": "Different model/export bug versus Qwen3MoE FP8 config failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export vs auto device mapping CUDA assert are not the same bug." + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert are unrelated failures." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup issues, but they cover different missing references and not one underlying defect." + "reason": "Both are docs cleanup issues, but they target different removed features and different pages." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export error and GenerationMixin import error are unrelated." + "reason": "Different subsystems: ONNX export vs GenerationMixin import path breakage." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Similar index/shape wording, but one is ZeRO-3 index-0-out-of-bounds and the other is a mask-vs-tensor shape mismatch." + "reason": "Both mention index errors, but the specific symptoms and contexts differ; not the same underlying bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different concrete errors: ZeRO-3 index-0-out-of-bounds vs mask shape mismatch." + "reason": "Different error shape/context: Bert ZeRO-3 index-0 OOB vs mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch is unrelated to GPT-OSS tensor-parallel issues." + "reason": "Different model and failure mode: tensor/mask shape mismatch vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different bugs: mask shape mismatch vs Qwen3.5 embedding unpacking with TRL." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping failure is a different bug from the mask/index mismatch error." + "reason": "Tokenizer-mapping model addition bug is unrelated to the mask/tensor shape error." }, { "left": "issue:34634", @@ -326,217 +332,169 @@ "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is an index-0-out-of-bounds init error." + "reason": "Both involve DeepSpeed, but collective mismatch and Bert index-out-of-bounds are distinct failures." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds failure mode on Bert; very likely duplicate reports of the same bug." + "reason": "Same DeepSpeed ZeRO-3 + Bert index-0 out-of-bounds error on the same code path; these look like duplicate reports." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/reload inconsistency are different problems." + "reason": "Different model/task issues: detokenization bug vs LoRA merge/save/reload output mismatch." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy being called is unrelated to GPT-OSS tensor-parallel loading." + "reason": "Liger kernel cross-entropy path and GPT-OSS tensor-parallel failure are not the same bug." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error and LoRA save/reload mismatch are separate issues." + "reason": "Different models and different failure modes: Qwen-3 NVFP4 runtime error vs LoRA weight merge/save inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation mismatch is not the same as the mask shape mismatch bug." + "reason": "Activation-checkpointing/FSDP recomputed size mismatch is unrelated to the mask shape error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the training weight-dimension error and collective mismatch are different failure points." + "reason": "Both are DeepSpeed training issues, but the concrete errors and triggers differ." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime paths; detokenization is unrelated to AMD GPU execution failures." + "reason": "Different models and domains: detokenization vs AMD GPU runtime failure." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert init bug is unrelated to GPT-OSS tensor-parallel support." + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Checkpointing tensor-size mismatch and custom trainer signature mismatch are unrelated." + "reason": "Activation checkpointing/FSDP size mismatch is unrelated to the custom trainer loss signature change." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different bugs and different subsystems." + "reason": "Different models and code paths; same distributed-training theme is too broad for duplicate triage." }, { "left": "issue:43716", - "right": "issue:44560", + "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Mistral-3 preprocessing dtype mismatch and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Mistral tokenizer regex patch are separate code paths." + "reason": "Gemma3 vLLM config attribute error and Mistral tokenizer patch crash are different bugs." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch is not the same as GPT-OSS TP failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime error are unrelated." + "reason": "Different failures: collectives mismatch in Deepspeed vs trainer API change." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "TRL SFT embedding unpacking failure is different from GPT-OSS tensor-parallel behavior." + "reason": "Liger kernel cross-entropy usage is unrelated to the mask/tensor shape mismatch." }, { "left": "issue:34928", - "right": "issue:41720", + "right": "issue:36010", "accept": false, - "reason": "FSDP/activation checkpointing mismatch is unrelated to the CUDA assert on Qwen3 auto device mapping." + "reason": "Activation checkpointing/FSDP bug and GenerationMixin import error are unrelated." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "Both are docs issues about v5 removals, but they target different removed references." + "reason": "Both are DeepSpeed-related, but Qwen/Gemma-style loading issues are not the same as the Bert ZeRO-3 index bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs and run-command docs are distinct documentation problems." + "reason": "Both are docs issues, but they cover different removed APIs and should not be merged as duplicates." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 CUDA assert are unrelated." + "reason": "Gemma3TextConfig missing sliding_window_pattern and Qwen3 cuda assert are different failures." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading failure are different issues." + "reason": "Checkpoint corruption and NemotronH loading failure are different underlying problems." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Unit test loading failure and corrupted checkpoint are not the same bug." + "reason": "Different issues: Liger kernel cross-entropy call vs Qwen3-vl video StopIteration." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Same model family, but different APIs and failures; not the same underlying bug." + "reason": "Unit-test model load failure and checkpoint corruption are not the same bug." }, { - "left": "issue:43792", + "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and PretrainedConfig pydantic breakage are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different precision/tracing bugs." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "GenerationMixin import error and Gemma3 config attribute error are unrelated." - }, - { - "left": "issue:44841", - "right": "issue:45084", - "accept": false, - "reason": "Processor failure for Voxtral and compile error on non-template nodes are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45507", - "accept": false, - "reason": "Mistral-3 preprocessing dtype mismatch and GraniteMoEHybrid invalid method are different bugs." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Autocast dtype mismatch and Qwen-3 NVFP4 runtime error are distinct failures." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross_entropy behavior and TRL SFT embedding unpacking are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Both report the same ZeRO-3 index-0-out-of-bounds failure when loading/training with size-0 tensors; likely the same underlying bug." - }, - { - "left": "issue:43901", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs regressions, but they refer to different removed features and separate fixes." + "reason": "Torch-version incompatibility and pydantic PretrainedConfig breakage are unrelated." }, { "left": "issue:39290", - "right": "issue:41720", + "right": "issue:43531", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "Different Qwen3/Gemma sliding-window problems with different configs and symptoms." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Checkpoint corruption and NemotronH load failure are different issues." + "reason": "Mask shape/index tensor mismatch is unrelated to Bert ZeRO-3 index-out-of-bounds." }, { - "left": "issue:43854", + "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Test loading problem and corrupted checkpoint are not the same root cause." + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 scenarios and errors; not one duplicate bug." + "reason": "Both are Qwen3.5, but one is transformers chat crash and the other is streaming chat/completions failure." }, { "left": "issue:43792", @@ -548,25 +506,37 @@ "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different precision/tracing failures in different model paths." + "reason": "Mixtral grouped_mm tracing error and Phi-tiny-MoE autocast mismatch are different bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError and config attribute error are unrelated." + "reason": "GenerationMixin import error and Gemma3 sliding-window config issue are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template compile error are unrelated." + "reason": "Voxtral processor failure and template-node compilation error are different code paths." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM config error and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The duplicate calls on 43596/43638 and 41762/43638 are supported by the titles, and the rest of the pairwise rejections generally avoid overclaiming. I didn\u2019t see a soft-edge verdict that clearly overstates the evidence." + "feedback": "The summary is grounded in the packet, and the lone accepted duplicate pair (issue:43596 / issue:43638) is supported by the titles and the high similarity score. The other soft-edge verdicts are conservatively rejected rather than overstated. No PR-pair concerns apply because there are no PRs in the packet." }, "evaluator_used": true, "retried": false, @@ -585,7 +555,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:36331", "issue:39186", @@ -637,16 +607,16 @@ "issue:45507" ], "soft_pairs": [ - "issue:44387|issue:45005", "issue:43572|issue:45070", + "issue:44387|issue:45005", "issue:43541|issue:45161", "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43366|issue:45464", "issue:43531|issue:45070", "issue:44661|issue:45464", - "issue:43054|issue:43994", "issue:39290|issue:43742", + "issue:43054|issue:43994", "issue:43541|issue:44589", "issue:41093|issue:43596", "issue:42915|issue:43541", @@ -660,8 +630,8 @@ "issue:44360|issue:44512", "issue:42915|issue:45399", "issue:44918|issue:45507", - "issue:43975|issue:44292", "issue:44492|issue:44512", + "issue:43975|issue:44292", "issue:43950|issue:44534", "issue:43644|issue:43950", "issue:44292|issue:45507", @@ -672,247 +642,247 @@ "issue:36331|issue:41762", "issue:44560|issue:45507" ], - "prepared_review_unit_hash": "b2e577c6f3d2140d6913596dd66ccb5e139223286084d688ac13ff9a801f8487", + "prepared_review_unit_hash": "da7f744214f9226c785285d5928d31b8e78187e6a1702bc70686eaba85ed9e29", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37563, - "estimated_input_tokens": 9391, - "estimated_eval_tokens": 19038 + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model- or regression-specific issues bundled into one loose cluster. The only clear duplicate subcluster is the non-persistent buffer corruption regression in v5.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43950 is the most specific and diagnostic report of the non-persistent buffer regression, with an explicit v5.x corruption symptom and a clear `from_pretrained()` failure mode.", + "summary": "Most soft similarities are too weak to treat as duplicates from the packet alone. The only clearly duplicate-like chain is the non-persistent-buffer regression cluster around issue:43950; the SigLIP2 pair is not strong enough to merge conservatively.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer regression: it directly names the v5 loading corruption and is the most specific statement of the bug in this group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 best represents the only clearly cohesive duplicate set in this cluster; it is the most complete statement of the buffer-corruption regression.", + "best_issue_reason": "issue:43950 is the most actionable standalone report here: it is specific, clearly described, and captures the core regression without overgeneralizing.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:43572", + "right": "issue:45070", "accept": false, - "reason": "Int4 quantization/OOM regression vs tied-weights translation-model issue; different failure modes." + "reason": "Both are v5 config-related regressions, but the concrete failures differ: missing StableLmConfig field vs a PretrainedConfig/pydantic field breakage." }, { - "left": "issue:43572", - "right": "issue:45070", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is separate from the pydantic `PretrainedConfig` field break." + "reason": "Both touch v5 and model weights, but one is an int4 memory/OOM regression while the other is a tied-weights issue on translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch dynamo grouped_mm tracing crash vs GPT-OSS tensor-parallel support problem; not the same bug." + "reason": "Both involve MoE models, but the failures are different: torch dynamo grouped_mm tracing vs tensor-parallel support not working." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi MoE vs Qwen3.5 streaming chat/completions failure." + "reason": "Different models and different failure modes: autocast dtype mismatch in Phi-tiny-MoE versus streaming chat/completions failure on Qwen3.5." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected `_is_hf_initialized` arg during `init_empty_weights` is distinct from the pydantic config regression." + "reason": "init_empty_weights/_is_hf_initialized is a model-loading API break; the other report is a pydantic/PretrainedConfig regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support request for gpt-oss is not the same as a Qwen3.5 streaming inference bug." + "reason": "GGUF support for gpt-oss and Qwen3.5 streaming inference are unrelated problems." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE `sliding_window` bug is unrelated to `PretrainedConfig`/pydantic breakage." + "reason": "Qwen3-MoE sliding-window handling is unrelated to the PretrainedConfig/pydantic break." }, { "left": "issue:44661", "right": "issue:45464", "accept": false, - "reason": "Tokenizer-mapping failure in `add-new-model-like` is a different code path from streaming inference." + "reason": "Tokenizer mapping/add-new-model-like failure is a different code path from the Qwen3.5 streaming issue." }, { - "left": "issue:43054", - "right": "issue:43994", + "left": "issue:39290", + "right": "issue:43742", "accept": false, - "reason": "Both involve SigLIP2, but one reports degraded embeddings and the other nonsensical AutoModel/pipeline output; too little evidence of one underlying bug." + "reason": "Both are loading/config errors, but they concern different models and different missing attributes/key errors." }, { - "left": "issue:39290", - "right": "issue:43742", + "left": "issue:43054", + "right": "issue:43994", "accept": false, - "reason": "Gemma3 `sliding_window_pattern` missing attribute vs MobileLLM key-error on load; different model/config issues." + "reason": "Both are about SigLIP2, but the packet only shows a docs/example plus quantization-failure report versus a broader bad-output/embedding-quality report; that is not enough to call the same bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage are unrelated runtime errors." + "reason": "Grouped_mm tracing on Mixtral and missing Float8 storage are unrelated runtime failures." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-shape mismatch in one path vs DeepSpeed ZeRO-3 zero-sized tensor indexing in another." + "reason": "Both are index/shape errors, but one is a mask-length mismatch and the other is a DeepSpeed ZeRO-3 init/index-out-of-bounds problem." }, { "left": "issue:42915", "right": "issue:43541", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as Mixtral grouped_mm tracing failure." + "reason": "Different MoE-related failures: FineGrainedFP8Config vs torch dynamo grouped_mm tracing." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b vs a GLM5 issue; no shared underlying bug shown." + "reason": "Perplexity on gpt-oss-20b and a GLM5 issue are not the same bug." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP `'weight' must be 2-D` and TRL embedding unpacking failure are distinct training-time errors." + "reason": "FSDP weight-dimension error and TRL unpacking failure are different training/runtime issues." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but the affected models and reported failures differ too much to merge as one bug." + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader translation-model v5 report." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization breakage is unrelated to flash-attn2 fallback checks." + "reason": "Notebook custom-model initialization and flash-attn2 fallback checks are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type crash is not the same underlying issue as tied weights." + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to tied-weight handling." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading is a different model-loading bug from tied weights." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weights regression are different problems." + "reason": "Quantization/offloading behavior does not match the tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA-indexer discussion/joke is not the same as docs mentioning a removed run command." + "reason": "A DSA indexer ReLU discussion is unrelated to a docs command reference issue." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 support failure vs flash-attn fallback gating; different fixes." + "reason": "FineGrainedFP8Config on Qwen3MoE and flash-attn2 fallback blocking are different subsystems and symptoms." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL SFT embedding unpacking error and GraniteMoEHybrid invalid-method call are unrelated." + "reason": "TRL SFT unpacking on Qwen3.5 is unrelated to GraniteMoEHybrid calling an invalid method." }, { - "left": "issue:43975", - "right": "issue:44292", + "left": "issue:44492", + "right": "issue:44512", "accept": false, - "reason": "Detokenization bug in deepseek-coder is separate from the Qwen-3-8B NVFP4 runtime error." + "reason": "A cache-strategy typo and removed run-command docs are not the same issue." }, { - "left": "issue:44492", - "right": "issue:44512", + "left": "issue:43975", + "right": "issue:44292", "accept": false, - "reason": "Cache-strategy typo and stale docs about a removed command are unrelated documentation issues." + "reason": "DeepSeek detokenization and Qwen-3-8B-NVFP4 runtime errors are different model-specific bugs." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same v5 regression where non-persistent buffers are corrupted/filled with junk after loading." + "reason": "These describe the same v5 regression where non-persistent buffers are corrupted or filled with junk during loading." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same non-persistent-buffer corruption regression; 43950 is the more specific description of the bug." + "reason": "Same underlying non-persistent-buffer regression: one report states the corruption directly and the other describes the same junk-filled buffer behavior." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 runtime failure and GraniteMoEHybrid invalid-method error do not appear to share a code path." + "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch on Phi MoE vs RLHF NaN explosion from 3D position_ids and SDPA fallback." + "reason": "Both mention Qwen/MoE-style runtime problems, but autocast dtype mismatch is not the same as the 3D position_ids/BF16-collapse report." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example problems are different from a report about weak text embeddings." + "reason": "The packet does not establish the same bug: one is a docs/example plus quantization-failure report, the other is a broader poor-embedding result report." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is separate from missing `all_tied_weights_keys` on MolmoForCausalLM." + "reason": "AutoTokenizer loading error for Voxtral and missing all_tied_weights_keys on MolmoForCausalLM are different loader/model-class bugs." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted Ovis2 checkpoint vs generic loading noise; not the same defect." + "reason": "Ovis2 checkpoint corruption and generic loading noise are unrelated." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer `compute_loss()` kwarg breakage is unrelated to DeepSpeed ZeRO-3 loading/index errors." + "reason": "Trainer compute_loss kwarg mismatch and DeepSpeed ZeRO-3 index-out-of-bounds are unrelated training bugs." }, { "left": "issue:44560", "right": "issue:45507", "accept": false, - "reason": "Qwen3-vl video `StopIteration` and GraniteMoEHybrid invalid-method issues are distinct." + "reason": "Qwen3-vl embedding video StopIteration and GraniteMoEHybrid invalid-method calls are different failures." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only clearly supported duplicate subcluster is the non-persistent buffer corruption regression (issue:43644 / issue:43950 / issue:44534), and the rest of the pairwise rejections avoid over-merging unlike issues. No obvious evidence overstatement or unmergeable PR-pair claim." + "accept": false, + "feedback": "The summary is slightly overstated. The non-persistent-buffer pair (43950/44534 and 43644/43950) is well supported by the titles, but the SigLIP2 pair (43054/43994) is not clearly the same bug from the packet alone: one is a docs/example + quantization-failure report, the other is a broader bad-output/embedding-quality report. Also, the canonical/best-issue wording leans on a duplicate linkage that is not established in the packet. Please keep the soft-edge verdicts more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -928,7 +898,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:36331", "issue:38175", @@ -988,10 +958,10 @@ "issue:43881|issue:43883", "issue:44403|issue:44451", "issue:42947|issue:43856", - "issue:43643|issue:45020", "issue:43975|issue:45520", - "issue:43782|issue:44960", + "issue:43643|issue:45020", "issue:44403|issue:44488", + "issue:43782|issue:44960", "issue:42491|issue:44368", "issue:41762|issue:42915", "issue:43975|issue:44451", @@ -1017,256 +987,250 @@ "issue:42915|issue:43872", "issue:36331|issue:41093" ], - "prepared_review_unit_hash": "9955d509fcfbab0e0755a5f6c0f20634de886f6fd6badc5a5c545906cb771698", + "prepared_review_unit_hash": "aad49452eeb67c998348888deac397242ad1f42295b7ce51458d3f8635e85508", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38581, - "estimated_input_tokens": 9646, - "estimated_eval_tokens": 19548 + "serialized_chars": 38577, + "estimated_input_tokens": 9645, + "estimated_eval_tokens": 19546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of model-loading and v5 regression reports across unrelated models. Only a few soft edges look like true duplicates: the docs pipeline-removal reports, the SigLIP2 implementation discrepancy pair, and the Whisper fbank/extract feature path pair.", - "confidence": 0.69, - "canonical_issue_reason": "No single perfect canonical issue exists, but issue 45020 is the broadest umbrella in the set: recent-version / remote_code breakage during model loading. It is the best representative of the cluster\u2019s dominant theme, though many items are still distinct bugs.", + "summary": "Mostly unrelated issue set with a few clear duplicates in the same sub-bug families: SigLIP2 quality regression, docs regressions around removed pipeline tasks, Qwen3 ZeRO-3 weight loading, and the _is_hf_initialized / init_empty_weights loading bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the set: it captures a current, user-facing loading regression class around remote_code, and is more general than the model-specific symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best global anchor because it captures the broadest and most central loading/regression pattern in the cluster and can contextually group several nearby reports, even if it does not subsume every issue here.", + "best_issue_reason": "45020 is the best overall issue candidate because it is open, broadly scoped, and describes a concrete regression class rather than a narrow one-off model failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different bugs: bitsandbytes init-arg incompatibility vs missing Float8 storage registration." + "reason": "Both are loading/type errors, but they point to different underlying failures: an unexpected _is_hf_initialized argument vs a missing Float8 storage type." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading failures, but for different models and different failure modes." + "reason": "Different models and different failure modes; one is a bad error message, the other is a load failure." }, { "left": "issue:38175", "right": "issue:43054", - "accept": false, - "reason": "Same SigLIP2 family, but zero probabilities and degraded text embeddings are different symptoms without enough evidence of one root cause." + "accept": true, + "reason": "Both describe SigLIP2 output regressions and are consistent with the same underlying model implementation discrepancy." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both involve memory, but one is gradient checkpointing/LoRA ineffective and the other is int4 quantization OOM." + "reason": "Both are training/memory complaints, but one is LoRA gradient checkpointing and the other is int4 quantization OOM; not the same bug." }, { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "Same SigLIP2 text-embedding regression/discrepancy; the HF-vs-JAX mismatch plausibly explains the degraded embeddings." + "reason": "Same SigLIP2 regression family; 43493 is the broader implementation discrepancy, and 43054 is a symptom of it." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Unrelated failures: GLM-4V loading vs Molmo missing all_tied_weights_keys." + "reason": "Different model-specific loading bugs with no clear shared code-path." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; not the same underlying bug." + "reason": "Generic loading noise vs a specific model load failure; not the same underlying issue." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different Qwen3 MoE training issues with different causes and symptoms." - }, - { - "left": "issue:43643", - "right": "issue:45020", - "accept": false, - "reason": "45020 is a broad umbrella; 43643 is a specific AutoConfig/trust_remote_code symptom, not clearly the same bug." + "reason": "Both mention training/memory, but they involve different subsystems and failure mechanisms." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different subsystems entirely: detokenization regression vs flash_attn import key error." + "reason": "Detokenization regression and flash_attn import lookup are unrelated." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Different models and different load-time failures." + "reason": "Both touch remote_code, but one is missing fields from AutoConfig and the other is a broader loading regression; not enough to treat as the same bug." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Qwen2.5-VL import error vs bitsandbytes _is_hf_initialized mismatch." + "reason": "Both are model loading complaints, but about different models and different root causes." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Both mention loading, but one is docs/UX noise while the other is a concrete model load failure." + "reason": "Different model families and different errors." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both are Qwen LoRA-related, but one is cross-version model usability and the other is a tie_word_embeddings warning." + "reason": "Both involve Qwen3/MoE configuration warnings or incompatibilities, but they are not the same concrete failure." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different DeepSpeed/Qwen problems: ZeRO-3 load failure vs FineGrainedFP8Config failure." + "reason": "Both are DeepSpeed-related, but one is Gemma3 ZeRO-3 loading and the other is Qwen3 MoE weight conversion; different bugs." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Different model-specific tokenizer/detokenization issues." + "reason": "Detokenization bug vs a model loading failure; unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Tokenizer codec/warning regression is not the same as broad remote_code breakage." + "reason": "Remote_code loading regressions and a Kimi tokenizer regression are different code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Model-class mapping failure vs broad remote_code breakage; related area, not same bug." + "reason": "Tokenizer mapping edge case vs general remote_code loading regressions; not the same bug." }, { "left": "issue:43054", "right": "issue:43278", "accept": false, - "reason": "Both touch embeddings, but one is quality regression and the other is dtype drift between train/eval." + "reason": "Both mention embeddings, but one is a quality regression and the other is a dtype change between train/eval." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Same as above: import error vs bitsandbytes constructor mismatch." + "reason": "Import error for a VL class and bitsandbytes _is_hf_initialized incompatibility are unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; different code paths." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both still reference pipeline tasks removed in v5." + "reason": "Same docs regression: both say removed pipeline tasks are still documented after v5 removals." }, { "left": "issue:43792", "right": "issue:44220", "accept": true, - "reason": "Both point to the Whisper audio feature-extraction/fbank path failing." + "reason": "Likely the same audio feature-extraction bug: the Whisper model failure is plausibly caused by _torch_extract_fbank_features()." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback checks; unrelated failures." + "reason": "Mistral tokenizer regex crash and flash-attn fallback gating are different problems." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different bugs: untied lm_head weights vs non-persistent buffer corruption in from_pretrained." + "reason": "lm_head tying bug and non-persistent buffer corruption are distinct initialization/loading regressions." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different models and unrelated loading/corruption reports." + "reason": "Different model families and different loading/data integrity problems." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 training issue vs broad remote_code breakage; not the same underlying bug." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is not the same as generic remote_code loading breakage." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error vs flash-attn fallback blocking; different subsystems." + "reason": "Key error while loading a specific model and flash-attn fallback checks are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific model key error is not the same as broad remote_code regression." + "reason": "A model-specific key error is not the same as the broader remote_code regression." }, { "left": "issue:41553", - "right": "issue:44991", + "right": "issue:44488", "accept": false, - "reason": "Bad error message for one model vs tokenizer load failure for another; not duplicate." + "reason": "Different models and different load errors." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but different Qwen variants and likely different root causes." + "accept": true, + "reason": "Both report Qwen3-family ZeRO-3 weight-loading failures; same underlying DeepSpeed loading path is likely broken." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Different bitsandbytes/init-empty-weights incompatibilities with different error signatures." + "accept": true, + "reason": "Same unexpected _is_hf_initialized argument regression during empty-weight/model initialization." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different models." + "reason": "Different model load failures with no clear shared root cause." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed weight conversion vs DeepSpeed gradient averaging; related area, not same bug." + "reason": "Qwen3 MoE weight conversion failure and GAS gradient averaging regression are separate DeepSpeed issues." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different models and different failure types." + "reason": "Both are loading-related, but they concern different models and different symptoms." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer compute_loss API mismatch vs tensor mask shape mismatch; unrelated." + "reason": "Trainer signature mismatch and mask/tensor shape mismatch are unrelated errors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the cluster being a mix of unrelated loading/regression issues. The only accepted soft edges are well-supported by the titles (docs pipeline removals, SigLIP2 discrepancy, Whisper fbank path), and the rejected pairs are generally framed cautiously rather than overstated. 45020 is a reasonable broad anchor, with appropriate caveats that it does not subsume the whole cluster." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The accepted pairs are plausibly same-bug families based on their titles/body context, while the rejections avoid over-connecting superficially similar but distinct failures. No clear overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1285,7 +1249,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:24643", "issue:30064", @@ -1305,7 +1269,6 @@ "issue:43644", "issue:43645", "issue:43646", - "issue:43708", "issue:43720", "issue:43824", "issue:43828", @@ -1313,7 +1276,7 @@ "issue:43950", "issue:43957", "issue:43994", - "issue:44075", + "issue:44155", "issue:44451", "issue:44479", "issue:44488", @@ -1334,7 +1297,8 @@ "issue:45313", "issue:45325", "issue:45357", - "issue:45538" + "issue:45538", + "issue:45584" ], "soft_pairs": [ "issue:41093|issue:44805", @@ -1342,6 +1306,7 @@ "issue:43872|issue:45538", "issue:44530|issue:44863", "issue:43366|issue:43828", + "issue:44155|issue:45584", "issue:24643|issue:30064", "issue:43366|issue:43531", "issue:43550|issue:44910", @@ -1365,226 +1330,225 @@ "issue:38175|issue:39692", "issue:42491|issue:43720", "issue:44960|issue:44977", - "issue:44451|issue:44488", - "issue:43708|issue:44075" + "issue:44451|issue:44488" ], - "prepared_review_unit_hash": "31e1998fd2fad8db2d1200aec73d9372eb673c7520456010259c4dbe642fad94", + "prepared_review_unit_hash": "7045a11735340c7f06cf4a00a94c1575ea90f6c824a96e126016cd4cfa510a59", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36648, - "estimated_input_tokens": 9162, - "estimated_eval_tokens": 18580 + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set. I\u2019d keep only two soft duplicate pairs as accepted: the mask-shape mismatch reports and the non-persistent-buffer corruption reports. The other pairs are related by model family or broad subsystem in some cases, but the evidence here is not strong enough to treat them as the same underlying bug.", + "summary": "Mostly a heterogeneous set of transformer/model-loading bugs with a few clear duplicate pairs. Only a small number of soft edges look like the same underlying issue; most others are related only at a broad subsystem level and should stay separate.", "confidence": 0.77, - "canonical_issue_reason": "Issue 43644 is the clearest canonical report for the non-persistent-buffer regression: it describes the Transformers v5 junk-fill behavior directly, and 44534 appears to be the same bug with a near-identical title.", + "canonical_issue_reason": "For the clearly duplicated non-persistent-buffer regression, issue #44534 is the cleanest representative: it states the bug plainly and matches the earlier report #43644.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the strongest representative issue in this set because it is explicit, actionable, and has a close duplicate in 44534; it best anchors the non-persistent-buffer regression cluster.", + "best_issue_reason": "Issue #43950 is the strongest standalone report overall because it most precisely describes the from_pretrained corruption bug and provides the most actionable framing of the regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask/index shape-mismatch failure; 44805 is the broader wording of the same IndexError." + "reason": "Same IndexError mask/tensor shape mismatch symptom; the titles are near-identical and point to the same off-by-one-style bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both involve Qwen video paths, but the titles point to different regressions and not one concrete shared bug." + "reason": "Both are Qwen video-related, but one is a v5.3.0 input regression and the other is a StopIteration during embedding handling; not the same concrete bug." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Different subsystems and failures: bitsandbytes storage/init incompatibility vs tokenizer max-length behavior." + "reason": "Unrelated failures: bitsandbytes Int8Params constructor incompatibility vs CLIPTokenizer max_length behavior." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Unrelated problems: PagedAttentionCache/Qwen3.5 crash vs NemotronH checkpoint loading." + "reason": "Different code paths and symptoms: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different bugs: GGUF/gpt-oss support vs Phi-tiny-MoE dtype mismatch under autocast." + "reason": "Different model families and different failure modes; shared broad loading context is not enough." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch-leak bug and Whisper empty-transcription failure are unrelated code paths." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "No shared code path: DeepSpeed weight-shape error vs void segmentation-map processing." + "reason": "Completely different subsystems: DeepSpeed training weight shape error vs image processor void segmentation handling." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Only a loose Qwen3-MoE association; one is GGUF support, the other is a sliding-window bug." + "reason": "Both mention Qwen3-MoE/GGUF-ish areas, but one is architecture support and the other is sliding_window behavior; not the same bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model families and mechanisms: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids handling." + "reason": "Different models and distinct failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids crash." }, { "left": "issue:43645", "right": "issue:43646", "accept": false, - "reason": "Related Transformers 5.0 custom-model breakage, but the reported failure modes are not specific enough to merge as one bug." + "reason": "Both are custom-model-init regressions, but one is Jupyter-specific and the other is generic initialization; not enough to merge as one bug." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Different regressions: non-persistent-buffer corruption vs Qwen2.5-VL rope/index scaling." + "reason": "Non-persistent-buffer corruption and Qwen2.5-VL rope scaling are unrelated issues." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Broad model-loading theme only; gpt-oss GGUF support is unrelated to missing Float8 storage." + "reason": "GGUF gpt-oss support request is unrelated to Float8 storage lookup failure." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different failures in different paths: video StopIteration vs embedding unpacking during TRL SFT training." + "reason": "Both involve Qwen3.x video/text workflows, but the reported failures are different and not clearly the same code-path." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Both are load/import regressions, but they affect different classes of models and code paths." + "reason": "ImportError for a missing Qwen2.5-VL class is distinct from meta-device loading regressions." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading issues are distinct defects." + "reason": "Qwen3-MoE FP8 config failure and meta-device loading issues are different bugs." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime issue is unrelated to GGUF gpt-oss support." + "reason": "3d_parallel execution failure is unrelated to GGUF model-architecture support." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model family and symptom class, but the evidence only shows similar bad outputs, not the same concrete bug." + "accept": true, + "reason": "Same SigLIP2 inference corruption on google/siglip2-base-patch16-224; both describe broken outputs for the same model family and likely same fix." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model initialization breakage and non-persistent-buffer corruption are different regressions." + "reason": "Custom model initialization regressions and non-persistent-buffer corruption are different issues, even though both involve Transformers 5.x loading behavior." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video StopIteration and mask/tensor shape mismatch are unrelated failures." + "reason": "Different bugs: a Qwen3-vl-embedding video StopIteration vs a mask/tensor shape mismatch IndexError." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 config failure." + "reason": "GenerationMixin import error and Qwen3-MoE FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different code paths: DeepSpeed ZeRO-3 empty-index failure vs tokenizer-mapping-name handling." + "reason": "Deepspeed ZeRO-3 Bert index error is not the same as add-new-model-like/tokenizer mapping validation." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading regressions, but they target different models and validation failures." + "reason": "Strict config blocking granite_speech and tiny-random glm4v config validation are different loading issues." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 BertModel failure is unrelated to add-new-model-like/tokenizer mapping." + "reason": "ZeRO-3 empty-index error with BertModel is unrelated to tokenizer mapping-name validation." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-identical reports of the same Transformers v5 non-persistent-buffer junk-fill regression." + "reason": "Same non-persistent-buffer regression in Transformers v5; the titles describe the same bug almost verbatim." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different loading/memory issues: dequantized offload loading vs Strix Halo mmap/OOM." + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different problems." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Separate Qwen3.5 regressions: ZeRO-3 weight loading vs incorrect save_pretrained visual-encoder keys." + "reason": "Qwen3.5 ZeRO-3 weight loading failure and save_pretrained visual-encoder key regression are different bugs." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both involve SigLIP2, but one is output quality and the other is a docs/example mismatch plus quantization failure." + "reason": "Related SigLIP2 context, but 39692 is a docs-example/model-processor mismatch plus quantization failure, not the same concrete runtime bug as zero probabilities." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different model-loading regressions: Qwen3-MoE LoRA compatibility vs BitNet packed-weight unpacking." + "reason": "LoRA/qwen3_moe hf4.x vs hf5.x compatibility is unrelated to BitNet packed-weight loading." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Unrelated models and failures: GLM5 vs Qwen3.5 flash-attention generation bug." + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated model-specific issues." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-load failures, but they point to different checkpoints and no shared defect is established." - }, - { - "left": "issue:43708", - "right": "issue:44075", - "accept": false, - "reason": "Trainer resume/max_steps accounting bug is unrelated to SGD argument handling." + "reason": "Both are model-loading complaints for different checkpoints, but the available evidence is not enough to conclude the same underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The writeup is mostly grounded, but it overstates duplicate certainty in a couple of soft-edge calls. In particular, issue:44479 vs issue:44560 and issue:38175 vs issue:43994 are only loosely supported by the titles alone; they look related by model family / symptom class, but not clearly the same bug. The summary also phrases these as \"clear duplicate pairs,\" which is stronger than the packet evidence justifies. The safer accepted pairs are issue:41093 vs issue:44805 and issue:43644 vs issue:44534; the rest should stay conservative." + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft pairs are defensible: 41093/44805 and 43644/44534 are near-verbatim duplicate regressions, and 38175/43994 is a reasonable conservative match on the same SigLIP2 output-corruption symptom. The rejects are appropriately cautious and do not overclaim." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1600,7 +1564,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:36010", "issue:39404", @@ -1618,13 +1582,13 @@ "issue:43645", "issue:43646", "issue:43708", - "issue:43828", "issue:43854", "issue:43856", "issue:43873", "issue:43931", "issue:43957", "issue:43994", + "issue:44075", "issue:44155", "issue:44164", "issue:44291", @@ -1652,6 +1616,7 @@ "issue:45406" ], "soft_pairs": [ + "issue:43708|issue:44075", "issue:43854|issue:43931", "issue:43856|issue:43873", "issue:42491|issue:45276", @@ -1665,9 +1630,9 @@ "issue:42915|issue:44756", "issue:42491|issue:43931", "issue:44661|issue:44683", - "issue:45276|issue:45335", "issue:42491|issue:43856", "issue:43404|issue:43454", + "issue:45276|issue:45335", "issue:36010|issue:39404", "issue:44164|issue:44291", "issue:41720|issue:44155", @@ -1677,8 +1642,8 @@ "issue:44387|issue:44756", "issue:43425|issue:43957", "issue:44292|issue:44912", - "issue:42947|issue:43381", "issue:43854|issue:45216", + "issue:42947|issue:43381", "issue:44291|issue:44756", "issue:45276|issue:45292", "issue:44743|issue:44960", @@ -1689,294 +1654,286 @@ "issue:45292|issue:45335", "issue:44479|issue:44877", "issue:44402|issue:44451", - "issue:43645|issue:44164", "issue:43257|issue:44863", - "issue:43425|issue:43828", - "issue:43828|issue:43957" + "issue:43645|issue:44164" ], - "prepared_review_unit_hash": "1a6e86bc21033eaca11499ada59c91691e59c965eadb7f5b81a8eb94ddf772af", + "prepared_review_unit_hash": "7f2d7383e6fde3637a5a1bd896236fae67c50eb0c3f1332e8c4eebaac87827fb", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39812, - "estimated_input_tokens": 9953, - "estimated_eval_tokens": 20162 + "soft_pair_count": 40, + "serialized_chars": 39470, + "estimated_input_tokens": 9868, + "estimated_eval_tokens": 19992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The batch contains multiple loose groups, with at least two coherent duplicate families: a resize_token_embeddings propagation family (45292/45276/45335) and a separate lm_head weight-tying family (43404/43454). 45292 is the best representative for the resize_token_embeddings family, but the cluster is not single-family.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45292 is the best representative of the resize_token_embeddings family because it describes the generic propagation failure most clearly, with 45276 and 45335 as close model-specific variants.", + "summary": "This set is mostly a grab-bag of unrelated issue pairs. The only clear duplicate subgroup is the `resize_token_embeddings` regression, plus one strong pair about untied `lm_head` weights in vision-language generation models.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45276 is the best canonical issue for the `resize_token_embeddings` regression cluster: it is the broadest report and directly covers the downstream embedding/output-head propagation problem that also appears in 45292 and 45335.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest issue candidate for one coherent duplicate family, but not the only one; the batch also contains a plausible separate lm_head weight-tying family around 43404/43454.", + "best_issue_reason": "issue:45276 is the strongest global issue anchor in this set because it represents the clearest multi-report duplicate cluster; the other pairs are mostly unrelated or only loosely similar.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resumption step calculation vs unused SGD optimizer args." + }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures; same broad area, not the same bug." + "reason": "Both are model-loading failures, but for different models and different root symptoms." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both involve memory/quantization, but the symptoms and code paths differ." + "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA checkpoint compatibility vs resize_token_embeddings propagation are unrelated." + "reason": "Unrelated: LoRA compatibility across versions vs token-embedding resizing behavior." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 failure modes: cuda assert vs FP8 config loading." + "reason": "Same model family, but different failures: device-map CUDA assert vs FineGrainedFP8Config load failure." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Separate model-loading bugs for different models and mechanisms." + "reason": "Different models and different loading paths; no concrete shared bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a docs/example issue and the other is an inference correctness problem." + "reason": "Same SigLIP2 family, but one is a doc-example/quantization issue and the other is incorrect runtime outputs." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory pressure, but they are distinct regressions." + "reason": "Both concern memory, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory OOM." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load failures, but for different models with no clear shared concrete bug." + "reason": "Both are tokenizer-loading failures, but the reports are on different models and the underlying cause is not specific enough to merge." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Completely different components: chat crash vs processor attribute error." + "reason": "Different model families and different failures: chat crash vs Gemma4Processor attribute error in serve." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different Transformers 5.0 regressions with different failure surfaces." + "reason": "Both are Transformers 5.0 regressions, but they describe different breakages." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 loading failure vs mmap/OOM workaround are unrelated." + "reason": "Different subsystems: Qwen3 MoE FP8 loading vs mmap-related OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3 checkpoint/model-loading problems." + "reason": "Different model/version compatibility problems with no shared concrete code path." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping bug vs torch flex_attention compile failure are unrelated." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings regression: resized embeddings are not propagated to model-specific output/decoder embeddings." + "reason": "Tokenizer mapping logic vs compiled flex attention on newer torch are unrelated." }, { "left": "issue:42491", "right": "issue:43856", "accept": false, - "reason": "Different Qwen3 MoE checkpoint compatibility and memory-usage problems." + "reason": "Different problems: LoRA portability across versions vs Qwen3 MoE training memory usage." }, { "left": "issue:43404", "right": "issue:43454", "accept": true, - "reason": "Same lm_head weight-tying defect showing up in two model classes; one fix could plausibly cover both." + "reason": "Same underlying bug pattern: missing `lm_head` weight tying causes bad generation in related vision-language conditional generation models." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same regression class: `resize_token_embeddings` does not propagate updated embeddings/output heads to model-specific components." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language are unrelated." + "reason": "Completely different issues: import error for `GenerationMixin` vs Whisper pipeline `return_language` behavior." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different serialization/init regressions: extra_state handling vs init_empty_weights argument mismatch." + "reason": "Different serialization/init failures: `extra_state` handling vs `init_empty_weights` unexpected argument." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different models and failures; no shared code-path evidence." + "reason": "Different bugs: Qwen3 device-mapping assert vs AudioFlamingo3 track-to-track leakage." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are loading/tokenizer-related, but the reported model-specific failures differ." + "reason": "Both are tokenizer/model loading complaints, but not the same concrete defect." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading memory issues, but not the same concrete defect." + "reason": "Related to quantization and memory, but the failures are distinct." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 example bug and GLM5 are unrelated." + "reason": "Different model families and unrelated symptoms." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are OOM-related, but the triggers and fixes are unrelated." + "reason": "Both are OOM reports, but one is int4 quantization memory growth and the other is mmap on specific hardware." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version compatibility and meta-device loading are distinct problems." + "reason": "Both involve loading/runtime compatibility, but they are different torch/version-specific failures." }, { - "left": "issue:44292", + "left": "issue:44291", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and model families." + "reason": "Unexpected `_is_hf_initialized` argument vs MXFP4 fallback to bf16 are unrelated." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Different gradient-checkpointing issues with different conditions." + "reason": "Different model-loading and save-pretrained regressions." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Different models and different failure modes: loading vs save_pretrained regression." + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is an eval-mode restriction." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init argument vs Strix Halo mmap/OOM are unrelated." + "reason": "Unrelated: init_empty_weights argument handling vs mmap OOM." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings family; 45292 is the broad generic report and 45276 is a model-specific manifestation." + "reason": "Same `resize_token_embeddings` bug: downstream output embeddings are not updated correctly." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Recurrent-state cache bug and GLM5 are unrelated." + "reason": "Unrelated model-specific recurrence/cache bug vs GLM5 issue." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction vs RLHF NaN explosion are different bugs." + "reason": "Different training/runtime failures: checkpointing in eval mode vs SDPA fallback causing gradient explosion." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failure vs mmap/OOM workaround are unrelated." + "reason": "Different causes and code paths: meta-device loading vs mmap-induced OOM." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Serialization extra_state bug vs Strix Halo memory issue are unrelated." + "reason": "Different issues: save/load extra_state vs mmap on Strix Halo." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression and resume_from_checkpoint max_steps bug are unrelated." + "reason": "Custom model initialization regression vs checkpoint resume step counting are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings propagation bug affecting output/decoder embeddings." + "reason": "Same bug family: `resize_token_embeddings` fails to update model-specific embedding/output modules." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict config loading are unrelated." + "reason": "Different model-loading regressions: video-input path vs strict config loading." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab mismatch and model load failure are not clearly the same defect." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Notebook/custom-model init issue and extra_state save/load issue are separate regressions." + "reason": "Different tokenizer/model loading failures without evidence of the same root cause." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE deepspeed loading and NemotronH checkpoint loading are different model-specific bugs." - }, - { - "left": "issue:43425", - "right": "issue:43828", - "accept": false, - "reason": "Torch compatibility issue and autocast dtype mismatch are unrelated." + "reason": "Different models and different loading failures." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failure are different bugs." + "reason": "Jupyter custom-model initialization breakage is unrelated to `extra_state` save/load handling." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the packet supports at least two coherent duplicate families, not just one. The resize_token_embeddings set is grounded, but the best_issue_reason overstates uniqueness by calling it the only strongly coherent duplicate set. Also, the lm_head weight-tying pair (43404/43454) is itself a plausible duplicate family, so the summary should be more conservative about cluster structure." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The three accepted duplicate links around `resize_token_embeddings` are well supported, and the `lm_head`-tying pair is also plausibly the same bug class. No pair is overstated into a merge where the packet evidence only shows loose similarity." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1992,13 +1949,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:32090", - "issue:34567", "issue:36032", "issue:39404", - "issue:40444", "issue:40990", "issue:42947", "issue:43299", @@ -2012,6 +1967,7 @@ "issue:43644", "issue:43645", "issue:43716", + "issue:43828", "issue:43856", "issue:43883", "issue:43901", @@ -2033,27 +1989,30 @@ "issue:44683", "issue:44756", "issue:44805", + "issue:44811", "issue:44863", "issue:44898", "issue:44912", "issue:44918", - "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45161" + "issue:45161", + "issue:45584" ], "soft_pairs": [ + "issue:43425|issue:43828", + "issue:43828|issue:43957", "issue:44589|issue:44756", "issue:43906|issue:44530", "issue:43931|issue:44863", - "issue:39404|issue:44912", "issue:43611|issue:43645", - "issue:44530|issue:45084", + "issue:39404|issue:44912", "issue:43425|issue:43716", - "issue:44265|issue:44898", + "issue:44530|issue:45084", "issue:43901|issue:44509", "issue:43299|issue:43931", + "issue:44265|issue:44898", "issue:44479|issue:44805", "issue:43994|issue:44079", "issue:44671|issue:44991", @@ -2067,245 +2026,255 @@ "issue:32090|issue:39404", "issue:43582|issue:43632", "issue:44991|issue:45081", - "issue:40990|issue:43421", "issue:43957|issue:44164", + "issue:40990|issue:43421", "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:43883|issue:44488", "issue:43425|issue:45161", "issue:43611|issue:43644", - "issue:44206|issue:44220", + "issue:44811|issue:45584", "issue:42947|issue:44756", - "issue:44488|issue:44987", - "issue:34567|issue:40444", - "issue:43716|issue:45084" + "issue:44206|issue:44220" ], - "prepared_review_unit_hash": "d315a8e1dee27dd5881a7440280ae534ce3c476401cce9376c2704d404937530", + "prepared_review_unit_hash": "642228e3e48f6478b3226f547d49c164a42ee086f976a1217408c7ba44c01f4d", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38181, - "estimated_input_tokens": 9546, - "estimated_eval_tokens": 19348 + "serialized_chars": 38178, + "estimated_input_tokens": 9545, + "estimated_eval_tokens": 19346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous grab-bag of Transformers v5 regression reports, with many unrelated model/tokenizer/training issues. I do not see any soft-edge pair that looks like a true duplicate, so all soft edges are rejected.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43611 is the broadest, most general representative here: a Transformers v5 model-loading regression. It best fits the recurring pattern across the cluster better than the narrower model- or tokenizer-specific reports.", + "summary": "No strong duplicate cluster emerges here: the soft pairs are mostly broad-topic lookalikes (v5 regressions, Whisper issues, tokenizer loading, model loading) but they point to different concrete bugs/code paths. I\u2019d treat them as separate issues.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must stand in for the set, issue #43611 is the broadest core regression: it targets a central Transformers v5 model-loading breakage and is more representative than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best umbrella issue for this cluster because it describes the most general load-path regression and can absorb the broad duplicate chatter around v5 loading failures.", + "best_issue_reason": "Issue #43611 is the best single representative candidate because it describes a core loading regression in v5 and sits closest to the common theme among the similar-looking reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a Torch 2.10 compatibility claim; the other is a Phi-tiny-MoE autocast dtype mismatch. Different failures." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for one model vs meta-device loading breakage across models; not the same bug." + }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Different failure classes: storage lookup/type error vs mmap-related OOM avoidance. No shared code path." + "reason": "Float8 storage serialization error vs Strix Halo mmap/OOM behavior; unrelated code paths." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as a PagedAttentionCache linear_attention crash; different models and code paths." + "reason": "A reproduction of an older issue vs a Qwen3.5 PagedAttentionCache group-type crash; different problems." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading complaints, but they target different model families and failure modes (shape mismatch vs checkpoint loading support)." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline language-return regression is unrelated to MXFP4 quantization fallback/loading behavior." + "reason": "Both are model-loading failures, but for different models and likely different root causes/code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve v5 loading regressions, but one is base_model_prefix/model loading and the other is custom model initialization in notebooks; not the same bug." + "reason": "Base_model_prefix loading regression vs custom model initialization in Jupyter notebooks; distinct regressions." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Qwen3.5 cache crash and template-node compilation error are unrelated issues." + "reason": "Whisper pipeline return_language regression vs MXFP4 quantization fallback on git-oss-20b; unrelated." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and an image preprocessor dtype mismatch are separate problems." + "reason": "Generic Torch compatibility complaint vs Mistral-3 image preprocessor/model dtype mismatch; different issues." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "torch.export with torch_compilable_check is a different failure path from Perceiver interpolation handling." + "reason": "Qwen3.5 cache/group-type crash vs a template compilation error; unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they cover different documentation gaps and different pipeline/task content." + "reason": "Both are docs-related, but they cover different pipeline-task deprecations and behavior changes." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same broad area (Qwen/VL loading) but different concrete bugs: MoE loading breakage vs checkpoint shape mismatch." + "reason": "Different model families and different load-time failures; too broad to merge." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Perceiver resize/interpolation failure; separate code paths." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape IndexError are not the same underlying bug." + "reason": "Qwen VL video regression vs a mask/tensor shape IndexError; not the same underlying bug." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "One is a bad-results complaint for a specific model; the other is a ModelOutput key assignment bug." + "reason": "Model output quality issue vs a ModelOutput key-assignment bug; different layers of the stack." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction correctness and tokenizer loading for est-roberta are unrelated." + "reason": "CamemBERT MLM prediction regression vs tokenizer loading failure for est-roberta; unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory inefficiency is unrelated to disabling mmap on Strix Halo to avoid OOM." + "reason": "Qwen3 MoE memory usage vs Strix Halo mmap/OOM workaround; different problems." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language output and CamemBERT masked-LM predictions are different model-specific regressions." + "reason": "Whisper pipeline bug vs CamemBERT MLM predictions; unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity anomaly and gradient-checkpointing ineffectiveness are distinct training/optimization issues." + "reason": "High perplexity on gpt-oss-20b vs gradient checkpointing/LoRA behavior; not the same issue." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup error and template-node compilation failure are unrelated." + "reason": "Float8 storage lookup error vs template-node compilation failure; different failures." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3 initialization index error and compiled flex_attention on torch>=2.9 are different code paths." + "reason": "DeepSpeed zero3/BERT index error vs flex_attention compile failure on newer Torch; unrelated." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch 2.10 incompatibility and TRL input-embedding unpacking failure are unrelated regressions." + "reason": "Torch compatibility complaint vs Qwen3.5 embedding unpacking with TRL; different concrete bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer special-token conflict and gguf_file/from_pretrained breakage are not the same bug." + "reason": "T5 tokenizer method-name conflict vs gguf_file loading breakage; distinct tokenizer/model-loading paths." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + "reason": "Trainer GPU broadcast TypeError vs Whisper return_language regression; unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different issues." + "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; separate issues." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is a specific tokenizer load failure while the other is a Mistral regex patch crash with a different trigger." + "reason": "Different tokenizer-loading bugs for different models and different mechanisms." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43957", + "right": "issue:44164", "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor updates are unrelated." + "reason": "Meta-device loading regression vs save/from_pretrained extra_state handling; different lifecycle stages." }, { - "left": "issue:43957", - "right": "issue:44164", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Meta-device loading breakage and extra_state save/from_pretrained handling are separate model lifecycle bugs." + "reason": "Perplexity/model-quality issue vs special-token post-processor update bug; unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Extra_state serialization and video-input regression have no common concrete failure path." + "reason": "Save/load extra_state bug vs Qwen VL video regression; different subsystems." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for a specific model and Mistral regex patch crash are different issues." + "reason": "Loading sleng-bert fails vs Mistral regex patch crash; not the same bug." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo and tokenizer-loading failure for sleng-bert are unrelated." + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM vs model-loading failure for a different checkpoint; unrelated." }, { "left": "issue:43425", "right": "issue:45161", "accept": false, - "reason": "Torch version incompatibility and GPT-OSS MoE tensor-parallel behavior are not the same bug." + "reason": "Torch 2.10 incompatibility vs GPT-OSS MoE tensor-parallel issue; different root causes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is model-loading/base_model_prefix and the other is non-persistent buffer initialization; different concrete problems." + "reason": "Both are v5 regressions, but one is loading models via base_model_prefix and the other is non-persistent buffer initialization; not the same fix." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Audio feature-extractor center-arg crash and _torch_extract_fbank_features() issue are related area-wise, but not clearly the same underlying defect." + "reason": "Both are Whisper-related, but one is batch_decode skipping special tokens and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:42947", "right": "issue:44756", "accept": false, - "reason": "LoRA gradient-checkpointing behavior and Strix Halo mmap OOM are unrelated." + "reason": "LoRA gradient checkpointing effectiveness vs Strix Halo mmap/OOM; unrelated." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Loading sleng-bert and loading physical-intelligence/fast on newer transformers are different tokenizer/model-loading failures." + "reason": "Related audio feature-extraction area, but one is an unsupported-arg crash and the other is a generic _torch_extract_fbank_features issue; not clearly the same underlying bug." } ] }, @@ -2327,22 +2296,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ + "issue:34567", "issue:36032", "issue:39404", - "issue:40990", + "issue:40444", "issue:41553", "issue:42915", "issue:43262", - "issue:43296", "issue:43317", "issue:43322", "issue:43377", "issue:43404", "issue:43452", "issue:43482", - "issue:43531", "issue:43540", "issue:43541", "issue:43582", @@ -2351,6 +2319,7 @@ "issue:43644", "issue:43645", "issue:43646", + "issue:43716", "issue:43819", "issue:43825", "issue:43883", @@ -2361,12 +2330,12 @@ "issue:44451", "issue:44466", "issue:44479", + "issue:44488", "issue:44530", "issue:44534", "issue:44610", "issue:44683", "issue:44756", - "issue:44811", "issue:44849", "issue:44987", "issue:44991", @@ -2379,282 +2348,289 @@ "issue:45507" ], "soft_pairs": [ - "issue:43644|issue:43646", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43716|issue:45084", "issue:43883|issue:44991", + "issue:43644|issue:43646", "issue:43643|issue:44530", "issue:43452|issue:43482", - "issue:36032|issue:42915", "issue:43317|issue:43482", - "issue:43262|issue:43377", "issue:44451|issue:44987", + "issue:36032|issue:42915", "issue:43541|issue:45084", "issue:39404|issue:43825", "issue:42915|issue:44530", "issue:44849|issue:45325", + "issue:43262|issue:43377", "issue:43404|issue:44466", "issue:36032|issue:43645", "issue:43646|issue:44534", "issue:44987|issue:44991", "issue:45084|issue:45507", "issue:43994|issue:44610", - "issue:43377|issue:43819", "issue:43645|issue:44534", "issue:45216|issue:45357", "issue:43322|issue:43540", + "issue:43377|issue:43819", "issue:44403|issue:45081", "issue:44451|issue:45081", "issue:44265|issue:44610", - "issue:43632|issue:44756", "issue:41553|issue:43582", + "issue:43632|issue:44756", "issue:44220|issue:44683", "issue:43404|issue:45127", "issue:42915|issue:45084", "issue:44479|issue:45325", - "issue:44987|issue:45081", - "issue:43296|issue:43531", - "issue:40990|issue:44811" + "issue:44987|issue:45081" ], - "prepared_review_unit_hash": "15f4b920270d163dc4a5f4a0c6aac4791d3343a0d6bd795100e2495900d44ee6", + "prepared_review_unit_hash": "75e22df5a2acf91198120031ec5ebe5c94f7d18256a29b543447e5c1311baa6f", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37892, - "estimated_input_tokens": 9473, - "estimated_eval_tokens": 19202 + "soft_pair_count": 35, + "serialized_chars": 38187, + "estimated_input_tokens": 9547, + "estimated_eval_tokens": 19350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is too heterogeneous to treat as one duplicate set. The GGUF-loading and Qwen3.5 save_pretrained pairs look like real duplicates, but the Qwen video/rope pair is only loosely related and should not be accepted; overall the cluster should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "45216 is the clearest representative of the strongest subcluster: a precise Qwen3.5 save_pretrained regression with a direct follow-up in 45357.", + "summary": "Mostly a heterogeneous set of issue reports with only a couple of clear duplicate pairs: GGUF loading regressions and Qwen3.5 save_pretrained regressions. The rest are different bugs that only share broad subsystem themes.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43452 is the broadest clean duplicate candidate: it describes a generic GGUF/from_pretrained loading regression affecting both tokenizer and causal LM code paths, making it a better anchor than the more model-specific follow-up reports.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the best single issue in the packet because it is concrete, well-scoped, and has the strongest duplicate linkage.", + "best_issue_reason": "issue:43452 is the most reusable representative issue in the cluster because it names the shared API/code path and likely covers the duplicate GGUF-loading reports with the least model-specific noise.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they target different models and different failure modes." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count bookkeeping is unrelated to the iterable-dataset multimodal loading failure." + }, + { + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Both are Transformers v5 regressions, but the bugs are different: non-persistent buffers vs custom model initialization." + "reason": "Image dtype mismatch and template compilation errors are unrelated bugs." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but they affect different models and different failure modes." + "reason": "Different models and different failure paths; only a broad tokenizer-loading theme is shared." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "One is about non-persistent buffer initialization, the other about custom model initialization; not the same bug." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig missing fields and a PagedAttentionCache crash are unrelated code paths." + "reason": "AutoConfig remote-code field loss is unrelated to PagedAttention cache group-type handling." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Both are GGUF-loading regressions; 43482 looks like a model-specific instance of the broader `gguf_file` breakage." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "Tokenizer method conflict and Qwen3Moe FP8 failure are unrelated." + "reason": "Both point to the same GGUF/from_pretrained loading regression in v5; one is the generic API report, the other a model-specific manifestation." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device-map/offload dequantization failure is separate from GGUF loading." + "reason": "GPU+CPU offload/dequantized-model loading is a different code path from the GGUF loading failure." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and MIMI padding-mask batching are different bugs." + "reason": "These are separate model-specific tokenizer/load failures with no clear shared bug." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Similar loading complaints, but no evidence of the same root cause." + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error and template compilation TypeError are different failures." + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to the template compilation error." }, { "left": "issue:39404", "right": "issue:43825", "accept": false, - "reason": "Whisper return_language behavior and a pipeline error-message issue are distinct." + "reason": "Whisper return_language regression and pipeline error-message wording are different issues." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 cache/group-type crash are different problems." + "reason": "Different Qwen3-family failures with different triggers and code paths." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs: output_hidden_states behavior vs rope-index scaling for still-image temporal positions." + "reason": "Hidden-states output bug and RoPE temporal-position scaling bug are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching bug are different problems." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve tied weights, but one is a missing tie and the other is a save/serialization inconsistency." + "reason": "Both involve tied weights, but one is a missing tie and the other is serialization inconsistency; not the same concrete bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict and notebook custom-model initialization breakage are unrelated." + "reason": "Tokenizer special-token conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization and junk non-persistent buffers are separate regressions." + "reason": "Custom model initialization and non-persistent buffer junk are separate regressions." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different affected models and no clear shared bug." + "reason": "Different model loading failures; no shared underlying bug is evident." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node TypeError vs GraniteMoEHybrid invalid method call are unrelated." + "reason": "Template compilation failure and GraniteMoE invalid method call are unrelated." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical outputs and processor image-size mismatch are different issues." - }, - { - "left": "issue:43377", - "right": "issue:43819", - "accept": false, - "reason": "MIMI batching discrepancy and DAC from_latents mismatch are unrelated." + "reason": "Model output quality issue and processor/model size mismatch are different bugs." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook initialization breakage and buffer initialization junk are different bugs." + "reason": "Notebook custom-model init breakage is not the same as the buffer-initialization regression." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a later symptom focused on incorrect visual encoder keys." + "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a later, more specific report about incorrect visual-encoder keys." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segmentation fault and Qwen3OmniMoe video ValueError are unrelated." + "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are distinct failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask mismatch is unrelated to DAC from_latents STE behavior." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading noise and Mistral regex patch crash are different issues." + "reason": "Loading-noise complaint and Mistral regex patch crash are not the same bug." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT load failure and Mistral tokenizer regex crash are unrelated." + "reason": "Different model-loading failure versus tokenizer regex patch crash." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export failure and OmDet-Turbo processor size mismatch are not the same bug." + "reason": "torch.export / torch_compilable_check failure is unrelated to the OmDet processor size mismatch." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "_is_hf_initialized flag regression and mmap/OOM on Strix Halo are unrelated." + "reason": "Bad error message for tokenizer loading and Apple Silicon warmup TypeError are unrelated." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Voxtral tokenizer error message and Apple Silicon allocator TypeError are unrelated." + "reason": "_is_hf_initialized flag regression and mmap OOM workaround are unrelated." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention torch 2.9 failure are different problems." + "reason": "fbank feature extraction issue and compiled flex_attention failure are separate code paths." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied weights, but one is a missing tie and the other is a LoRA-merge collapse case." + "reason": "Tied-weight serialization and LoRA-merge model collapse are different bugs." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 failure and template compilation TypeError are unrelated." + "reason": "FP8 config failure and template compilation failure are unrelated." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "This is only loosely related by Qwen VL/video-positioning terminology; one is a broad video-input regression, the other a specific still-image temporal position_ids scaling bug." + "reason": "Video-input regression and still-image RoPE scaling bug are not the same issue." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different model-loading/tokenizer problems with no evidence of the same root cause." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "Perplexity anomaly and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Model loading failure and Mistral regex patch crash do not share a concrete underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but one accepted soft-edge verdict is too strong for the evidence in the packet. In particular, `issue:44479` vs `issue:45325` is only loosely related by Qwen VL/video-positioning terminology: one is a broad video-input regression across several Qwen models, while the other is a specific still-image temporal position_ids scaling bug. From titles alone, that should be treated as at most a plausible relation, not a true duplicate. The GGUF and Qwen3.5 save_pretrained pairs look more defensible, but this overreach means the cluster should be rejected." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft-edge pairs are reasonably supported by the titles, and the remaining rejections avoid overclaiming duplicate status from broad subsystem similarity alone. The canonical/representative choice for the GGUF loading cluster is also defensible from the issue titles." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2670,15 +2646,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:33666", "issue:35707", "issue:36032", "issue:40444", + "issue:40990", "issue:41720", "issue:42175", "issue:42915", + "issue:43296", "issue:43317", "issue:43377", "issue:43421", @@ -2695,24 +2673,22 @@ "issue:43792", "issue:43818", "issue:43856", - "issue:43881", "issue:44062", "issue:44079", "issue:44265", "issue:44291", "issue:44403", - "issue:44488", "issue:44534", "issue:44568", "issue:44589", "issue:44683", + "issue:44811", "issue:44829", "issue:44877", "issue:44987", "issue:44991", "issue:45020", "issue:45072", - "issue:45081", "issue:45325", "issue:45357", "issue:45381", @@ -2722,18 +2698,20 @@ "issue:45542" ], "soft_pairs": [ + "issue:43296|issue:43531", "issue:42175|issue:45542", - "issue:43611|issue:44534", + "issue:40990|issue:44811", "issue:44062|issue:44987", "issue:42915|issue:44291", + "issue:43611|issue:44534", "issue:43317|issue:43856", "issue:36032|issue:43742", "issue:40444|issue:45325", "issue:43632|issue:44534", "issue:43531|issue:44877", "issue:42915|issue:44589", - "issue:43421|issue:44568", "issue:43818|issue:45357", + "issue:43421|issue:44568", "issue:36032|issue:41720", "issue:43482|issue:45538", "issue:44829|issue:45479", @@ -2748,261 +2726,259 @@ "issue:43482|issue:43525", "issue:44291|issue:44589", "issue:43749|issue:44079", - "issue:43644|issue:44079", "issue:44079|issue:45072", + "issue:43644|issue:44079", "issue:44265|issue:45072", "issue:43632|issue:45072", "issue:40444|issue:45381", "issue:45325|issue:45381", - "issue:43611|issue:43646", "issue:43531|issue:44291", - "issue:41720|issue:45081", - "issue:43881|issue:44488" + "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "19e64b88efc6a87d379bc22ec4008054f502a5ddc56839e8fe883f51e0215850", + "prepared_review_unit_hash": "642079e48ef2694d0212721d6ab6665ae611659d4f0b6461c369e98362eef172", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38422, - "estimated_input_tokens": 9606, - "estimated_eval_tokens": 19468 + "serialized_chars": 38396, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs are false duplicates: they mostly share only a broad subsystem, model family, or Transformers-v5 regression theme, but each points to a different concrete failure mode. No single canonical issue stands out, and there is no PR evidence in this cluster.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the set spans unrelated bugs across tokenizers, loading, vision/video, device mapping, quantization, and training; the similarities are too broad to unify into one underlying defect.", + "summary": "This cluster is thematically similar but mostly contains distinct transformers regressions and model-specific failures (loading, tokenizer, config, FP8, attention, multimodal position IDs). I do not see true duplicate pairs; the best representative issue is the broad open loading-regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest open report and best umbrella for the recent transformers loading/compatibility regressions, while the other issues are narrower and describe different concrete failures.", "canonical_pr_reason": null, - "best_issue_reason": "No clear global best issue. A broad v5-regression report might look umbrella-like, but none of the issues cleanly subsumes the others as the same bug.", + "best_issue_reason": "issue:45020 is the strongest global representative because it is open, broad, and covers the shared theme of recent transformers breakages without being tied to a single model.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different bugs: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window behavior." + }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both concern TensorFlow-related install/backend behavior, but one is about missing TF in `pip install .[torch]` and the other about an undefined TF backend when only tensorboard is installed. Different packaging/config bugs." + "reason": "Both touch TF packaging, but one is missing TensorFlow in the torch extra and the other is an undefined tf backend from tensorboard-only install." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Both are Transformers v5 regressions, but one breaks loading models with `base_model_prefix` and the other corrupts non-persistent buffers. Different code paths and symptoms." + "reason": "Unrelated: GPT-OSS perplexity regression vs Whisper processor.batch_decode skipping special tokens." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "The first is a tokenizer `AddedToken(..., special=...)` argument collision; the second is loading a specific model (`physical-intelligence/fast`) on newer Transformers. Too little evidence of the same defect." + "reason": "Tokenizer AddedToken kwarg conflict vs model loading failure for a specific remote_code model; different code paths." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "One is a FineGrainedFP8Config failure on Qwen3MoE; the other is an `_is_hf_initialized` argument error with `init_empty_weights`. Different initialization/quantization bugs." + "reason": "Both are transformers-v5 loading regressions, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Distinct model-init issues: base_model_prefix loading regression vs non-persistent buffers being filled with junk." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Both mention memory/offload concerns, but one is device_map dequantized loading on gpu+cpu offload and the other is inefficient Qwen3 MoE training memory use. Not the same bug." + "reason": "Different problems: device_map/offload loading failure vs Qwen3 MoE training memory inefficiency." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer `add_special_tokens` conflict in T5Tokenizer versus a key error loading MobileLLM-125M. Same area only at a very high level." + "reason": "Tokenizer method-name conflict vs a model key error during load; not the same bug." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset training with multiple images per prompt and the other is incorrect still-image temporal position scaling in `get_rope_index`. Different failures." + "reason": "Both are Qwen2.5-VL, but one fails on iterable multi-image finetuning and the other is a still-image temporal position-id scaling bug." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but `_is_hf_initialized` handling and junk-filled non-persistent buffers are separate loading/initialization issues." + "reason": "Both are v5 regressions, but they concern different internals: _is_hf_initialized vs non-persistent buffers." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "One is a Qwen3-MoE sliding-window issue; the other is strict config blocking `granite_speech`. No concrete overlap." + "reason": "Qwen3-MoE sliding_window issue vs granite_speech strict-config loading; unrelated failures." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to the `Float8_e4m3fnStorage` lookup/type error. Same quantization theme, different bug." + "reason": "Different FP8-related failures: FineGrainedFP8Config vs missing Float8 storage object." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Runtime post-processor updates for special tokens is not the same as `add_special_tokens=True` failing to add BOS/EOS for a specific tokenizer." + "reason": "Video-LLaVA visual-tower issue vs Qwen3.5 save_pretrained key mapping regression; different models and code paths." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Video-LLaVA missing temporal attention/weight sharing is unrelated to Qwen3.5 `save_pretrained` writing wrong visual encoder keys." + "reason": "Runtime post-processor update bug vs add_special_tokens not adding BOS/EOS for one tokenizer." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict and Qwen3 auto device mapping CUDA assert are unrelated failures." + "reason": "Tokenizer loading conflict vs Qwen3 auto device mapping cudaErrorAssert; not the same underlying issue." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading with Transformers v5 and CLIPTokenizer `model_max_length` being 10**30 are different tokenizer/model-loading problems." + "reason": "GGUF loading breakage in transformers v5 vs CLIPTokenizer max_length being too large; unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both concern degenerate classification training, but one is tied to `flash_attention_3` and the other to `num_labels=1`/`problem_type`. Not the same concrete issue." + "reason": "Both affect training behavior, but one is flash_attention_3 degeneration and the other is the single-label num_labels=1 zero-loss bug." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are unrelated." + "reason": "Different layers: compiled flex_attention on torch>=2.9 vs transformers remote_code loading regressions." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training issues, but multi-GPU training and iterable-dataset multi-image failures are distinct problems." + "reason": "Both are vision-language training issues, but Qwen2 multi-GPU training and Qwen2.5-VL multi-image iterable loading are different problems." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and generic loading noise are not the same bug." + "reason": "Torch compatibility issue vs loading noise/logging issue; not a duplicate." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise and tokenizer load failure for EMBEDDIA/est-roberta are unrelated." + "reason": "Unnecessary loading noise vs tokenizer load failure for a specific model; different symptoms and fixes." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment with `None` versus non-persistent buffer corruption are separate internals issues." + "reason": "ModelOutput key assignment bug vs non-persistent buffer initialization bug; unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL iterable-dataset multi-image training." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable dataset finetuning." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batched vs single-input discrepancies, but MIMI encoder padding-mask support and Gemma3 sliding-window all-padding NaNs are different models and mechanisms." + "reason": "Both mention padding-related behavior, but MIMI encoder batch-vs-single mismatch and Gemma3 NaNs from all-padding sliding windows are different bugs." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper-large-v2 not running and `Float8_e4m3fnStorage` lookup failure are unrelated." + "reason": "Whisper runtime failure vs missing Float8 storage type; separate issues." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading under Transformers v5 and missing `pad_token_id` on `Llama4Config` are distinct loading/config issues." + "reason": "Qwen2.5-GGUF loading regression vs missing pad_token_id on Llama4Config; distinct model/config bugs." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` in init-empty-weights and missing float8 storage are separate v5-related failures." + "reason": "Init-empty-weights argument mismatch vs Float8 storage lookup failure; different failure modes." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "Broken FSDP CPU RAM efficient loading and misassigned ModelOutput keys are unrelated." + "reason": "FSDP CPU RAM efficient loading regression vs ModelOutput key assignment bug; unrelated." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:44079", + "right": "issue:45072", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment bugs affect different code paths." + "reason": "ModelOutput key handling vs dtype mismatch in bfloat16 inference; different concerns." }, { - "left": "issue:44079", - "right": "issue:45072", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "ModelOutput key handling and dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + "reason": "Non-persistent buffer junk vs ModelOutput key assignment; no shared concrete bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "`torch.export.export` failure via `torch_compilable_check` is unrelated to bfloat16 dtype mismatches." + "reason": "torch.export/exportability issue vs bfloat16 dtype mismatch in inference; different code paths." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "`_is_hf_initialized` breakage and dtype mismatch CI failures are not the same bug." + "reason": "_is_hf_initialized regression is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL vision issues, but one is multi-image iterable training failure and the other is wrong video vision_position_ids. Different concrete paths." + "reason": "Both are Qwen2.5-VL, but one is multi-image finetuning and the other is video position-id logic." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both concern Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video input position IDs. Related area, not the same defect." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "`base_model_prefix` loading regression and custom model initialization breakage are separate Transformers v5 issues." + "reason": "Related area, but still-image temporal position scaling and video vision_position_ids are not the same concrete bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` init-empty-weights errors do not share the same code path." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights argument error; unrelated." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Loading `glm-4v-9b` and loading `cjvt/sleng-bert` fail for different models and likely different causes." + "reason": "Both are transformers-v5 loading regressions, but one is base_model_prefix handling and the other is custom initialization; too different to merge." } ] }, @@ -3024,21 +3000,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:34634", "issue:35707", "issue:39692", "issue:40444", + "issue:40990", "issue:41720", "issue:42175", "issue:42915", "issue:43262", "issue:43296", "issue:43317", - "issue:43322", "issue:43377", - "issue:43404", "issue:43454", "issue:43482", "issue:43526", @@ -3046,7 +3021,6 @@ "issue:43606", "issue:43632", "issue:43701", - "issue:43720", "issue:43746", "issue:43749", "issue:43792", @@ -3062,34 +3036,39 @@ "issue:44291", "issue:44387", "issue:44466", + "issue:44488", "issue:44534", "issue:44610", "issue:44617", "issue:44683", "issue:44877", "issue:44898", - "issue:44977", "issue:44991", "issue:45072", + "issue:45081", "issue:45325", "issue:45357", - "issue:45563" + "issue:45563", + "issue:45584" ], "soft_pairs": [ - "issue:43454|issue:44466", + "issue:43881|issue:44488", + "issue:41720|issue:45081", "issue:42175|issue:43296", + "issue:43454|issue:44466", "issue:43994|issue:44898", "issue:44387|issue:44617", "issue:43828|issue:44683", "issue:42915|issue:43482", "issue:43526|issue:43883", "issue:43701|issue:45325", - "issue:43262|issue:43746", "issue:43792|issue:43957", + "issue:43262|issue:43746", "issue:43632|issue:45563", + "issue:40990|issue:45584", "issue:43317|issue:43873", - "issue:43606|issue:44265", "issue:43881|issue:44991", + "issue:43606|issue:44265", "issue:34634|issue:35707", "issue:44186|issue:44265", "issue:44291|issue:44877", @@ -3104,259 +3083,238 @@ "issue:43749|issue:44534", "issue:44466|issue:45357", "issue:43296|issue:44991", - "issue:43454|issue:43720", - "issue:43296|issue:44877", - "issue:41720|issue:43322", - "issue:41720|issue:44977", - "issue:43792|issue:44683", - "issue:43404|issue:45357", - "issue:44186|issue:45072" + "issue:43296|issue:44877" ], - "prepared_review_unit_hash": "857c036006fe2bc187070b5914c40e77798206c62427673b3c6d7a846a03fe01", + "prepared_review_unit_hash": "3d656a95d7d743cd48d6a28579bd50fa695c36af79cefcdeb6019ad8d256285e", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38166, - "estimated_input_tokens": 9542, - "estimated_eval_tokens": 19340 + "soft_pair_count": 32, + "serialized_chars": 37331, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated model-loading, quantization, and generation bugs. I found no true duplicate pairs; the soft matches are only broad subsystem similarity, not the same concrete bug or change.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43873 is the broadest still-open report here and best captures the shared offloading/quantization theme, but the cluster is too heterogeneous for a strong duplicate canonical.", + "summary": "This cluster is largely heterogeneous and mostly consists of unrelated single-issue bug reports. The only plausible duplicate family is the offloading/quantization loading failures around issue 43873 and 43317; the rest look distinct by model, subsystem, or failure mode.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43873 is the broadest and most reusable anchor in the only overlapping family here: offloading/quantization failures. It can subsume 43317 as a specific device_map=auto reproduction.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best global anchor because it is broad, active, and has the clearest cross-cutting loading/offload scope among the set.", + "best_issue_reason": "43873 is the best global issue candidate because it is broad enough to represent the shared offloading/quantization bug family and is already framed as an umbrella problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different loading failures; no sign of the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a model-specific tie bug and the other is a device-dependent serialization inconsistency; not the same concrete failure." + "reason": "One is a CUDA assert during Qwen3 auto device mapping, the other is a Mistral tokenizer patch crash; unrelated code paths." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Completely different problems: missing TensorFlow backend in an install extra vs a PaddleOCR-VL loading failure in vLLM." + "reason": "Backend packaging mismatch vs PaddleOCR-VL/vLLM model loading failure; clearly separate problems." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is a failed tie causing bad generation and the other is inconsistent serialization; different concrete bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-input mismatches, but they involve different models and different root causes; too broad to treat as one bug." + "reason": "Different models and different failure modes; both are vision/model-output issues but not the same bug." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both end in OOM, but one is a Transformers int4 memory regression and the other is Sam3Video model memory usage; not the same issue." + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is a model-specific CUDA OOM; too broad to merge." }, { "left": "issue:43828", "right": "issue:44683", "accept": false, - "reason": "Dtype-mismatch under autocast and compiled flex_attention failure on new torch versions are distinct code paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention failures on newer torch." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and different breakages: FP8 config failure vs GGUF loading failure under v5." + "reason": "Different models and different loading/configuration paths; no shared underlying defect." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is a missing all_tied_weights_keys attribute on MolmoForCausalLM." + "reason": "Image processor label reduction bug vs missing all_tied_weights_keys attribute; unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated generation/loading bugs." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope position scaling." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and GraniteSpeech PEFT checkpoint loading are different subsystems and bugs." + "reason": "Both are model loading/runtime failures, but the titles point to different causes and different affected models." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Whisper runtime failure vs meta-device loading regressions in v5 are separate model-loading problems." + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "_is_hf_initialized flag breakage and a stale warning in paged generate are unrelated." + "reason": "Transformers v5 internal flag regression vs a stale warning in paged generate; not the same bug." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Both involve offloading, but one is a dequantized model load failure with device_map=auto and the other is a broader quantization/offload behavior report." + "reason": "Perplexity regression on GPT-OSS and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:43606", - "right": "issue:44265", - "accept": false, - "reason": "CPU offload device mismatch and torch.export failures with torch_compilable_check are not the same bug." + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe offloading/quantization loading failures in the same general code path; 43873 is the broader umbrella and 43317 is a specific device_map=auto reproduction." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "GLM-4V model loading and tokenizer loading for est-roberta are unrelated." + "reason": "Different model load failures for different repositories; no shared root cause visible." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small is unrelated to torch.export issues with torch_compilable_check." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different features with different failures." + "reason": "BarkProcessor voice_preset bug and inputs_embeds/past_key_values generation bug are different areas and symptoms." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding vs export failures from torch_compilable_check are unrelated." + "reason": "Tokenizer padding/truncation crash vs export failure from torch_compilable_check; different failure surfaces." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument and strict config rejection are different loading-time issues." + "reason": "Both are loading/config regressions in v5, but one is init_empty_weights argument handling and the other is strict config validation; not the same bug." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both are model bugs, but one is offload/device mismatch and the other is DAC.from_latents mismatch; not the same code path." + "reason": "Device mismatch in Bark CPU offload and DAC forward/from_latents mismatch are distinct audio-model bugs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batch-vs-single padding-mask behavior and Perceiver resolution handling are different bugs." + "reason": "MIMI padding-mask batch inconsistency is unrelated to Perceiver image classification resolution issues." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with cached embeddings and Qwen3 auto device-map CUDA asserts are unrelated." + "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map CUDA asserts." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Processor output resolution mismatch and Qwen2.5-VL rope-index scaling are different model-specific issues." + "reason": "Processor output size mismatch and Qwen2.5-VL temporal position scaling are different bugs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying and bfloat16 dtype mismatches are unrelated." + "reason": "lm_head tying/serialization issues are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying bug vs torch.compile/SDPA failure; no shared concrete bug." + "reason": "Tied-weights generation/serialization bug is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask correctness and OmDet-Turbo image-size mismatch are different subsystems." + "reason": "MIMI encoder padding-mask bug and OmDet-Turbo processor/model size mismatch are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/example errors for SigLIP2 and multi-image finetuning failures in Qwen2.5-VL are separate reports." + "reason": "SigLIP2 doc example errors and Qwen2.5-VL finetuning failures are different model-specific issues." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM-efficient loading is not the same as non-persistent buffer initialization junk." + "reason": "FSDP CPU RAM efficient loading failure and non-persistent buffer junk initialization are separate regressions." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch serialization/save_pretrained behavior, but one is lm_head tying on device and the other is incorrect visual encoder keys in Qwen3.5." + "reason": "Both involve serialization/loading in v5, but one is tied-weight serialization and the other is incorrect visual encoder keys; not the same bug." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for est-roberta are unrelated." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "Weight tying in a model head is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL load failure and strict granite_speech config rejection are different failures." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Auto device-map CUDA assert and Llava Next segmentation fault are both loading failures but not the same bug." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3 auto device mapping crash and Qwen3.5 flash-attention generation bug are distinct issues." - }, - { - "left": "issue:43792", - "right": "issue:44683", - "accept": false, - "reason": "Whisper runtime failure and compiled flex_attention failure on torch>=2.9 are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 visual encoder key serialization are different model-specific regressions." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer/padding crashes and bfloat16 dtype mismatches do not share the same underlying bug." + "reason": "PaddleOCR-VL load failure and strict granite_speech config validation are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately cautious. The only accepted duplicate-family link (43317 \u2194 43873) is supported by the shared offloading/quantization theme, and the other pairwise rejections are conservative rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3371,16 +3329,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ - "issue:30064", - "issue:33357", - "issue:34567", - "issue:34634", - "issue:35707", "issue:36010", "issue:36331", - "issue:40990", "issue:41720", "issue:42617", "issue:42915", @@ -3388,6 +3340,8 @@ "issue:43317", "issue:43322", "issue:43388", + "issue:43404", + "issue:43454", "issue:43526", "issue:43531", "issue:43540", @@ -3397,8 +3351,8 @@ "issue:43606", "issue:43708", "issue:43720", - "issue:43746", "issue:43782", + "issue:43792", "issue:43873", "issue:43881", "issue:44186", @@ -3410,21 +3364,30 @@ "issue:44545", "issue:44610", "issue:44671", + "issue:44683", "issue:44743", "issue:44756", "issue:44877", "issue:44898", "issue:44913", "issue:44918", + "issue:44977", "issue:44991", "issue:45059", + "issue:45072", "issue:45161", + "issue:45357", "issue:45406", "issue:45464" ], "soft_pairs": [ + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43792|issue:44683", + "issue:41720|issue:44977", + "issue:43404|issue:45357", "issue:44423|issue:45406", - "issue:34567|issue:40990", + "issue:44186|issue:45072", "issue:43526|issue:43881", "issue:43873|issue:44756", "issue:43577|issue:43708", @@ -3432,8 +3395,8 @@ "issue:43550|issue:43720", "issue:44610|issue:44898", "issue:44877|issue:44991", - "issue:44186|issue:44610", "issue:44479|issue:44918", + "issue:44186|issue:44610", "issue:36331|issue:42915", "issue:36331|issue:42617", "issue:44671|issue:44743", @@ -3452,244 +3415,252 @@ "issue:36010|issue:42617", "issue:45406|issue:45464", "issue:36331|issue:41720", - "issue:44514|issue:44545", - "issue:33357|issue:35707", - "issue:43606|issue:43720", - "issue:41720|issue:43746", - "issue:30064|issue:34634" + "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "954bcc5436b28a3fb5fa146cd92f443b4a084ae14e781a23b54219298681e987", + "prepared_review_unit_hash": "81ae8958578aabc55058b5cd2f3782a7d025d03ca305721a05b60af0f755f7ec", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37728, - "estimated_input_tokens": 9432, - "estimated_eval_tokens": 19120 + "soft_pair_count": 35, + "serialized_chars": 38021, + "estimated_input_tokens": 9506, + "estimated_eval_tokens": 19268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous single-bug issues with only one clear duplicate pair: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False (44514/44545). The rest look like related-sounding but distinct bugs, so I rejected the soft edges.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44545 is the best canonical anchor here because it is the clearest, most concise representation of the only exact duplicate pair (with 44514) and has the stronger reference signal.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports across Qwen, multimodal serving, configs, offloading, tokenizers, and trainer behavior. Only one clear duplicate pair stands out: the two Qwen2_5_VLProcessor apply_chat_template batched-padding reports.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the only true duplicate pair in this cluster; it matches issue:44514 on the same batched padding=False crash and has the clearer canonical title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest standalone issue in this set: it is specific, reproducible, and clearly duplicated by 44514, making it the best representative of the cluster.", + "best_issue_reason": "issue:44545 is the best global issue representative here because it is the clearest canonical example of the only duplicate pair; the rest of the cluster is too heterogeneous to unify.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: lm_head weight tying vs packed-weight unpacking during Accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failure modes and code paths: Qwen3 auto device mapping CUDA assert vs Llava Next segfault." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and torch>=2.9 flex_attention compilation regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but one is a device-mapping CUDA assert and the other is a flash-attention generation regression." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are model-weight issues, but Mistral3 lm_head tying and Qwen3.5 visual-encoder key saving are distinct." + }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/runtime crashes in multimodal contexts, but they involve different processors and failure modes ('str' .to vs missing _tokenizer)." + "reason": "Different serve crashes: a multimodal '.to()' path bug vs Gemma4Processor missing _tokenizer." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Trainer token counting and perplexity on GPT-OSS are unrelated bugs." + "reason": "Tokenizer padding/NER crash is unrelated to bf16 dtype mismatches in model inference." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and GLM-4V loading failure are different code paths and symptoms." + "reason": "BeitImageProcessor label reduction bug and glm-4v-9b load failure are different problems." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both touch offloading/memory, but one is quantization offload behavior and the other is mmap/OOM on Strix Halo; not the same bug." + "reason": "Both mention offloading, but one is quantization/offload behavior and the other is mmap-related OOM on Strix Halo." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype propagation and Trainer resume max_steps calculation are unrelated." + "reason": "Blip2 dtype loading bug vs Trainer resume/max_steps calculation bug." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "A 3d_parallel.py failure and a FineGrainedFP8Config failure are different model/runtime problems." + "reason": "3d_parallel execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both involve model loading/execution infrastructure, but the concrete failures differ: torch.compile+SDPA vs packed weights not unpacked during accelerate loading." + "reason": "torch.compile/SDPA regression is not the same as packed-weight unpacking during loading." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "These are both image-size/resolution issues, but on different models and with different expected-processing mismatches." + "reason": "Both are vision input-size issues, but they affect different models and different preprocessing expectations." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Strict config loading and tokenizer loading regression are distinct issues." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Tokenizer crashes on NER/padding vs processor output size mismatch are different bugs." + "reason": "Video-input regression in Qwen VL models is different from TRL SFT embedding unpacking." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Both mention Qwen-family models, but one is a video-input regression and the other is an embeddings/trainer failure." + "reason": "LayoutLMv2 tokenizer batching crash is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss kwargs and FineGrainedFP8 model failure are unrelated." + "reason": "Trainer API break and Qwen3Moe FP8 config failure do not share a code path." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer loss signature mismatch is unrelated to the 3d_parallel.py failure." + "reason": "CustomTrainer.compute_loss signature change is unrelated to 3d_parallel.py failing." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen modular recurrent-state reset are different model-specific bugs." + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/serialization regressions, but they concern different fields and models; not the same underlying issue." + "reason": "Config API discrepancy and GPTNeoX rotary_pct reload bug are not the same underlying issue." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile+SDPA on Bamba and CPU-offload device mismatch on Bark are distinct failures." + "reason": "Different problems: torch.compile SDPA regression vs CPU offload device mismatch." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 loading and dequantized model offload loading are both loading issues, but not the same code-path problem." + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized-model offload loading are distinct offload/config bugs." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and 3d_parallel.py failure are different problems." + "reason": "Qwen3 auto device mapping assert and 3d_parallel runner failure are unrelated." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Qwen NVFP4 runtime error and Qwen video-input regression are distinct." + "reason": "Qwen-3 NVFP4 runtime issue and Qwen VL video-input regression are separate bugs." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on A800 is unrelated to GPT-OSS MoE TP failure." + "reason": "Auto device mapping CUDA assert is not the same as GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx regression are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer bugs with different models and failure mechanisms." + "reason": "LayoutLMv2 tokenizer crash and MLuke tokenizer AttributeError are different tokenizer bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics label dropping and SAM3 PCS text/box behavior are unrelated." + "reason": "Metric label dropping and SAM3 text/bbox odd behavior do not share a code path." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Qwen3VL weight_only load error are separate multimodal issues." + "reason": "Video processing ValueError and Qwen3VL weight_only loading error are different failures." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Both mention device/offload behavior, but one is a cudaErrorAssert during auto mapping and the other is quantization offload behavior; not the same bug." + "reason": "Device-mapping CUDA assert is not the same as the quantization/offloading bug in 43873." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and 3d_parallel.py failure are unrelated." + "reason": "ImportError for GenerationMixin and 3d_parallel.py failure are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API failure are different serve bugs." + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure are different server bugs." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 device-mapping crashes." + "reason": "Trainer compute_loss API change and Qwen3 auto device mapping assert are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These are the same bug reported twice: identical Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "MacOS bus error on CLIP and progressive generation with inputs_embeds/past_key_values are different issues." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Bark CPU-offload device mismatch and BitNet packed-weight unpacking failure are not the same concrete bug." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Qwen3 device-mapping crash and GraniteSpeech PEFT checkpoint loading are unrelated." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset failure are unrelated model/processor bugs." + "reason": "Same title, same Qwen2_5_VLProcessor apply_chat_template batched padding=False crash; clear duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative. The only clearly duplicated pair in the packet is 44514/44545, and choosing 44545 as canonical/best issue is supported by the stronger inbound-reference signal. The rejected soft edges are phrased cautiously and do not overclaim equivalence based on the packet." + "feedback": "Grounded overall. The only accepted duplicate pair in the packet is indeed issue:44514 / issue:44545, and the rejection reasons for the soft-edge pairs stay conservative. The summary does not overclaim a larger unification beyond that one clear duplicate pair." }, "evaluator_used": true, "retried": false, @@ -3708,23 +3679,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ + "issue:30064", + "issue:33357", "issue:34567", "issue:34634", "issue:35707", "issue:39692", - "issue:40444", "issue:41720", "issue:42886", "issue:43381", "issue:43421", + "issue:43525", "issue:43531", "issue:43550", - "issue:43596", "issue:43606", - "issue:43645", "issue:43653", + "issue:43720", "issue:43746", "issue:43782", "issue:43844", @@ -3734,7 +3706,6 @@ "issue:44062", "issue:44077", "issue:44186", - "issue:44220", "issue:44368", "issue:44451", "issue:44492", @@ -3759,6 +3730,10 @@ "issue:45479" ], "soft_pairs": [ + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:30064|issue:34634", "issue:43550|issue:43653", "issue:44492|issue:44509", "issue:44368|issue:45357", @@ -3771,242 +3746,242 @@ "issue:34634|issue:41720", "issue:43381|issue:43844", "issue:42886|issue:44843", - "issue:44077|issue:44625", "issue:43421|issue:43653", + "issue:44077|issue:44625", "issue:44451|issue:44991", "issue:44062|issue:44451", - "issue:44918|issue:44936", "issue:44987|issue:45042", + "issue:44918|issue:44936", "issue:43531|issue:44589", "issue:43994|issue:44671", "issue:39692|issue:44610", "issue:43421|issue:44186", "issue:45081|issue:45356", - "issue:39692|issue:43873", - "issue:43531|issue:43645", + "issue:43525|issue:43531", "issue:45183|issue:45479", - "issue:43746|issue:45381", - "issue:43596|issue:44220", - "issue:43746|issue:43873", - "issue:40444|issue:43746" + "issue:39692|issue:43873", + "issue:43746|issue:45381" ], - "prepared_review_unit_hash": "bc1a8b98bda57bb1f946572eb9d852ea8e5a9166ca7093e552e8a93d26760fcb", + "prepared_review_unit_hash": "b8c1265a2d0d30a979591bf8bd19b3c8ffceb792714de41f48859e489eb2fd5c", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36412, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "soft_pair_count": 31, + "serialized_chars": 36687, + "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 unrelated issues from the same repo. The offline-tokenizer pair (42886 \u2194 44843) is thematically close, but with only title-level evidence it is not strong enough to call them the same bug or a mergeable duplicate, so it should be rejected as a soft edge.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44843 is still the best anchor because it names a concrete suspected root cause (`model_info()` in `_patch_mistral_regex`) and directly describes the offline-loading failure mode.", + "summary": "These items are overwhelmingly distinct bugs/features across different models and code paths; none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44843 is the most concrete, actionable open bug with a clear code-path description (_patch_mistral_regex / offline mode) and a strong reproduction-oriented report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best global issue candidate because it is the most specific, actionable, and likely to subsume the broader offline tokenizer regression space among the provided issues.", + "best_issue_reason": "Issue 44843 is the best representative issue here because it is specific, current, and directly points to an implementation fault rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve accelerate/offload, but Bark CPU offload device mismatch and BitNet packed-weight unpacking are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and GraniteSpeech PEFT local-checkpoint loading are separate model/load bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor void segmentation maps and BarkProcessor voice_preset are unrelated processor issues." + }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different components and failure modes: torch.compile/SDPA model execution vs tokenizer special-token registration." + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are different subsystems and bugs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Both are docs/wording-related, but they address different content and different changes." + "reason": "A typo in cache strategies is not the same as docs still mentioning removed pipeline tasks." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Unrelated Qwen3.5 config warning vs incorrect visual encoder key saving; different bug paths." + "reason": "Qwen3.5 tie_word_embeddings warning and incorrect visual encoder keys are different save/load and config issues." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is config propagation in Qwen3.5, the other is a generic classification loss degeneracy across models." + "reason": "num_labels propagation and zero-loss single-label classification are related only loosely; the bugs are distinct." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is unrelated to a tokenizer special-token decode bug." + "reason": "Bark CPU offload device mismatch and BigBirdTokenizer mask-token decoding are unrelated bugs." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve token IDs/special tokens, but one is runtime post-processor updates and the other is save/load losing custom IDs; not the same bug." + "reason": "Runtime post-processor updates and save/load of custom token IDs are different tokenizer lifecycle problems." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model families and different problems: image resolution handling vs bfloat16 dtype mismatch." + "reason": "Perceiver image-size handling and bfloat16 dtype mismatches are separate inference failures." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL issues, but one is `from_pretrained(weight_only=True)` loading and the other is video vision_position_ids; not the same code path." + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video position IDs are different VL bugs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer state token counting is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token-count tracking and progressive generation with past_key_values are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset and Qwen3 auto device mapping crashes are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different model/runtime issues." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is a usage/validation issue, while the other is a ZeRO-3 gradient abnormality during training." + "reason": "Eval-mode checkpointing restriction and ZeRO-3 gradient explosion are not the same underlying bug." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Title-level similarity around HF_HUB_OFFLINE/tokenizer loading is not enough to confirm the same root cause; the pair is plausible but too weak to merge as a duplicate." + "reason": "Both mention offline/tokenizer loading, but 44843 is a specific mistral-regex network call while 42886 is a broader cache-load failure." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Optional `post_init` policy for patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + "reason": "Special-token post-processor updates and BigBird mask-token registration are different tokenizer issues." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Special-token runtime updates and BigBird mask-token registration are different tokenizer bugs." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different root causes." + "reason": "These are tokenizer/model-load failures for different models and likely different regressions." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "`AddedToken` argument collision is not the same as model-specific tokenizer loading failure." + "reason": "AddedToken special-arg duplication is not the same as a model/tokenizer load failure for ScandiBERT." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "TRL SFT unpacking with inputs_embeds is unrelated to trainer.evaluate() failing after train()." + "reason": "A model-loading regression and a PIL processor torchvision dependency bug are different classes of issue." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Model-loading failure and PIL image-processor torchvision dependency are unrelated." + "reason": "SFT embedding unpacking and train-then-evaluate failure do not share a concrete code path." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing Float8 storage support." + "reason": "Qwen3-MoE sliding_window behavior and Float8 storage lookup are unrelated." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different incorrect-output bugs; too broad to merge." + "reason": "SigLIP2 nonsensical outputs and CamemBERT MLM regressions affect different models and paths." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are vision/documentation-ish, but the concrete failures and model/processor mismatches are different." + "reason": "SigLIP2 docs/example mismatch and OmDet-Turbo 640px vs 224px processor mismatch are separate issues." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer special-token update logic is unrelated to LayoutLMv2 NER padding/truncation crashes." + "reason": "Tokenizer post-processor updates and LayoutLMv2Tokenizer crashes are different bugs." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention `fix_mistral_regex`, but one is an AttributeError crash and the other is a codec-handling regression; not enough evidence they are the same underlying bug." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "SigLIP2 doc/example issues are unrelated to quantization/offloading behavior." + "reason": "Both touch fix_mistral_regex, but one crashes on backend_tokenizer access and the other is a Kimi-K2.5 codec regression; not the same bug." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Sliding-window MoE behavior is unrelated to custom-model initialization in Jupyter notebooks." + "reason": "Llama4Config pad_token_id and Qwen3-MoE sliding_window are unrelated config/model problems." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation errors are unrelated to the zero-loss classification bug." - }, - { - "left": "issue:43746", - "right": "issue:45381", - "accept": false, - "reason": "PEFT checkpoint loading and Qwen2.5-VL video position IDs are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Deepspeed/BertModel zero3 init bug is unrelated to fbank feature extraction." + "reason": "Input validation error messaging and single-label zero-loss behavior are different problems." }, { - "left": "issue:43746", + "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and quantization offload behavior are different problems." + "reason": "SigLIP2 example issues and quantization/offloading behavior are unrelated." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "Multi-image iterable dataset finetuning and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "GraniteSpeech PEFT checkpoint loading and Qwen2.5-VL video position IDs are different code paths." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but the soft-edge acceptance of issue:42886 \u2194 issue:44843 is too strong for the packet. The packet only gives title-level evidence, and while both mention HF_HUB_OFFLINE/tokenizer loading, there isn\u2019t enough here to confidently call them the same bug or a mergeable duplicate. A more conservative verdict would reject that pair unless the issue bodies provide stronger shared-root-cause evidence." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4022,10 +3997,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:30064", "issue:36010", + "issue:40444", "issue:43335", "issue:43421", "issue:43531", @@ -4033,14 +4009,15 @@ "issue:43550", "issue:43577", "issue:43582", + "issue:43596", "issue:43618", "issue:43643", "issue:43644", - "issue:43650", "issue:43653", "issue:43697", "issue:43716", "issue:43720", + "issue:43746", "issue:43749", "issue:43756", "issue:43782", @@ -4048,7 +4025,7 @@ "issue:43819", "issue:43825", "issue:43827", - "issue:43906", + "issue:43873", "issue:43927", "issue:43994", "issue:44008", @@ -4062,7 +4039,6 @@ "issue:44661", "issue:44671", "issue:44811", - "issue:44821", "issue:44843", "issue:44877", "issue:44898", @@ -4070,22 +4046,24 @@ "issue:45020", "issue:45072", "issue:45081", - "issue:45084", "issue:45381" ], "soft_pairs": [ - "issue:43540|issue:44008", + "issue:43596|issue:44220", + "issue:43746|issue:43873", "issue:43618|issue:43697", - "issue:43720|issue:43819", - "issue:43716|issue:44008", + "issue:43540|issue:44008", + "issue:40444|issue:43746", "issue:44220|issue:44661", + "issue:43716|issue:44008", + "issue:43720|issue:43819", "issue:43335|issue:43756", "issue:43653|issue:43720", + "issue:44843|issue:45081", "issue:43421|issue:44811", "issue:44186|issue:44898", - "issue:44843|issue:45081", - "issue:43550|issue:45072", "issue:30064|issue:36010", + "issue:43550|issue:45072", "issue:43577|issue:43818", "issue:43550|issue:43927", "issue:44062|issue:44488", @@ -4101,218 +4079,222 @@ "issue:43825|issue:43994", "issue:43550|issue:43819", "issue:44186|issue:44442", - "issue:43825|issue:43827", - "issue:43650|issue:43906", - "issue:44821|issue:45084" + "issue:43825|issue:43827" ], - "prepared_review_unit_hash": "b5b13790f087834893d5125774efa5130e85253d9da426f3f49d7c3571dc85d7", + "prepared_review_unit_hash": "0dd42a3d8cf6a65b165b5816b2047787a6f4e4fa6c8e239931f4d09c9adbc36d", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36742, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "soft_pair_count": 31, + "serialized_chars": 37218, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers issues across different models, tokenizer/config, multimodal, and loading paths. The soft-similarity pairs are mostly topical overlaps, not the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs share broad subsystems or recurring transformers themes, but they do not look like the same underlying bug/change. I would not merge any of the proposed soft edges.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45020 is the broadest current issue in the set and is the best umbrella for a family of recent-version / remote_code regressions, even though the overall cluster is too diverse to treat as one duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 is the strongest representative issue: open, broad in scope, and closest to the recurring theme of recent transformers regressions affecting remote_code models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and failures: Deepspeed zero3/BertModel indexing vs audio fbank feature extraction." + }, + { + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Different failures and code paths: Qwen3OmniMoe video processing ValueError vs Gemma3n forward attribute collision." + "reason": "One is a local checkpoint load failure for GraniteSpeech PEFT adapters; the other is a quantization/offloading behavior report." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions missing and RTDetrV2 output drift are unrelated model behaviors." + "reason": "CLIP attentions regression vs RTDetrV2 output drift in v5; different models and code paths." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Packed-weight loading/unpacking in BitNet is unrelated to DAC.from_latents vs forward STE mismatch." + "reason": "Qwen3OmniMoe video-input ValueError vs Gemma3n variable-name collision in forward(); unrelated bugs." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "Both are multimodal, but one is image preprocessor/model dtype mismatch and the other is a Gemma3n variable-name bug." + "reason": "Qwen2.5-VL multi-image finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction issue vs tokenizer mapping/add-new-model failure; different subsystems." + "reason": "Audio feature extraction bug vs tokenizer-mapping model-addition failure; no common underlying defect." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug and Smollm3 RoPE layer dropping are distinct config/model issues." + "reason": "Mistral image-preprocessor dtype mismatch vs Gemma3n audio tensor attribute collision; different models and symptoms." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to BitNet packed-weight loading." + "reason": "Packed-weight loading bug in BitNet vs DAC latent/STE mismatch; distinct code paths." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Runtime post-processor update for special tokens differs from Whisper batch_decode skip_special_tokens behavior." + "reason": "SwitchTransformers sparse-layer construction bug and Smollm3 RoPE layer dropping are unrelated." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is not the same as Perceiver image classification with non-default resolution." + "reason": "BigBirdTokenizer special-token registration bug vs BitNet packed-weight loading bug; different components." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve Mistral regex helpers, but one is offline model_info access and the other is a backend_tokenizer AttributeError; not the same bug." + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; same helper, different bugs." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update bug vs Whisper batch_decode skip_special_tokens handling; not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "LayoutLMv2 tokenizer padding/NER crash vs Perceiver non-default-resolution image classification failure." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor segmentation-map handling is unrelated to the GenerationMixin import error." + "reason": "Image processor void-segmentation-map handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 vs dtype mismatch in SwitchTransformers/TimmWrapperModel; different bugs." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing are different issues." + "reason": "Blip2 dtype propagation issue vs Video-LLaVA temporal-attention/weight-sharing issue; unrelated." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile SDPA failure and DiaConfig save/load token-ID loss are unrelated bugs." + "reason": "Compile/SDPA failure vs DiaConfig custom token ID loss after save/load; different failure modes." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument conflict is unrelated to loading a specific tokenizer model." + "reason": "AddedToken constructor argument clash vs model-loading failure for cjvt/sleng-bert; not the same defect." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen multimodal failures: video-input processing error vs wrong vision_position_ids in qwen2.5-vl." + "reason": "Different Qwen multimodal/video bugs affecting different models and code paths." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Missing fields with trust_remote_code and strict granite_speech config loading are distinct config-loading problems." + "reason": "trust_remote_code config field loss vs strict config rejection for granite_speech; related area but distinct issues." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different dtype-related symptoms and platforms: Blip2 load dtype mismatch vs Apple Silicon allocator warmup TypeError." + "reason": "BLIP2 dtype mismatch vs Apple Silicon caching_allocator_warmup TypeError; unrelated." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sparse-layer creation bug in SwitchTransformers is unrelated to trust_remote_code missing fields." + "reason": "Qwen3-MoE sliding_window bug and remote_code config field loss do not share an underlying code change." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are different failure modes." + "reason": "Qwen3VL from_pretrained weight_only error vs Qwen3.5 flash-attention generation bug; different model paths." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk in v5 and FSDP CPU RAM efficient loading are separate initialization/loading regressions." + "reason": "Non-persistent buffer corruption in Transformers 5.0 vs FSDP CPU RAM efficient loading breakage; not duplicates." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent/forward mismatch are unrelated." + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch; unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output differences and CamemBERT masked-LM prediction issues affect different models and code paths." + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM regressions are separate model-specific issues." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code/trust_remote_code, but one is the removed is_torch_fx_available API and the other is a broader remote_code regression report." + "reason": "Both mention remote_code regressions, but 44561 is specifically about is_torch_fx_available removal while 45020 is a broader catch-all; not the same concrete bug." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "pipeline() translation error messaging and SigLIP2 AutoModel/pipeline bad outputs are different issues." + "reason": "Pipeline error-message wording vs SigLIP2 nonsensical outputs; different problems." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba SDPA/torch.compile failure is unrelated to DAC.from_latents vs forward mismatch." + "reason": "Bamba torch.compile/SDPA failure and DAC from_latents/STE mismatch are unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crash is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "LayoutLMv2 tokenizer crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer; different tokenizer paths." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect error message, the other is stale docs; related topic but not the same concrete bug/change." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "Placeholder/nonsensical issue title versus an isolated reproduction of another bug; no shared underlying change." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "One is a runtime error-message bug, the other is stale docs referencing removed pipeline APIs." } ] }, @@ -4334,13 +4316,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:30064", "issue:34634", "issue:36010", "issue:36331", - "issue:38175", "issue:41720", "issue:42175", "issue:43257", @@ -4353,14 +4334,15 @@ "issue:43582", "issue:43606", "issue:43638", + "issue:43650", "issue:43653", "issue:43697", "issue:43720", - "issue:43746", "issue:43749", "issue:43782", "issue:43819", "issue:43854", + "issue:43906", "issue:44060", "issue:44291", "issue:44368", @@ -4371,7 +4353,7 @@ "issue:44610", "issue:44671", "issue:44805", - "issue:44811", + "issue:44821", "issue:44857", "issue:44912", "issue:44936", @@ -4386,20 +4368,22 @@ "issue:45538" ], "soft_pairs": [ + "issue:43650|issue:43906", + "issue:44821|issue:45084", "issue:41720|issue:44991", "issue:43606|issue:45072", "issue:44805|issue:44936", "issue:30064|issue:36331", - "issue:44610|issue:45072", "issue:44485|issue:44509", "issue:42175|issue:45081", + "issue:44610|issue:45072", "issue:43782|issue:45325", "issue:34634|issue:36010", "issue:43720|issue:45072", "issue:44060|issue:44368", - "issue:43262|issue:43819", "issue:45081|issue:45406", "issue:43749|issue:44291", + "issue:43262|issue:43819", "issue:43582|issue:44857", "issue:43653|issue:44671", "issue:43526|issue:43697", @@ -4410,214 +4394,212 @@ "issue:34634|issue:36331", "issue:44568|issue:45488", "issue:43257|issue:43329", - "issue:43746|issue:44811", - "issue:43638|issue:44936", "issue:43452|issue:44991", - "issue:43854|issue:44977", - "issue:38175|issue:44610" + "issue:43638|issue:44936", + "issue:43854|issue:44977" ], - "prepared_review_unit_hash": "6d93d5f0d88fbbfe741d2497c3f303007c5af952a86f8a5d4dc18d3d1a779bad", + "prepared_review_unit_hash": "071141a6d5efbb2c88b5063cfffbdaae7320c861c981d26b471d407eed38b103", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36957, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "serialized_chars": 36846, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are all cross-topic regressions affecting different models, APIs, or code paths; none look like true duplicates. Most are superficially similar only at the level of broad subsystem (tokenizers, loading, dtype, processors), but the concrete failures differ.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports spanning tokenizers, processors, loading, dtype, and training paths. No soft duplicate pair is strong enough to merge, so the cluster should not be collapsed aggressively.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45081 is the most actionable representative: it is an open, concrete crash report with multiple inbound references and a clearly described code-path failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the strongest standalone report here: it has a clear traceback, a specific failing code path (`_patch_mistral_regex` / `backend_tokenizer`), and inbound references, making it the most actionable issue among the set.", + "best_issue_reason": "issue:45081 is the best global issue candidate because it is specific, reproducible, and currently active, making it the most suitable anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Completely different problems; one is a vague data request, the other is a reproduction of an unrelated issue." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and failures: image processor URL loading vs template compilation error." + }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping triggers `cudaErrorAssert`, while the other is a tokenizer load failure for a different model family." + "reason": "Different model/load paths; one is CUDA auto device mapping, the other is tokenizer loading for a specific model." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both involve inference-time mismatches, but one is a Bark CPU-offload device mismatch and the other is a bf16 dtype mismatch in different model code paths." + "reason": "Both are inference mismatches, but they affect different models and have different root causes." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape/indexing error during model use is unrelated to `trainer.evaluate()` failing after `trainer.train()`." + "reason": "A tensor shape/mask IndexError is not the same as trainer.evaluate() failing after training." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void-segmentation handling and a custom trainer signature change are unrelated bugs." - }, - { - "left": "issue:44610", - "right": "issue:45072", - "accept": false, - "reason": "Processor image-size mismatch for OmDet-Turbo is not the same bug as dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different components entirely: image processor segmentation handling vs CustomTrainer signature mismatch." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation still mentioning removed pipeline tasks." + "reason": "Unrelated topics: GLM RoPE implementation vs docs still mentioning removed pipeline tasks." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package extras/backend installation issue is unrelated to a tokenizer regex patch crash." + "reason": "Backend packaging issue is unrelated to a tokenizer regex crash." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor input-size mismatch is a different bug from dtype mismatches." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen vision-language bugs: one is a load error with `weight_only=True`, the other is incorrect RoPE position scaling." + "reason": "Different Qwen/VL failures with different loading and position-index code paths." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "A BarkProcessor `voice_preset` problem is not the same as a missing `GenerationMixin` import." + "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different loading bug than bf16 dtype mismatches at inference." + "reason": "Packed-weight loading for BitNet is a different issue than bfloat16 dtype mismatches." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but they describe different models and different root causes." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC forward/from_latents mismatch are unrelated." + "reason": "Both mention tied-weights warnings, but the affected models and warning mechanisms differ." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "The Mistral tokenizer regex patch crash is unrelated to Gemma4Processor missing `_tokenizer` in transformers serve." + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are different loader bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern loading flows, but one is FSDP CPU RAM efficient loading and the other is an `init_empty_weights` argument regression; not the same code-path problem." + "reason": "FSDP CPU RAM-efficient loading failure is not the same as init_empty_weights rejecting an extra argument." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to DAC latent reconstruction." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and CUDA float16 loss crash are different platform/model issues." + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are different platform-specific bugs." }, { "left": "issue:43653", "right": "issue:44671", "accept": false, - "reason": "BigBirdTokenizer special-token registration and CamemBERT masked-LM prediction regressions are different failures." + "reason": "Tokenizer special-token registration and CamemBERT masked-LM output regressions are not the same defect." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug and RTDetrV2 output changes in v5 are unrelated vision issues." + "reason": "BEiT label reduction bug and RTDetrV2 output differences are separate image-model issues." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image processor label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "Image label reduction has no meaningful overlap with the MPS attention correctness report." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token decoding bug and MXFP4 quantization fallback are unrelated." + "reason": "BigBird token decode failure and BitNet packed-weight loading are unrelated." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error and CLIPTokenizer `model_max_length` are unrelated tokenizer/config issues." + "reason": "Template compilation error is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision tied-weight loading and Blip2 dtype persistence are different model-loading bugs." + "reason": "Different multimodal model-loading bugs with different symptoms and root causes." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Repeated pair: BarkProcessor preset issue and trainer loss-signature issue are unrelated." + "reason": "Processor preset behavior and trainer loss-signature mismatch are unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS addition and the other overrides ByteLevel pre-tokenizer behavior; different concrete defects." + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and different behaviors." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "MOE weight conversion during accelerate+deepspeed loading is unrelated to the undefined video-token counting helpers." + "reason": "MOE weight conversion during loading and multimodal token counting are unrelated." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "PEFT local checkpoint loading and Whisper `batch_decode()` special-token handling are different bugs." + "reason": "GGUF loading support and a specific tokenizer loading regression are different problems." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Deepspeed ZeRO-3 empty tensor indexing and `trainer.evaluate()` breaking after training are unrelated training-flow issues." - }, - { - "left": "issue:43452", - "right": "issue:44991", - "accept": false, - "reason": "GGUF loading support and tokenizer loading for `EMBEDDIA/est-roberta` are separate `from_pretrained` failures." + "reason": "Zero3 index error during training is not the same as evaluate() failing after train()." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 flash-attention generation problems are different model-specific bugs." - }, - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "Both are vision-model regressions, but one is zero probabilities in SigLIP2 and the other is a processor/model input-size mismatch." + "reason": "GLM-4.7-Flash test-loading issue and Qwen3.5 flash-attention generation bug are different model-specific regressions." } ] }, @@ -4639,13 +4621,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:33357", "issue:34567", "issue:36010", "issue:36331", + "issue:38175", "issue:39692", + "issue:40990", "issue:41720", "issue:42175", "issue:42915", @@ -4665,6 +4649,7 @@ "issue:43697", "issue:43720", "issue:43742", + "issue:43746", "issue:43749", "issue:43756", "issue:43819", @@ -4672,7 +4657,6 @@ "issue:43931", "issue:44291", "issue:44479", - "issue:44560", "issue:44568", "issue:44589", "issue:44610", @@ -4683,22 +4667,22 @@ "issue:44987", "issue:45042", "issue:45072", - "issue:45137", "issue:45356", "issue:45357", "issue:45381", - "issue:45405", "issue:45538" ], "soft_pairs": [ + "issue:43746|issue:44811", + "issue:38175|issue:44610", "issue:44589|issue:45042", "issue:39692|issue:44912", "issue:43257|issue:43696", "issue:43819|issue:43927", - "issue:43262|issue:44811", "issue:43720|issue:44610", "issue:43550|issue:44912", "issue:36010|issue:43645", + "issue:43262|issue:44811", "issue:44568|issue:45356", "issue:43749|issue:44756", "issue:43329|issue:44479", @@ -4707,6 +4691,7 @@ "issue:36010|issue:36331", "issue:43257|issue:43756", "issue:43329|issue:43450", + "issue:34567|issue:40990", "issue:43577|issue:45072", "issue:43697|issue:45357", "issue:42175|issue:44938", @@ -4714,232 +4699,233 @@ "issue:41720|issue:43540", "issue:44479|issue:45381", "issue:43927|issue:44912", - "issue:33357|issue:34567", - "issue:42915|issue:43742", "issue:44987|issue:45538", - "issue:44291|issue:45042", "issue:43317|issue:45538", - "issue:43540|issue:44560", - "issue:45137|issue:45405" + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:33357|issue:34567" ], - "prepared_review_unit_hash": "487e66e3dbfa979f457d3e0c48ed4a6d0ad690e2d815355e593a3609affce0ad", + "prepared_review_unit_hash": "3ba5a4ae1ef1c371ec82c037cd705cd01cedcf735aece03c74682daedc372a89", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36778, - "estimated_input_tokens": 9195, - "estimated_eval_tokens": 18646 + "soft_pair_count": 31, + "serialized_chars": 37117, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issues across loading, tokenizer, multimodal/video, training, dtype, and packaging bugs. There is one close Qwen video-regression subfamily, but the rest are not duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44479 is the broadest representative of the only clearly related subgroup (Qwen video-input regressions), but the overall cluster is not a true duplicate set.", + "summary": "This cluster is not a true duplicate set: the items span many unrelated bugs across audio, vision, tokenization, loading, quantization, and training. No single canonical issue or PR stands out, and all soft-edge pairs should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and the items do not share one underlying bug or code path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best representative issue because it captures the widest blast radius among the video-regression reports, though it still does not subsume the rest of the cluster.", + "best_issue_reason": "No single issue is representative enough to serve as a canonical duplicate target; the set spans unrelated subsystems and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but one is GraniteSpeech PEFT checkpoint loading and the other is Whisper batch_decode special-token handling; different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: siglip2 zero probabilities vs OmDet-Turbo processor shape/size mismatch." + }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different bug classes: float8 storage/load failure vs PIL backend dependency checking." + "reason": "Unrelated issues: Float8 storage lookup error vs image processors unnecessarily requiring torchvision." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Doc-example/model-processor mismatch and quantization failure are unrelated to MXFP4 loading fallback." + "reason": "Docs/example errors for SigLIP2 are not the same bug as GPT-OSS MXFP4 loading falling back to bf16." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight-conversion bug and GPT-oss OOM are different problems." + "reason": "Different problems: Qwen3 MoE weight conversion/loading under accelerate+deepspeed vs GPT-oss OOM." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction and DiaConfig token-ID persistence are unrelated code paths." - }, - { - "left": "issue:43262", - "right": "issue:44811", - "accept": false, - "reason": "Audio chat-template sampling-rate default and Whisper batch_decode skip_special_tokens are different processor bugs." + "reason": "Different code paths: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unloading during accelerate load is unrelated to an OmDet-Turbo image-size mismatch." + "reason": "BitNet packed-weight loading under accelerate is unrelated to OmDet-Turbo processor output shape." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure and MXFP4 quantization loading are separate issues." + "reason": "torch.compile SDPA failure for Bamba is unrelated to GPT-OSS quantization fallback." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import breakage is not the same as Jupyter custom-model initialization." + "reason": "Both involve Transformers changes, but one is GenerationMixin import failure and the other is custom model definition in notebooks." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaulting is a different bug from Whisper batch_decode skipping special tokens." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token insertion and codec-handling/warning regression are distinct tokenizer bugs." + "reason": "Tokenizer special-token insertion regression is unrelated to Kimi-K2.5 codec/regex warning behavior." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different memory-loading problems." + "reason": "Both mention loading/memory, but FSDP RAM-efficient loading is not the same as disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Undefined video-helper references are a different failure mode from the broader Qwen video-input regression." + "reason": "Both are video-related, but one is undefined variables in _get_num_multimodal_tokens and the other is a broader video-input regression across Qwen VLMs." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and PIL/torchvision dependency handling are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to image processors requiring torchvision." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "MoE weight conversion and Qwen3-VL weight-shape mismatch are not the same bug." + "reason": "Different loading failures: Qwen3 MoE weight conversion under accelerate/deepspeed vs Qwen3-VL weight shape mismatch." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are unrelated." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are distinct API breakages." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE accelerate loading and Smollm3 RoPE-layer dropping are different model issues." + "reason": "Qwen3 MoE weight-loading issues are unrelated to Smollm3 RoPE-layer mismatch." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined multimodal-token helpers and batched video-shape errors are separate video-processing bugs." + "reason": "Video token counting undefined variables and batched video processor shape errors are different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to GPT-oss perplexity being too high." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype sticking in float32 and SwitchTransformers/TimmWrapper dtype mismatches are distinct." + "reason": "Different models and symptoms: Blip2 dtype remaining float32 vs dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 inference divergence and Qwen3.5 save_pretrained key mapping are unrelated." + "reason": "RTDetrV2 output drift in v5 is unrelated to Qwen3.5 save_pretrained visual encoder keys." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Packaging missing TensorFlow and Python 3.14 import/load failure are different issues." + "reason": "Missing TensorFlow backend in pip extras is unrelated to Python 3.14 import/load failure." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon warmup TypeError are unrelated." + "reason": "gguf_file loading issues are unrelated to the AppleSilicon caching_allocator_warmup TypeError." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-mapping CUDA assert and Qwen3OmniMoe video-processing ValueError are different code paths." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failures." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "These describe the same Qwen video-input regression family: both center on incorrect video position-id handling in 5.3.0." + "accept": false, + "reason": "Both involve Qwen video input regressions, but one is a broad multi-model regression and the other is a specific vision_position_ids bug; not enough to treat as the same concrete issue." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig custom-token persistence and MXFP4 loading fallback are unrelated." - }, - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "MacOS bus error with CLIP and TrainerState token counting are completely unrelated." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are different loading bugs." + "reason": "DiaConfig token-ID persistence and GPT-oss quantization fallback are unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading regression for physical-intelligence/fast and CLIPTokenizer max_length bug are unrelated." + "reason": "Loading physical-intelligence/fast under v5.1.0 is unrelated to CLIPTokenizer model_max_length behavior." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "init_empty_weights argument compatibility and PIL backend torchvision requirement are different bugs." + "reason": "Dequantized model offload loading and CLIPTokenizer max_length are different subsystems and bugs." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Device-map/offload dequantization failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to MobileLLM-125M key error." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both are video-related, but Qwen3OmniMoe ValueError and Qwen3-vl-embedding StopIteration are different model/code-path failures." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to torchvision being required by PIL image processors." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT minimum-version bump are unrelated." + "reason": "MacOS bus error with CLIP model loading is unrelated to TrainerState token counting." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly unrelated while recognizing the one plausible Qwen video-regression subgroup. The accepted soft edge (44479/45381) is supported by the titles, and the rejected pairs do not overclaim duplication based on the available evidence." - }, - "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 }, @@ -4954,7 +4940,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:28282", "issue:29127", @@ -4974,7 +4960,6 @@ "issue:43643", "issue:43646", "issue:43688", - "issue:43697", "issue:43742", "issue:43749", "issue:43756", @@ -4988,8 +4973,8 @@ "issue:44484", "issue:44488", "issue:44514", + "issue:44560", "issue:44561", - "issue:44589", "issue:44704", "issue:44792", "issue:44821", @@ -4997,20 +4982,23 @@ "issue:44964", "issue:44991", "issue:45081", - "issue:45216", + "issue:45137", "issue:45290", "issue:45325", "issue:45375", "issue:45381", + "issue:45405", "issue:45479", "issue:45538" ], "soft_pairs": [ + "issue:43540|issue:44560", "issue:43906|issue:45381", "issue:43540|issue:44479", + "issue:45137|issue:45405", "issue:42915|issue:45538", - "issue:42915|issue:44821", "issue:42175|issue:43824", + "issue:42915|issue:44821", "issue:43526|issue:45479", "issue:42175|issue:44488", "issue:44062|issue:44991", @@ -5018,246 +5006,244 @@ "issue:28282|issue:34689", "issue:43646|issue:43749", "issue:43582|issue:43782", - "issue:28282|issue:29127", - "issue:43493|issue:43994", - "issue:43742|issue:44291", "issue:43643|issue:45375", "issue:43756|issue:45325", + "issue:43493|issue:43994", + "issue:28282|issue:29127", + "issue:43742|issue:44291", "issue:36010|issue:42175", "issue:44484|issue:44704", "issue:34567|issue:36331", "issue:44291|issue:44821", - "issue:44792|issue:44964", - "issue:43452|issue:44488", "issue:44062|issue:45081", + "issue:43452|issue:44488", + "issue:44792|issue:44964", "issue:43688|issue:43749", "issue:44514|issue:45290", "issue:43643|issue:44561", "issue:43452|issue:43577", - "issue:43742|issue:44589", - "issue:44514|issue:45381", - "issue:43697|issue:45216" + "issue:44514|issue:45381" ], - "prepared_review_unit_hash": "59ad27e1c4710c10d6515dc43c55c21d6112e7f0adce329efbe367e6a05ea629", + "prepared_review_unit_hash": "d24c3b13f82400cc74d846f5c582681715b84f56f28da2d4219048215223f264", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37231, - "estimated_input_tokens": 9308, - "estimated_eval_tokens": 18872 + "serialized_chars": 37180, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and model-specific loading bugs. Only a couple of pairs look like they share the same underlying code path; most should stay separate.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 43646 is the broadest umbrella item here: a v5.0 custom-model initialization regression. It best matches the cluster\u2019s recurring theme of version-related loading/init breakages, even though many other issues are too specific to be true duplicates.", + "summary": "Mostly a heterogeneous issue set. I\u2019d merge only two clear duplicate-style pairs: the Qwen chat-template crash on assistant tool-call messages, and the SigLIP2 regression/symptom report pair. The remaining soft pairs are related by subsystem or model family but look like distinct bugs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44514 is the clearest, most actionable duplicate anchor: it states the exact crash condition in `apply_chat_template(tokenize=True)` with assistant tool calls and no content, and it is directly duplicated by a later report.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most representative issue for this cluster because it is the most general and central failure mode among the mostly version-regression/loading reports. None of the other issues is as good an umbrella candidate.", + "best_issue_reason": "issue:44514 is the best global issue anchor because it has a precise repro, a narrowly defined failure mode, and a near-exact duplicate in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but they hit different Qwen model families and report different failures (`ValueError` vs `StopIteration`)." + }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Both mention Qwen2.5-VL-style regressions, but one is an isolated reproduction of a different issue and the other is a specific v5.3.0 position-id bug. Not the same underlying problem." + "reason": "`43906` is a reproduction of a different issue; `45381` is a Qwen2.5-VL video-position regression. No clear shared bug." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both are video-input problems in Qwen-family models, but they involve different model families and different symptoms. Too broad to merge." + "reason": "Related to video handling, but one is Qwen3OmniMoe-specific and the other is a broader Qwen2.5/Qwen3 video regression. Too broad to merge." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max_length are unrelated bugs." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:45538", "accept": false, - "reason": "Different subsystems and different failures; no shared underlying bug." + "reason": "Different components and failures: FP8 config loading vs CLIP tokenizer max-length behavior." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "One is backend/package installation, the other is a model import failure. Not the same issue." + "reason": "Package backend installation issue vs missing exported model class; no shared code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8/config issue and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT label reduction and zero-loss classification are different code paths and model families." + "reason": "Different sequence/image-processing bugs with different symptoms and APIs." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend availability versus loading a specific model; unrelated causes." + "reason": "Dependency/backend install bug vs a specific model-loading failure; not the same defect." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/loading failures with no clear shared root cause." + "reason": "AddedToken keyword collision is a tokenizer constructor bug; `est-roberta` loading is a different tokenizer/model issue." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero-probabilities and Perceiver interpolation failure are different models and bugs." + "reason": "Both concern vision models, but they involve different architectures and distinct failures." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch dependency and Llama 3.2 model loading regression are not the same problem." + "reason": "Missing PyTorch dependency error and Llama 3.2 Vision loading regression are not the same bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Generic custom-model init breakage and FSDP CPU RAM-efficient loading are different loading paths." + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are separate code paths." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3VL weight_only loading error are unrelated." + "reason": "Apple Silicon allocator warmup `TypeError` and Qwen3VL `weight_only=True` loading error are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config/loading behavior, but one is generic `trust_remote_code` field loss and the other is a specific model config field being dropped." + }, + { + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Environment dependency error versus a LayoutLMv3 error-message-quality issue." + "reason": "Smollm3 RoPE-layer mismatch and Qwen2.5-VL temporal position scaling are different model-specific bugs." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both target google/siglip2-base-patch16-224 and describe incorrect outputs from the HF SigLIP2 implementation; the JAX discrepancy and nonsensical pipeline results look like the same underlying model bug." - }, - { - "left": "issue:43742", - "right": "issue:44291", - "accept": false, - "reason": "Different load-time TypeErrors with different triggers and code paths." + "reason": "Same SigLIP2 model family and same underlying regression: HF output disagrees with the original JAX behavior and yields nonsensical predictions." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Both involve config-field handling, but one is a generic trust_remote_code config-loss issue and the other is a Qwen3_5MoeVisionConfig field omission. Too different." + "reason": "Different import/error-message problems with no shared failure mode." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both are Qwen-related, but one is about SmolLM3 RoPE layers and the other is a Qwen2.5-VL position-id regression." + "reason": "MobileLLM key error and `init_empty_weights` unexpected-argument failure are distinct loading issues." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + "reason": "Different import/backend problems with no shared root cause." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size semantics and AutoProcessor cached_file kwargs are different API bugs." + "reason": "`max_shard_size` question and missing kwargs forwarding to `cached_file` are unrelated." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and custom Trainer compute_loss signature are separate trainer issues." + "reason": "Trainer state token counting and custom `compute_loss` signature breakage are different trainer bugs." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + "reason": "`init_empty_weights` constructor issue and remote `AutoImageProcessor` loading are unrelated." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal load failure are both multimodal, but not the same concrete bug." + "reason": "Tokenizer `AddedToken` argument collision vs Mistral regex patch/backend-tokenizer attribute error are different code paths." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file handling and loading cjvt/sleng-bert are different model-loading failures." + "reason": "GGUF loading failure and a specific model failing to load are not the same defect." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "AddedToken keyword conflict and Mistral regex patch crash are different tokenizer bugs." + "reason": "Janus test failure and Phi-4 multimodal loading regression are different multimodal issues." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + "reason": "Auxiliary-loss normalization and FSDP loading are unrelated." }, { "left": "issue:44514", "right": "issue:45290", - "accept": false, - "reason": "Both are apply_chat_template crashes, but the triggers differ: batched padding=False versus assistant tool-call messages with no content." + "accept": true, + "reason": "Near-exact duplicate: both report `apply_chat_template` crashing for assistant messages with tool calls and no content." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code/custom-model behavior, but one is missing config fields and the other is removal of is_torch_fx_available. Different root causes." + "reason": "Generic `trust_remote_code` field handling and removal of `is_torch_fx_available` affecting custom models are different regressions." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different loading bugs: gguf_file handling versus BLIP2 dtype propagation." - }, - { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "A key error when loading MobileLLM and a missing Float8 storage type are different failures." + "reason": "GGUF tokenizer/model loading and BLIP2 dtype propagation are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both mention Qwen2.5-VL chat/image/video behavior, but one is chat-template batching and the other is a vision-position-id regression. Not the same bug." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained corruption are separate regressions." + "reason": "Chat-template crash and Qwen2.5-VL video position-id regression are unrelated bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The single accepted pair (issue:43493 / issue:43994) is at least plausibly the same SigLIP2 bug, and the rejections avoid overclaiming duplicate status for unrelated model- or subsystem-specific failures. The choice of issue:43646 as the umbrella issue is also defensible given the cluster\u2019s strong loading/init regression theme." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate-style pairs are plausible from the titles and issue descriptions, and the rejected soft pairs are mostly distinct enough to justify non-mergeability. No obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -5276,7 +5262,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:24643", "issue:28282", @@ -5287,7 +5273,6 @@ "issue:33666", "issue:35141", "issue:38175", - "issue:40444", "issue:41720", "issue:41762", "issue:43122", @@ -5301,15 +5286,16 @@ "issue:43688", "issue:43697", "issue:43720", + "issue:43742", "issue:43819", "issue:43906", - "issue:43927", "issue:44361", "issue:44442", "issue:44464", "issue:44466", "issue:44479", "issue:44568", + "issue:44589", "issue:44625", "issue:44743", "issue:44811", @@ -5323,29 +5309,31 @@ "issue:45005", "issue:45042", "issue:45081", + "issue:45216", "issue:45356", "issue:45440" ], "soft_pairs": [ + "issue:43742|issue:44589", + "issue:43697|issue:45216", "issue:45042|issue:45081", "issue:43531|issue:44821", "issue:44625|issue:44877", - "issue:43819|issue:44811", - "issue:43720|issue:44898", "issue:43688|issue:45440", + "issue:43720|issue:44898", "issue:43653|issue:44568", "issue:43452|issue:44843", + "issue:43819|issue:44811", "issue:44466|issue:45005", - "issue:44464|issue:44743", "issue:43295|issue:45356", + "issue:44464|issue:44743", "issue:41762|issue:44936", "issue:24643|issue:29127", "issue:41720|issue:43906", - "issue:40444|issue:44811", "issue:43525|issue:43643", "issue:44361|issue:44442", - "issue:38175|issue:43295", "issue:43577|issue:43697", + "issue:38175|issue:43295", "issue:43653|issue:44361", "issue:44843|issue:44991", "issue:28282|issue:32090", @@ -5354,218 +5342,210 @@ "issue:44479|issue:44936", "issue:43122|issue:43906", "issue:44977|issue:45356", - "issue:30064|issue:33666", - "issue:44464|issue:44977", - "issue:43653|issue:43927" + "issue:30064|issue:33666" ], - "prepared_review_unit_hash": "8b660bb64fd7ed59c709b4f732b0fc477f9b51faf553aa3468fabdfddd4e6064", + "prepared_review_unit_hash": "03ea53bfe8a4ea2a532aed2712a06be0cf706a0a59f271f5504e16f021ac850e", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36469, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36682, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues across different models and subsystems. None of the soft edges are strong enough to merge as true duplicates; at most they share broad themes like tokenization, config loading, or generation regressions.", - "confidence": 0.62, - "canonical_issue_reason": "No single canonical issue clearly covers the set; if forced, issue:44843 is the closest hub because it describes a concrete tokenizer-loading regression in a narrow code path that is easy to triage.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, training, vision, config, and serialization bugs. The soft-similarity pairs are mostly superficial matches on broad vocabulary rather than the same underlying defect, so none should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue; the items span unrelated bug classes and subsystems rather than one shared problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest standalone issue: it has a specific failure mode, a narrow affected path (_patch_mistral_regex), and a clear regression trigger (HF_HUB_OFFLINE).", + "best_issue_reason": "No global best issue stands out because the cluster does not share a single underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: a KeyError for MobileLLM-125M vs a missing Float8 storage object." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and symptoms: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained regression." + }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different subsystems: PIL/image-processor torchvision dependency vs a Mistral tokenizer regex crash." + "reason": "Unrelated areas: image processor torchvision dependency vs Mistral regex patch crashing in tokenizer loading." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Both involve loading behavior, but one is Qwen3-MoE sliding-window logic and the other is AutoImageProcessor URL loading." + "reason": "Different subsystems: Qwen3-MoE sliding window behavior vs AutoImageProcessor loading from URL." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is num_labels propagation and the other is strict config loading for granite_speech." + "reason": "Config propagation bug for Qwen3.5 text config vs strict config blocking granite_speech loading." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Unrelated code paths: DAC latent conversion vs Whisper processor batch_decode behavior." + "reason": "Both involve MoE-style models, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation divergence." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different models and bugs: packed-weight loading for BitNet vs Perceiver image-classification resolution handling." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Both are MoE-related, but they concern different models and different failure modes, not the same bug." + "reason": "Different code paths: packed-weight unpacking during accelerate loading vs Perceiver image classification at non-default resolution." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both touch special tokens, but one is BigBird mask-token registration and the other is BOS/EOS insertion for a different tokenizer." + "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and different missing tokens." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both affect tokenizer/model loading, but one is gguf_file handling and the other is an offline Mistral regex patch regression." + "reason": "Both involve tokenizer/model loading, but one is gguf_file breakage and the other is an offline-mode model_info() call in _patch_mistral_regex." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization and the other is translation-model behavior in v5." + "reason": "Completely different bugs: DAC from_latents mismatch vs Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Both are generation regressions, but compiled-forward chunking and recurrent-state reset are different concrete bugs." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model issue; not clearly the same bug." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer access in custom code and the other is Kimi-K2.5 codec handling." + "reason": "Different regressions: processor.tokenizer/image handling breakage vs Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but the affected models and failure modes differ." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO-3 load-time IndexError vs trainer.evaluate() failing after training." + "reason": "ZeRO-3 model loading index error vs trainer.evaluate failing after trainer.train are different problems." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training RuntimeError and LayoutLMv3 box-validation messaging are unrelated." + "reason": "DeepSpeed training weight-shape error vs a LayoutLMv3 error-message clarity issue are unrelated." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Auto device mapping cuda assert and an isolated reproduction of another issue do not match the same underlying bug." - }, - { - "left": "issue:40444", - "right": "issue:44811", - "accept": false, - "reason": "Different areas: multi-image IterableDataset finetuning vs Whisper batch_decode special-token handling." + "reason": "No evidence they are the same bug; one is a Qwen3 device-mapping cuda assert, the other is only an isolated reproduction of another issue." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Related only at a high level; one is a specific Llama4Config pad_token_id failure, the other is generic trust_remote_code config hydration." + "reason": "A missing pad_token_id on Llama4Config is not the same as a general trust_remote_code config field omission." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures with different affected components and error surfaces." + "reason": "Different tokenizer failures on different models, with no shared code path evident." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same bug as the processor/tokenizer regression in v4.57.5." + "reason": "Unrelated issues: Blip2 dtype propagation vs RTDetrV2 output differences." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "BLIP-2 dtype propagation and RTDetrV2 output drift are separate model correctness issues." + "reason": "Different model classes and bugs: siglip2 zero probabilities vs tokenizer/processor regression in v4.57.5." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Tokenizer special-token registration and MLukeTokenizer AttributeError are unrelated." + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load regressions, but one is offline Mistral regex patching and the other is est-roberta loading on v5." + "reason": "Both are tokenizer loading regressions, but one is offline-mode network access and the other is a specific tokenizer load failure." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing-PyTorch import error and Trainer GPU broadcast TypeError are different problems." + "reason": "Completely unrelated: missing PyTorch import vs NoneType broadcast error in Trainer." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Import-time missing dependency vs tied-weight reinitialization are unrelated." + "reason": "No overlap: import dependency error vs tied-embedding reinitialization during post_init." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing-PyTorch ImportError does not match the MacOS bus-error CLIP regression." + "reason": "Different problems entirely: PyTorch import error vs MacOS bus error with a CLIP model." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Qwen video-input regression and trainer.evaluate() failure are different issues." + "reason": "Video-input regression in Qwen VL models vs trainer lifecycle failure after training are unrelated." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Both mention tokenizer behavior, but one is a version-to-version tokenization change and the other is only an isolated reproduction of a different issue." + "reason": "A version-to-version tokenization change is not the same as an isolated reproduction of another issue." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Flash-attention generation failure and tokenizer codec regression are separate problems." + "reason": "Different Qwen3.5 regressions: flash-attention generation behavior vs tokenizer codec/fix_mistral_regex handling." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as the flash-attention generation bug." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBird special-token registration and DiaConfig token-ID loss are different tokenizer/config bugs." + "reason": "Different domains: image processor void-segmentation handling vs Qwen2-VL multi-GPU training." } ] }, @@ -5587,13 +5567,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:32090", "issue:33666", "issue:34567", "issue:36010", - "issue:39692", "issue:41720", "issue:43012", "issue:43257", @@ -5612,6 +5591,7 @@ "issue:43572", "issue:43577", "issue:43606", + "issue:43653", "issue:43688", "issue:43716", "issue:43720", @@ -5631,6 +5611,7 @@ "issue:44821", "issue:44849", "issue:44913", + "issue:44977", "issue:45084", "issue:45200", "issue:45229", @@ -5638,19 +5619,21 @@ "issue:45357" ], "soft_pairs": [ + "issue:43653|issue:43927", + "issue:44464|issue:44977", "issue:43329|issue:45325", - "issue:43531|issue:43742", "issue:43577|issue:44554", - "issue:44479|issue:44625", + "issue:43531|issue:43742", "issue:43550|issue:44361", - "issue:41720|issue:44464", + "issue:44479|issue:44625", "issue:43012|issue:43577", "issue:43504|issue:43720", + "issue:41720|issue:44464", "issue:43504|issue:43550", "issue:32090|issue:33666", "issue:32090|issue:34567", - "issue:43262|issue:45084", "issue:43504|issue:44610", + "issue:43262|issue:45084", "issue:43278|issue:43688", "issue:43452|issue:44451", "issue:45200|issue:45229", @@ -5659,231 +5642,236 @@ "issue:43756|issue:44913", "issue:43493|issue:43825", "issue:43540|issue:43716", - "issue:33666|issue:36010", "issue:43742|issue:44821", "issue:43525|issue:43572", + "issue:33666|issue:36010", "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:43688|issue:43873", "issue:43278|issue:43844", "issue:43257|issue:43299", - "issue:43720|issue:44361", - "issue:39692|issue:43493" + "issue:43720|issue:44361" ], - "prepared_review_unit_hash": "7d4c231fc819e85be1cfcb4fbce56b25a80d59f99444578850d22187cb606d99", + "prepared_review_unit_hash": "f7fa68e3938d21a432d232a640da192891936c75fa151571de90e78c8713f0e0", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36444, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37293, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft links mostly connect superficially similar bug reports (config/token-ID regressions, multimodal video issues, dtype/offload problems) rather than the same underlying defect. I reject all soft edges. If one issue must be used as a representative, `issue:43525` is the cleanest self-contained regression report in the set.", - "confidence": 0.83, - "canonical_issue_reason": "No true canonical duplicate stands out; if forced to pick one representative, `issue:43525` is the most concrete and self-contained config regression (`pad_token_id` missing on `Llama4Config`).", + "summary": "The cluster is heterogeneous: most pairs are only loosely related by subsystem or model family, not the same underlying bug. No soft-edge pair should be merged as a duplicate.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a safe canonical for this set; the items span unrelated regressions in loading, generation, tokenizer/config handling, multimodal/video logic, and training.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43525` is the strongest representative of the cluster\u2019s small config-regression subset: clear symptom, narrow scope, and easy to understand impact.", + "best_issue_reason": "Issue 43257 is the most concrete and actionable bug report in the set, but it still does not represent the other items closely enough to serve as a cluster-wide duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Both are Qwen VL/video-related, but one is an undefined-variable bug in multimodal token counting and the other is a rope/position-id scaling regression; different code paths." + "reason": "Both involve tokenizer/config behavior, but one is about BigBird special-token registration and the other about custom token IDs surviving save/load." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation problems, but they affect different models and different code paths: compiled forward inconsistency vs flash-attention generation." + }, + { + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and a MobileLLM key error are unrelated model-loading/runtime bugs." + "reason": "Both touch Qwen multimodal/video logic, but one is an undefined variable bug in token counting and the other is a rope-index temporal position scaling regression." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "One is a training/eval dtype mismatch, the other is an MPS attention shape/correctness issue; not the same defect." + "reason": "These are unrelated: one is a dtype-loading issue in Blip2, the other is an attention correctness problem on MPS." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "A video-input regression across Qwen VL variants is distinct from `num_labels` propagation in Qwen3.5." + "reason": "Different failures and different models: sliding_window behavior in Qwen3-MoE versus a key error loading MobileLLM-125M." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba `torch.compile`/SDPA failure and MLuke tokenizer attribute errors are different subsystems and symptoms." + "reason": "No common bug: torch.compile/SDPA failure in Bamba versus an MLuke tokenizer attribute error on tasks." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "CUDA assert with auto device mapping is not the same as inconsistent outputs from compiled chunked generation." + "reason": "One is a video-input regression across Qwen VL models; the other is missing num_labels propagation in Qwen3.5." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both mention dtype, but one is a PyTorch warning during compile and the other is a Blip2 loading dtype bug." + "reason": "Both mention precision/dtype, but one is a PyTorch warning during compile and the other is an actual model/qformer dtype mismatch on load." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field loading failure in BEiT and unpacking packed weights in BitNet are different loading bugs." + "reason": "Different model families and bugs: legacy field blocking BEiT semantic segmentation load versus packed weights not unpacked in BitNet accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3 auto device-mapping CUDA assert versus chunked generation divergence under compiled forward." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Unrelated model-loading bug vs compile/SDPA runtime failure." + "reason": "These are separate loader/runtime issues affecting different models and mechanisms." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training are too broad to be the same concrete bug." + "reason": "Both are training/multi-GPU related, but one is a NoneType broadcast error and the other is a Qwen2-VL multi-GPU training question/bug." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Different Trainer issues: GPU broadcast type error vs token-count bookkeeping not updating." + "reason": "Trainer broadcast failure and TrainerState token counter not updating are distinct training bugs." }, { - "left": "issue:43262", - "right": "issue:45084", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Audio chat-template sampling-rate default and template-node compilation errors are unrelated." + "reason": "Different models and failures: BEiT legacy-field loading versus OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43262", + "right": "issue:45084", "accept": false, - "reason": "BEiT legacy config loading and OmDet-Turbo processor/model size mismatch are distinct bugs." + "reason": "Audio chat-template sampling-rate defaulting and template-node compilation errors are unrelated." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Training/eval dtype drift is unrelated to auxiliary-loss normalization." + "reason": "Both involve numerical behavior, but one is dtype drift in evaluate and the other is auxiliary-loss normalization." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "A `gguf_file` path handling bug and a specific model load failure for ScandiBERT are not the same issue." + "reason": "Different loading failures: gguf_file breaks tokenizer/model from_pretrained paths, while ScandiBERT cannot be loaded for another reason." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma4 text-only token-type defaults and multi-GPU CUDA OOM are different problems." + "reason": "Same model family, but one is a missing mm_token_type_ids default and the other is a multi-GPU inference OOM." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "`output_hidden_states` behavior and incorrect visual-encoder keys in `save_pretrained` are separate regressions." + "reason": "Both concern Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained writing incorrect visual-encoder keys." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are missing token-id fields in configs, but they affect different models/attributes and do not share a concrete code path." + "reason": "Similar missing-field shape, but different configs/models and different attributes: pad_token_id versus pad_token_idx." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "RoPE-layer count mismatch and `rotary_pct` reset on reload are different configuration bugs." + "reason": "RoPE-related but not the same bug: Smollm3 layer-dropping versus GPTNeoX rotary_pct reload defaulting." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline translation error message are unrelated." + "reason": "Different scope: SigLIP2 implementation discrepancy versus pipeline error messaging about translation support." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Qwen3OmniMoe video processing failure and Mistral-3 image-preprocessor dtype mismatch are different multimodal bugs." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and a `GenerationMixin` import error have no concrete overlap." + "reason": "Different multimodal bugs: video-processing ValueError in Qwen3OmniMoe versus image preprocessor/model dtype mismatch in Mistral-3." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error and loading `AutoImageProcessor` from URL are unrelated loading failures." + "reason": "KeyError on MobileLLM loading and AutoImageProcessor-from-URL loading are unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both involve missing token-id fields, but the missing attribute and model/config context differ; not the same underlying bug." + "reason": "Both are missing token-id attribute issues after v5 changes, but they affect different config classes and different model families." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "One is a Qwen2-VL multi-GPU training topic; the other is an import failure for GenerationMixin." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight unpacking on accelerate load and DiaConfig token-ID persistence are separate failures." + "reason": "Both involve loading/accelerate behavior, but packed-weight unpacking in BitNet is unrelated to DiaConfig custom token IDs being lost." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to save/load loss of custom token IDs." + "reason": "CPU offload device mismatch in Bark and DiaConfig token-ID loss are different bugs." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization and quantized offloading are different behaviors in different code paths." + "reason": "Different optimization issues: auxiliary-loss normalization versus quantization/offloading behavior." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and ZeRO-3 gradient amplification are not the same bug." + "reason": "Both mention gradients/dtypes in training contexts, but one is dtype drift and the other is ZeRO-3 gradient inflation." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers-dev regression for Qwen3VL MoE; too different to merge." + "reason": "Both are Qwen3 MoE loading issues, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading regression in Qwen3VL MoE." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet weight unpacking and MLuke tokenizer attribute errors are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "SigLIP2 docs-example failures and SigLIP2 HF-vs-JAX numerical discrepancy are different issues, not the same underlying bug." + "reason": "Unrelated bugs: BitNet accelerate loading versus MLuke tokenizer task handling." } ] }, @@ -5905,7 +5893,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:15354", "issue:33357", @@ -5922,7 +5910,6 @@ "issue:43540", "issue:43572", "issue:43575", - "issue:43582", "issue:43606", "issue:43646", "issue:43653", @@ -5939,256 +5926,256 @@ "issue:44291", "issue:44361", "issue:44423", + "issue:44464", "issue:44466", "issue:44488", "issue:44493", "issue:44521", - "issue:44554", "issue:44589", + "issue:44625", "issue:44734", "issue:44792", "issue:44843", "issue:44964", "issue:44977", - "issue:45084", "issue:45290", "issue:45405", - "issue:45446", - "issue:45520" + "issue:45520", + "issue:45584" ], "soft_pairs": [ + "issue:39692|issue:43493", "issue:44964|issue:45405", "issue:43540|issue:44977", "issue:43329|issue:43606", - "issue:33666|issue:36331", "issue:44488|issue:44843", "issue:43493|issue:43844", - "issue:44589|issue:45520", + "issue:33666|issue:36331", "issue:43756|issue:44060", + "issue:44589|issue:45520", + "issue:44625|issue:45584", "issue:43646|issue:44466", - "issue:43688|issue:43746", "issue:44521|issue:45290", + "issue:43688|issue:43746", "issue:44423|issue:44734", - "issue:33357|issue:33666", "issue:43824|issue:44589", + "issue:33357|issue:33666", "issue:39692|issue:43295", - "issue:43994|issue:44493", "issue:43504|issue:43606", - "issue:43927|issue:44361", + "issue:43994|issue:44493", + "issue:44464|issue:45584", "issue:43504|issue:43653", - "issue:43575|issue:45405", + "issue:43927|issue:44361", "issue:43572|issue:44291", + "issue:43575|issue:45405", "issue:43278|issue:43701", "issue:44792|issue:45405", "issue:43257|issue:45405", "issue:43606|issue:44112", - "issue:15354|issue:38175", - "issue:44554|issue:45446", - "issue:43582|issue:44977", - "issue:45084|issue:45520" + "issue:15354|issue:38175" ], - "prepared_review_unit_hash": "0fdfd3cb3c264f3a2a6c12122b9585ebab41b938b72bf1c288d2b14c372449c5", + "prepared_review_unit_hash": "db2d4417fb9d0ba7dccf03da1f946f33704a3e5f6b310e87796d8f447966fca8", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36681, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "serialized_chars": 36141, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic neighborhood of Transformer bug reports, mostly around multimodal/model-loading regressions, serving, tokenizer/chat-template behavior, and a few unrelated training/runtime issues. I do not see any soft pair that is clearly the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44521 is the broadest and most central active report in this set: multimodal chat-template handling with downstream references, which makes it the best representative anchor even though the cluster overall is heterogeneous.", + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in multimodal processing, tokenizers, model loading, training, serving, serialization, and docs. None of the soft pairs look like the same underlying defect, so all soft edges are rejected and there is no safe single canonical issue for the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the cluster is too broad and the apparent overlaps are only superficial (same model family or subsystem, but different code paths and failure modes).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best single issue to keep as a representative because it targets a high-signal multimodal API path and has the most visible downstream interest in this set.", + "best_issue_reason": "No issue here is a strong global representative; the closest topics still map to distinct bugs rather than one duplicate thread.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a model-vs-JAX implementation discrepancy." + }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "One is a Phi-4 multimodal model load failure; the other is a PEFT version bump/regression. Different problems." + "reason": "Different problem types: multimodal model loading regression vs a PEFT version bump / unreleased dependency issue." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: Qwen3OmniMoe video processing vs Qwen3.5 flash-attention generation." + "reason": "Both are Qwen-related, but one is a video-processing ValueError in Qwen3OmniMoe and the other is a flash-attention generation bug in Qwen3.5." }, { "left": "issue:43329", "right": "issue:43606", "accept": false, - "reason": "Undefined multimodal-token helper bug vs CPU offload device mismatch. Not the same code path." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Multi-GPU training for Qwen2-VL vs a CustomTrainer signature regression. Unrelated." + "reason": "Undefined variable in multimodal token counting is unrelated to the bark-small CPU offload device mismatch." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both are loading-related, but one is a specific model failure and the other is an offline-mode hub call regression. Too broad to merge." + "reason": "One is a model loading failure for cjvt/sleng-bert; the other is an offline-mode regression in AutoTokenizer's Mistral regex patch." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs a DeepSpeed/ZeRO-3 gradient issue. Different subsystems and symptoms." + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are different bugs with different failure surfaces." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Float8 storage lookup failure vs flash_attn import error on Python 3.13. Unrelated runtime issues." + "reason": "Multi-GPU training support for Qwen2-VL is unrelated to the CustomTrainer.compute_loss signature regression." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs Qwen3-Next tied-weights warning. Different model internals." + "reason": "Smollm3 RoPE-layer omission and Qwen3-Next tied-weights warning are different model/config issues." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Custom model initialization regression vs tied-weight serialization inconsistency. Both v5-related, but not the same bug." + "reason": "Float8 storage deserialization failure is unrelated to the Python 3.13 flash_attn import key error." }, { - "left": "issue:43688", - "right": "issue:43746", + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is distinct from Whisper's empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Aux-loss normalization in MoE models vs GraniteSpeech PEFT checkpoint loading. Different affected paths." + "reason": "Transformers 5.0 custom model initialization breakage is not the same as device-dependent lm_head serialization inconsistency." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is multimodal assistant masks and the other is tool-call content handling. Not the same defect." + "reason": "All-zero assistant masks for multimodal inputs and tool-call content crashes are separate chat-template bugs." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43688", + "right": "issue:43746", "accept": false, - "reason": "Serve crashes in two different routes: multimodal continuous batching vs KV-cache continuation indexing." + "reason": "Auxiliary loss normalization in MoE models does not match the PEFT/local-checkpoint loading issue in GraniteSpeech." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training. No shared underlying bug." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug affect different serve paths." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a missing model class vs a float8 storage TypeError. Different failure layers." + "reason": "Importing Qwen2.5-VL and missing Float8 storage objects are unrelated failures." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Docs example errors/quantization mismatch vs a regression in processor.tokenizer access and image passing. Related area, but not the same issue." + "reason": "Mac bus error on CLIP model load is unrelated to the Qwen2-VL multi-GPU training issue." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 bad outputs vs position-id key warnings across many models. Different observable bugs." + "reason": "Docs/example errors for SigLIP2 are distinct from the processor.tokenizer regression in v4.57.5." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field blocks BEiT semantic segmentation loading vs bark-small CPU offload mismatch. Unrelated." + "reason": "Legacy-field loading failure in BeitForSemanticSegmentation is not the same as the bark-small CPU offload device mismatch." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs are a model behavior issue, while unexpected position-id keys point to a different config/state bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Config token-id persistence bug vs tokenizer AttributeError in tasks. Different objects and root causes." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty transcription after token alignment." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT preset loading issue vs BigBirdTokenizer special-token registration bug. Not the same defect." + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are different issues in different subsystems." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "TP OOM when loading a large Qwen model vs a PEFT minimum-version bump. Completely different." + "reason": "DiaConfig losing custom token IDs and MLukeTokenizer AttributeError are separate configuration/tokenizer bugs." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in one config vs an init_empty_weights signature regression. Both 5.0-era loading issues, but not the same bug." + "reason": "StableLmConfig missing pad_token_idx and init_empty_weights receiving _is_hf_initialized are different compatibility regressions." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to the unreleased PEFT version bump." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift in evaluate vs resume_from_checkpoint key mismatch. Different training lifecycle problems." + "reason": "Embedding dtype drift during evaluate and resume_from_checkpoint key mismatch are distinct training-state bugs." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure vs PEFT version requirement. No overlap." + "reason": "A janus image-generation test failure is not the same as the PEFT release/versioning issue." }, { "left": "issue:43257", "right": "issue:45405", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed vs a dependency version bump. Unrelated." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to the PEFT minimum-version bump." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device-related CI behavior, but one is a real CPU-offload runtime mismatch and the other is a stale GraniteSpeech test. Not the same issue." + "reason": "Both are GraniteSpeech CI-related, but one is a device mismatch and the other is a stale test override; different root causes." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure vs unexpected zero probabilities in SigLIP2. Different eras and code paths." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness issue vs a PyTorch version gate bug in flex_attention import. Different layers." - }, - { - "left": "issue:43582", - "right": "issue:44977", - "accept": false, - "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation bug. Unrelated." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Template compilation TypeError vs flash_attn import KeyError. Different failure mechanisms." + "reason": "Old torch.jit.script GeneratorExp export failure and SigLIP2 zero-probability outputs are completely unrelated." } ] }, @@ -6210,14 +6197,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:37428", - "issue:38175", "issue:39401", - "issue:40990", "issue:43232", - "issue:43278", "issue:43295", "issue:43334", "issue:43388", @@ -6227,11 +6211,10 @@ "issue:43526", "issue:43540", "issue:43572", - "issue:43575", + "issue:43582", "issue:43701", "issue:43824", "issue:43844", - "issue:43856", "issue:43873", "issue:43957", "issue:43975", @@ -6245,269 +6228,268 @@ "issue:44568", "issue:44589", "issue:44610", - "issue:44625", "issue:44792", "issue:44849", "issue:44898", "issue:44936", "issue:44964", + "issue:44977", "issue:44987", "issue:45072", + "issue:45084", "issue:45127", "issue:45198", "issue:45200", "issue:45325", "issue:45356", "issue:45412", + "issue:45446", + "issue:45520", "issue:45563" ], "soft_pairs": [ + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:45084|issue:45520", "issue:43540|issue:45200", - "issue:45072|issue:45198", "issue:43844|issue:44964", + "issue:45072|issue:45198", "issue:43232|issue:44849", "issue:39401|issue:44568", "issue:37428|issue:43957", "issue:44315|issue:44849", "issue:44554|issue:45356", - "issue:43295|issue:44610", "issue:43334|issue:43525", + "issue:43295|issue:44610", "issue:43493|issue:43701", "issue:45200|issue:45325", "issue:44898|issue:45412", "issue:44466|issue:45127", "issue:43873|issue:44464", - "issue:40990|issue:44625", "issue:44792|issue:45563", "issue:43388|issue:43526", "issue:44514|issue:44521", "issue:43844|issue:44936", - "issue:43575|issue:44464", "issue:37428|issue:43824", - "issue:43295|issue:43450", "issue:43572|issue:44987", - "issue:44442|issue:45198", - "issue:43295|issue:43873", + "issue:43295|issue:43450", "issue:43572|issue:44589", "issue:43824|issue:43975", - "issue:43278|issue:43856", - "issue:38175|issue:45412" + "issue:44442|issue:45198", + "issue:43295|issue:43873" ], - "prepared_review_unit_hash": "523f235e5bf0b505ea1aac431f30765550e18e75cbacc32394f7428d9b2248d7", + "prepared_review_unit_hash": "fcd39cbce4303384afbc27fd90a43541b3796a625f6d0baf111b0f779ee8d547", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36866, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No strong duplicate cluster emerges from these items; they span unrelated bugs across tokenizers, multimodal processors, training, generation, and model loading. The most broadly representative issue is the open multimodal assistant-mask bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44521 is specific, reproducible, and still open, with clear multimodal apply_chat_template failure semantics and active discussion/inbound references.", + "summary": "This cluster is mostly a mix of unrelated Transformers bug reports. The only strong duplicate-like edges are two Qwen2.5-VL chat-template reports and two model-loading regressions about missing pad_token_id on config objects.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44521 is the clearest and broadest statement of the shared Qwen2.5-VL apply_chat_template/multimodal masking bug; issue:44514 looks like a specific batched-padding=False manifestation of the same path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue because it is concrete, currently open, and likely to benefit from an upstream fix without being overly model-specific.", + "best_issue_reason": "issue:44521 is the best representative for the duplicated multimodal chat-template subcluster: it is open, clearly scoped, and covers the broader assistant_masks failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Both involve multimodal inputs, but the concrete failures differ: video input processing ValueError vs missing mm_token_type_ids defaulting. Different code paths and fixes." + "reason": "Different subsystems and failures: MPS attention correctness vs a flex_attention import/version check." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated bugs: Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different import/compile failures in separate code paths; no clear shared bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Unrelated bugs in different subsystems/models: dtype mismatch in inference vs save_pretrained/tokenization failure." + "reason": "Both are multimodal-related, but one is video preprocessing in Qwen3OmniMoe and the other is Gemma 4 token-type defaults." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Different problems: ZeRO-3 gradient inflation during training vs model loading failure for Phi-4 multimodal." + "reason": "Different problems: ZeRO-3 gradient behavior vs loading Phi-4 multimodal." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different model families and failures: dtype mismatch in inference vs speech tokenizer save/load failure." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus is a different bug from Qwen3.5 output_hidden_states handling." + "reason": "Different generation bugs with different triggers and code paths." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and behaviors: offset_mapping vs special-token insertion." + "reason": "Both tokenizer issues, but different models and different symptoms (offset mapping vs special token insertion)." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing flash-attention helper is not the same as meta-device loading breakage." + "reason": "Both involve loading/importing, but the missing flash-attention helper and meta-device loading failure are not the same bug." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to output_hidden_states behavior." + "reason": "Unrelated: Liger Kernel application in model_init vs a Qwen3.5 hidden-states bug." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Different domains entirely: MPS attention correctness vs tokenizer regression in Kimi-K2.5." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Both involve processors, but one is a regression around processor.tokenizer/image passing, the other is an image-size mismatch." + "reason": "Different models and fixes; MPS attention correctness is unrelated to Qwen3.5 tokenizer regression." }, { "left": "issue:43334", "right": "issue:43525", + "accept": true, + "reason": "Both report the same regression pattern: loading fails because a config object is missing pad_token_id." + }, + { + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Similar symptom shape, but different model configs and likely separate missing-field fixes; not enough evidence for one underlying bug." + "reason": "Both touch processors, but one is a processor.tokenizer regression and the other is an input-size mismatch for OmDet-Turbo." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "Different bugs: SigLIP2 implementation mismatch vs checkpoint resume key mismatch." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different Qwen multimodal issues: mm_token_type_ids defaulting vs still-image temporal rope scaling." + "reason": "Different multimodal bugs in different models: missing mm_token_type_ids default vs Qwen2.5-VL rope index scaling." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution handling is unrelated to RT-DETR memory release on deletion." + "reason": "Image resolution/interpolation failure is unrelated to RT-DETR memory release behavior." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to LoRA merge collapse after vocab extension." + "reason": "Both involve tied weights/serialization themes, but the concrete failures differ enough that they do not look like the same bug." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to chunked generation inconsistencies under compiled forward." - }, - { - "left": "issue:40990", - "right": "issue:44625", - "accept": false, - "reason": "Perplexity regression and num_labels propagation are different bugs with different failure modes." + "reason": "Unrelated: quantization/offloading issue vs compiled-forward chunked generation inconsistency." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Failed janus image-generation test is not the same as a stale warning in paged generate()." + "reason": "Different generation/test warning issues with no shared code-path evidence." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both touch labels, but one is trainer metrics batching and the other is BeitImageProcessorFast reducing labels incorrectly." + "reason": "Both mention labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast label reduction." }, { "left": "issue:44514", "right": "issue:44521", - "accept": false, - "reason": "Both are in apply_chat_template, but one crashes on batched padding=False while the other produces zero assistant masks; different concrete failures." + "accept": true, + "reason": "Same Qwen2.5-VL apply_chat_template path; one is a crash on batched padding=False input, the other is the same family of multimodal masking failure." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "Training instability with DeepSpeed is unrelated to evaluate() failing after train()." - }, - { - "left": "issue:43575", - "right": "issue:44464", - "accept": false, - "reason": "Tensor-parallel OOM during model load is unrelated to compiled-forward chunked generation output differences." + "reason": "Different training/evaluation problems with no shared underlying change." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols and different affected APIs/models." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Processor.tokenizer regression is not the same as batched video processor shape handling." + "reason": "Both are import errors, but they concern different symbols and different subsystems." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is different from a broad loading failure for physical-intelligence/fast." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Different tokenizer/model failures: FastSpeech2ConformerTokenizer loading vs Wav2Vec2 save/tokenization issues." + "reason": "Different loading failures; no evidence they stem from the same pad_token_id-related regression." }, { "left": "issue:43295", - "right": "issue:43873", + "right": "issue:43450", "accept": false, - "reason": "Custom processor API regression is unrelated to offloading not working with quantization." + "reason": "Both are processor-related, but one is custom tokenizer/image handling and the other is batched video shape handling." }, { "left": "issue:43572", "right": "issue:44589", "accept": false, - "reason": "Missing config attribute vs Float8 storage lookup failure are unrelated." + "reason": "Unrelated config default issue vs a PyTorch storage lookup TypeError." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing a missing class and incorrect detokenization are separate issues." + "reason": "Different tokenizer/model bugs: missing export vs incorrect detokenization." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "BF16-to-FP32 evaluation dtype shift is unrelated to Qwen3 MoE memory usage during training." + "reason": "Both are speech/tokenizer related, but they are different models and different failure modes." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory release are unrelated." + "reason": "Unrelated processor regression vs quantization/offloading behavior." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative about the cluster being mostly unrelated reports, and the two accepted soft edges are plausible duplicate/same-bug pairs based on the packet: the Qwen2.5-VL chat-template/multimodal masking issues, and the pad_token_id config regressions. I don\u2019t see an overstatement that would require rejection." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6522,13 +6504,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:29942", "issue:32090", "issue:37428", "issue:38175", - "issue:39692", "issue:42915", "issue:43262", "issue:43278", @@ -6537,7 +6518,6 @@ "issue:43425", "issue:43450", "issue:43493", - "issue:43526", "issue:43550", "issue:43575", "issue:43606", @@ -6547,15 +6527,15 @@ "issue:43824", "issue:43825", "issue:43827", + "issue:43856", "issue:43901", "issue:43931", "issue:43994", "issue:44112", - "issue:44351", + "issue:44206", "issue:44360", "issue:44448", "issue:44462", - "issue:44493", "issue:44561", "issue:44568", "issue:44610", @@ -6571,27 +6551,32 @@ "issue:45290", "issue:45310", "issue:45381", - "issue:45478" + "issue:45412", + "issue:45478", + "issue:45584" ], "soft_pairs": [ - "issue:43295|issue:43994", + "issue:43278|issue:43856", + "issue:38175|issue:45412", "issue:44360|issue:44561", + "issue:43295|issue:43994", + "issue:44206|issue:45584", "issue:38175|issue:43493", "issue:43827|issue:43901", "issue:44849|issue:45003", - "issue:43653|issue:44112", "issue:42915|issue:43824", - "issue:43450|issue:43493", + "issue:43653|issue:44112", "issue:44568|issue:44991", + "issue:43450|issue:43493", "issue:45127|issue:45245", "issue:45290|issue:45381", - "issue:43450|issue:43575", "issue:43819|issue:45083", + "issue:43450|issue:43575", "issue:44462|issue:44561", "issue:44561|issue:44779", "issue:44610|issue:44857", - "issue:43262|issue:43450", "issue:43819|issue:44112", + "issue:43262|issue:43450", "issue:44448|issue:44743", "issue:43606|issue:45083", "issue:43278|issue:43825", @@ -6599,226 +6584,216 @@ "issue:45310|issue:45478", "issue:37428|issue:43425", "issue:43611|issue:43931", - "issue:43335|issue:43550", - "issue:43819|issue:44493", - "issue:39692|issue:43526", - "issue:43450|issue:43526", - "issue:37428|issue:44351" + "issue:43335|issue:43550" ], - "prepared_review_unit_hash": "83e2a2b27d99a538056955caeceb6debbf55197175c0c5ac0608d60878adf4b9", + "prepared_review_unit_hash": "9095d74277dbca8a22257fac71ee11259dfa04a9ffaf33065c04f18278d1500d", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36670, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "soft_pair_count": 29, + "serialized_chars": 36342, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated Transformers issues across models, tokenizers, processors, docs, and runtime regressions. The only clear duplicate pair is the two identical Qwen3.5 Moe from_pretrained reports; everything else looks like separate bugs or feature regressions.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earliest clear report of the only exact duplicate pair in the cluster, with the same Qwen3.5 Moe from_pretrained failure later repeated in issue:45478.", + "summary": "Most pairs are clearly unrelated despite superficial keyword overlap. The only strong duplicate pair is the Qwen3.5 MoE from_pretrained regression, where the later report appears to be the same underlying bug as the earlier one.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it states the concrete Qwen3.5 MoE from_pretrained failure, is more detailed, and has a near-exact follow-up duplicate in issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative issue for this cluster: it is concrete, specific, and has a true duplicate counterpart, whereas most other items are unrelated single-bug reports.", + "best_issue_reason": "issue:45310 is the best global issue candidate because it is specific, reproducible, and directly matched by a duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:43994", + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: dtype change during evaluation vs MoE training memory usage." + }, + { + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Different failures: processor.tokenizer/image handling regression vs SigLIP2 nonsensical outputs." + "reason": "Different models and failure modes: SigLIP2 zero probabilities vs RT-DETR memory not released." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Unrelated topics: DSA indexer ReLU discussion vs removal of is_torch_fx_available breaking trust_remote_code." + "reason": "Unrelated: a DSA indexer activation issue vs a v5 compatibility break in trust_remote_code models." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Both involve processor/pipeline behavior, but the models and symptoms differ too much to be the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated audio processor center-arg crash vs Whisper empty-transcription generation failure." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Same model family, but different concrete symptoms; not enough to treat as one bug." + "reason": "Same model family, but one report is specifically zero probabilities while the other is a broad HF-vs-JAX discrepancy; not enough to merge." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different APIs and different problems." + "reason": "Both are docs/API-deprecation complaints, but they target different APIs and behaviors." }, { "left": "issue:44849", "right": "issue:45003", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to sys.modules access in modeling_utils." - }, - { - "left": "issue:43653", - "right": "issue:44112", - "accept": false, - "reason": "Different components and failures: tokenizer special-token bug vs GraniteSpeech CI device override test." + "reason": "Different areas: Qwen3.5 hidden-state bug vs unsafe sys.modules access in modeling_utils." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FP8 config failure in Qwen3Moe is unrelated to Qwen2.5-VL import error." + "reason": "Unrelated: Qwen3Moe FP8 failure vs Qwen2.5-VL import error." }, { - "left": "issue:43450", - "right": "issue:43493", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Batched video shape bug is not the same as SigLIP2 implementation discrepancy." + "reason": "Different issues: tokenizer special-token registration vs a stale CI device-override test." }, { "left": "issue:44568", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizers in v5, but they are different models with different failure modes." + "reason": "Both are tokenizer regressions in v5, but they affect different models and distinct code paths." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Different subsystems: batched video processor shapes vs SigLIP2 model discrepancies." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/tied embeddings collapse and category-count RuntimeError are unrelated bugs." + "reason": "Completely unrelated: LoRA merge collapse vs category-count runtime limit." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call crash and Qwen2.5-VL video position ids are different code paths." + "reason": "Different bugs in chat templating vs Qwen2.5-VL video position IDs." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Video processor shape bug and tp OOM on Qwen2-57B are unrelated." + "reason": "Different model internals: DAC latent conversion mismatch vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "DAC from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Unrelated: batched video shape bug vs TP/OOM on Qwen2-57B-A14B-Instruct." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer repository-loading issue is not the same as the v5 trust_remote_code regression." + "reason": "Different problems: tokenizer.json loading vs removal of is_torch_fx_available breaking remote-code models." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5-related, but one is API removal and the other is Deepseek tokenizer output regression." + "reason": "Both are v5-related tokenizer/model regressions, but the concrete failures are different." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input-size mismatch is unrelated to LwDetrImageLoss AMP/CUDA crashing." + "reason": "Different models and failure modes: processor output size mismatch vs AMP/CUDA loss crash." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Audio chat-template sample-rate default bug and video batch-shape bug are different processor issues." + "reason": "No shared underlying bug; DAC latent mismatch is unrelated to GraniteSpeech CI device override." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to GraniteSpeech CI device override flakiness." + "reason": "Different media types and bugs: audio chat-template sampling rate vs video batching shape." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences are unrelated to qwen3_5 recurrent-state reset behavior." + "reason": "Unrelated: Pegasus v4/v5 output differences vs Qwen3.5 recurrent-state reset bug." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe helper behavior." + "reason": "Device mismatch on CPU offload is unrelated to qwen3_omni_moe output-length helper behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift in eval and pipeline translation error-message regression are different bugs." + "reason": "Different issues: dtype regression in evaluation vs pipeline error-message/docs behavior." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to Trainer _gpu_broadcast_one NoneType errors." + "reason": "Unrelated: Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Identical title and same Qwen3.5 Moe from_pretrained failure; these are the same underlying bug." + "reason": "Same concrete regression: both report Qwen3.5 MoE from_pretrained failures under transformers>=5.4.0." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for flash-attention helper is not the same as torch 2.10 incompatibility." + "reason": "Different compatibility problems: missing flash-support import vs Torch 2.10 incompatibility." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "base_model_prefix loading breakage and Qwen3-VL shape mismatch are unrelated model-loading bugs." + "reason": "Unrelated loading failures: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are different issues." - }, - { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "DAC latent mismatch is unrelated to position-id key regressions across models." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to BeitImageProcessorFast reduce_labels bug." - }, - { - "left": "issue:43450", - "right": "issue:43526", - "accept": false, - "reason": "Video batch-shape bug and BeitImageProcessorFast label reduction bug are different processor paths." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they involve different symbols and different root causes." + "reason": "Different bugs: SwitchTransformers sparse-layer creation vs Bamba torch.compile/SDPA failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet: most items are clearly unrelated by title, and the only clearly supported duplicate pair in the provided data is issue:45310 / issue:45478, which share the same Qwen3.5 Moe from_pretrained error. The soft-edge rejections are appropriately cautious, and the one accepted pair is well supported by identical titles and chronology." + "feedback": "Grounded and conservative overall. The canonical issue choice is supported by the packet, and the only accepted pair (45310/45478) is an exact-title duplicate with matching failure context. The remaining soft-edge verdicts stay appropriately cautious given the limited evidence." }, "evaluator_used": true, "retried": false, @@ -6837,12 +6812,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:29127", "issue:29942", "issue:32090", - "issue:33357", "issue:34689", "issue:35141", "issue:37428", @@ -6855,6 +6829,7 @@ "issue:43329", "issue:43335", "issue:43404", + "issue:43450", "issue:43504", "issue:43526", "issue:43550", @@ -6863,9 +6838,11 @@ "issue:43701", "issue:43720", "issue:43723", + "issue:43819", "issue:43873", "issue:44112", "issue:44292", + "issue:44351", "issue:44448", "issue:44462", "issue:44493", @@ -6875,12 +6852,10 @@ "issue:44855", "issue:44857", "issue:44977", - "issue:44987", "issue:45072", "issue:45083", "issue:45200", "issue:45229", - "issue:45245", "issue:45372", "issue:45381", "issue:45406", @@ -6889,287 +6864,288 @@ "issue:45563" ], "soft_pairs": [ - "issue:44855|issue:45083", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:37428|issue:44351", + "issue:43450|issue:43526", "issue:45200|issue:45381", - "issue:39692|issue:44493", + "issue:44855|issue:45083", "issue:43404|issue:45200", + "issue:39692|issue:44493", "issue:43335|issue:43653", "issue:29127|issue:32090", "issue:44448|issue:44779", "issue:44977|issue:45229", "issue:38175|issue:44493", "issue:44292|issue:45520", - "issue:43335|issue:43504", "issue:43335|issue:45083", + "issue:43335|issue:43504", "issue:43550|issue:44112", "issue:43335|issue:45072", "issue:44568|issue:45491", "issue:43720|issue:44112", - "issue:44448|issue:44977", "issue:40444|issue:43526", - "issue:43335|issue:44112", + "issue:44448|issue:44977", "issue:43723|issue:44554", + "issue:43335|issue:44112", "issue:34689|issue:35141", "issue:44857|issue:45072", "issue:43606|issue:44857", - "issue:44977|issue:45563", - "issue:45372|issue:45406", "issue:43066|issue:44462", - "issue:43873|issue:44493", + "issue:45372|issue:45406", + "issue:44977|issue:45563", "issue:43873|issue:45229", + "issue:43873|issue:44493", "issue:43278|issue:43329", "issue:43701|issue:45083", "issue:29942|issue:35141", "issue:43550|issue:45083", - "issue:41720|issue:45229", - "issue:45245|issue:45563", - "issue:32090|issue:33357", - "issue:37428|issue:44987" + "issue:41720|issue:45229" ], - "prepared_review_unit_hash": "a8b3e0fece76bda5f1f91c56d74a3d231e8cc75193a7ebf373ef5088e0b01235", + "prepared_review_unit_hash": "7dd17096215e804082f0387683d06a56c7260aea66aedca8e9cbf1a49b8b7024", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38743, - "estimated_input_tokens": 9686, - "estimated_eval_tokens": 19628 + "soft_pair_count": 37, + "serialized_chars": 39030, + "estimated_input_tokens": 9758, + "estimated_eval_tokens": 19772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated Transformer issues across different models and subsystems. I found no convincing duplicate pairs to merge; the only reasonably strong standalone triage target is issue 45229 because it is open, high-activity, and has a concrete reproduction with broad user impact.", - "confidence": 0.84, - "canonical_issue_reason": "No clear duplicate cluster emerged; if one issue must represent the set, issue 45229 is the strongest standalone bug report thanks to detailed discussion and impact.", + "summary": "This is a noisy mixed cluster of unrelated Transformers issues; the soft pairs are mostly false positives across different models, code paths, and failure modes. No soft edge looks like the same underlying bug/change, so I would not merge any of these artifacts as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "If one issue must be chosen as the representative, 43066 is the cleanest broadly phrased v5 tokenizer regression. That said, the set is too heterogeneous to treat as a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the most actionable and representative issue in the set: open, heavily discussed, and framed around a concrete runtime failure.", + "best_issue_reason": "43066 is the best single issue target because it is concise, broadly applicable, and centered on a core v5 tokenizer compatibility problem rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example errors in SigLIP2 are unrelated to BEiT fast processor label reduction." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents/STE mismatch is a different bug from the position-id key regression." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing _flash_supports_window_size vs missing HybridCache." + }, + { + "left": "issue:43450", + "right": "issue:43526", "accept": false, - "reason": "Different failures: Python 3.13 import/parsing error in DebertaV2 vs a Qwen3 omni feature-length helper bug." + "reason": "Batched video shape handling is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:45200", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but one is about missing mm_token_type_ids defaults and the other is a Qwen2.5-VL video vision_position_ids bug." + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL video position ids are different multimodal bugs." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Doc/example failures for SigLIP2 are not the same as a generic position-id key warning across many models." + "reason": "Python 3.13 indentation parsing failure is unrelated to qwen3_omni_moe helper logic." }, { "left": "issue:43404", "right": "issue:45200", "accept": false, - "reason": "Mistral3 lm_head tying and Gemma 4 mm_token_type_ids are unrelated code paths." + "reason": "Untied lm_head weights in Mistral3 is a separate issue from Gemma4 token-type defaults." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example failures are not the same as the unexpected key/position-id regression." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token registration." + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "An error-message clarity issue in LayoutLMv3 is not the same as a Trainer broadcast TypeError." + "reason": "LayoutLMV3 error-message clarity is not the same bug as the Trainer NoneType broadcast error." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both involve v5 behavior changes, but one is Pegasus output drift and the other is Deepseek tokenizer correctness; different model/code paths." + "reason": "These are separate tokenizer/generation regressions in different models with different failure modes." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU CUDA OOM are different symptoms with different root causes." + "reason": "Flash-attention generation failure and multi-GPU OOM are different problems." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same bug as widespread unexpected position-id keys." + "reason": "SigLIP2 zero-probabilities and position-id key regressions are unrelated." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "NVFP4 runtime failure is distinct from the Python 3.13 flash_attn import KeyError." }, { "left": "issue:43335", - "right": "issue:43504", + "right": "issue:45083", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and BEiT legacy-field loading are different bugs." + "reason": "SwitchTransformers sparse-layer construction and qwen3_omni_moe length helper issues are unrelated." }, { "left": "issue:43335", - "right": "issue:45083", + "right": "issue:43504", "accept": false, - "reason": "A SwitchTransformers config edge case does not match a Qwen3 Omni feature-length helper regression." + "reason": "SwitchTransformers config bug is not the same as BEiT legacy-field loading failure." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to a stale GraniteSpeech CI test override." + "reason": "Bamba SDPA/torch.compile failure is unrelated to the GraniteSpeech stale device-override CI test." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers config logic and bfloat16 dtype mismatches in inference are not the same underlying issue." + "reason": "Sparse-layer config creation and dtype-mismatch inference failures are different code paths." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling for mdeberta-v3-base is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer add_special_tokens/BOS-EOS regression is unrelated to Gemma3 NaN embeddings." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and a stale CI test are completely different concerns." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are distinct model regressions." + "reason": "BitNet packed-weight loading is a different bug from the GraniteSpeech CI test flake." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is unrelated to BEiT fast processor label reduction." + "reason": "Qwen2.5-VL multi-image dataset handling is unrelated to BeitImageProcessorFast label reduction." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "SwitchTransformers sparse-layer config and GraniteSpeech device-override CI failure do not share a root bug." + "reason": "Both involve output differences, but they are different models and distinct underlying causes." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are different subsystems and failures." + "reason": "Tokenizer loading in v5 is unrelated to the MPS attention correctness issue." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model loading regression and embedding retie after resize are not the same bug." + "reason": "Model loading breakage and output-embedding reinitialization are separate problems." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "AMP crash in LwDetr and dtype-mismatch inference issues are not the same bug." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and an AMP/CUDA float16 crash are separate runtime issues." + "reason": "CPU offload device mismatch is distinct from the float16 AMP crash." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Flash-attention generation failure and a stale warning about num_return_sequences are not the same problem." + "reason": "Both are tokenizer-v5 regressions, but one is wrong decoder type and the other is tokenizer.json loading; not the same bug." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is a mistral_common import error during processor loading and the other is a missing _tokenizer attribute in serve." + "reason": "Gemma4 processor import failure and serve-time missing _tokenizer failure are different issues." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are related broadly to tokenizers, but they target different behaviors and fixes." + "reason": "Flash-attention generation bug is unrelated to the stale num_return_sequences warning." }, { "left": "issue:43873", - "right": "issue:44493", + "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and unexpected position-id keys are unrelated." + "reason": "Quantization/offloading behavior is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:43873", - "right": "issue:45229", + "right": "issue:44493", "accept": false, - "reason": "Offloading with quantization and Gemma4 multi-GPU CUDA OOM are different resource-management failures." + "reason": "Offloading/quantization issues do not match the unexpected key/position-id regression." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to the multimodal token-count video-branch bug." + "reason": "Training/eval dtype drift is unrelated to the multimodal token counting video-branch bug." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch does not match the Qwen3 Omni feature-length helper issue." + "reason": "resume_from_checkpoint key mismatch is not the same as qwen3_omni_moe helper behavior." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after token resize." + "reason": "Flash Attention 2 test failures are unrelated to token-embedding reinitialization in post_init." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is not the same as a Qwen3 Omni helper bug." + "reason": "Bamba torch.compile SDPA issues are unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are different model/runtime failures." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count limit error and a stale paged-generate warning are unrelated." - }, - { - "left": "issue:32090", - "right": "issue:33357", - "accept": false, - "reason": "Trainer NoneType broadcast failure and a MacOS CLIP bus error are different issues." - }, - { - "left": "issue:37428", - "right": "issue:44987", - "accept": false, - "reason": "Flash-attention import-name failure in Python 3.13 and a transformers>=5.1.0 model-loading failure are different root causes." + "reason": "CUDA assert from auto device mapping is a different failure from multi-GPU OOM." } ] }, @@ -7191,7 +7167,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:25251", "issue:29127", @@ -7201,6 +7177,7 @@ "issue:33290", "issue:33357", "issue:34567", + "issue:37428", "issue:39692", "issue:42915", "issue:42994", @@ -7211,17 +7188,13 @@ "issue:43421", "issue:43504", "issue:43653", - "issue:43701", "issue:43756", - "issue:43824", "issue:43976", "issue:43994", "issue:44186", "issue:44206", "issue:44265", - "issue:44279", "issue:44361", - "issue:44442", "issue:44448", "issue:44451", "issue:44466", @@ -7231,257 +7204,260 @@ "issue:44857", "issue:44871", "issue:44977", + "issue:44987", "issue:45072", "issue:45103", "issue:45198", "issue:45229", + "issue:45245", "issue:45372", "issue:45412", "issue:45440", "issue:45459", "issue:45491", - "issue:45520" + "issue:45520", + "issue:45563" ], "soft_pairs": [ + "issue:45245|issue:45563", + "issue:37428|issue:44987", "issue:43976|issue:45440", + "issue:32090|issue:33357", "issue:45372|issue:45459", "issue:44448|issue:44466", "issue:44451|issue:45520", - "issue:25251|issue:32090", - "issue:43065|issue:45412", "issue:43065|issue:43994", - "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:25251|issue:32090", "issue:43278|issue:43381", "issue:43653|issue:44743", + "issue:44186|issue:45198", "issue:44265|issue:45198", - "issue:44361|issue:45198", "issue:43257|issue:43278", - "issue:44871|issue:44977", - "issue:43421|issue:45491", + "issue:44361|issue:45198", "issue:43994|issue:45412", + "issue:43421|issue:45491", "issue:42915|issue:42994", + "issue:44871|issue:44977", "issue:44206|issue:44479", "issue:43756|issue:45440", "issue:43504|issue:44857", "issue:29942|issue:30064", "issue:44610|issue:45412", "issue:33357|issue:39692", - "issue:32090|issue:33290", "issue:45103|issue:45372", + "issue:32090|issue:33290", "issue:29127|issue:34567", - "issue:45072|issue:45229", - "issue:43824|issue:44279", - "issue:43381|issue:43701", - "issue:43653|issue:44442" + "issue:45072|issue:45229" ], - "prepared_review_unit_hash": "7bedd4ceaa3381622f7c6ec11657994b95725c2893c40df267074164ef6bdfaf", + "prepared_review_unit_hash": "4a8628685548a2bc87c9f044b37faf46e4c446d968ffcccc50132699d147dbe3", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36666, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "serialized_chars": 36725, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous similarity bucket, not a duplicate cluster. The suggested pairs share broad library/model keywords but describe different bugs, regressions, or features, so none should be merged as the same underlying issue.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are unrelated enough that none is a defensible duplicate anchor.", + "summary": "This cluster is not a duplicate set: the soft pairs are only loosely similar and describe different bugs, features, and failure modes across unrelated subsystems, so all candidate edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for this cluster; the issues span distinct subsystems and failure modes.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "One is a category-cardinality runtime error; the other is a stale warning in paged generate(). Different code paths and symptoms." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/imports, but one is a flash-attention helper import error and the other is a model loading failure for a specific repo. Not the same bug." + }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility issue vs DeepSeekV3 implementation divergence; different code paths and failures." + "reason": "Python version compatibility regression vs model-implementation divergence. No shared concrete failure." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are unrelated failures in different runtime paths." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure vs tokenizer error masking when protobuf is missing; not the same bug." + "reason": "Gemma processor import failure from a missing symbol vs tokenizer error masking when protobuf is absent. Different problems." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different problems: Pegasus output regression vs inconsistent lm_head serialization." + "reason": "Different-output generation regression vs state serialization of tied weights. Not the same underlying bug." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model loading failure for a specific checkpoint vs flash_attn import KeyError on Python 3.13." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to Trainer _gpu_broadcast_one NoneType error." + "reason": "Model load failure for one repo vs flash_attn import lookup on Python 3.13. No concrete overlap." }, { "left": "issue:43065", - "right": "issue:45412", + "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not being released; different defects." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 bad outputs." }, { "left": "issue:43065", - "right": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "SAM3 pixel decoder placeholder layer vs SigLIP2 AutoModel/pipeline misbehavior." + "reason": "A placeholder layer issue is unrelated to an RT-DETR memory leak." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Pipeline top_k nesting bug and trainer GPU broadcast TypeError are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift in evaluation vs gradient checkpointing being unsupported in eval mode." + "reason": "Training/eval dtype drift is not the same as gradient checkpointing being unsupported in eval mode." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird special-token registration bug vs Qwen3.5 recurrent-state reset bug." + "reason": "Tokenizer special-token registration bug vs recurrent-state reset in a Qwen model. Different components." }, { - "left": "issue:44265", + "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "torch.export/torch_compilable_check failure vs Wav2Vec2 save/tokenization failure." + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation, while the other issue is Wav2Vec2 save/tokenization failure." }, { - "left": "issue:44361", + "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization failure; unrelated components." + "reason": "torch.export failure due to torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization problems." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs embedding dtype mismatch during eval." + "reason": "MoE weight conversion/loading problem vs embedding dtype mismatch. Different layers and failure modes." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Gemma eos_token_id config inconsistency vs Qwen3.5 flash-attention generation regression." + "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save and tokenization failure." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Runtime post-processor update bug in TokenizersBackend vs NaN embeddings from Gemma3 sliding-window attention." + "reason": "SigLIP2 wrong predictions and RT-DETR memory reclamation are unrelated." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "SigLIP2 inference/output issue vs RT-DETR memory leak; no shared failing code path." + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings from sliding-window attention. Not the same issue." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure vs quantized model saving failure are different quantization problems." + "reason": "Both mention quantization, but one is FP8 inference failure and the other is saving quantized models. Different code paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor vs Qwen VL video-input regression." + "reason": "Feature extractor center-arg regression and video-input regression for Qwen models are distinct issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs DeepSeekV3 implementation divergence; different architectures and symptoms." + "reason": "Smollm3 RoPE-layer mismatch vs DeepSeekV3 implementation divergence are different model-specific bugs." }, { "left": "issue:43504", "right": "issue:44857", "accept": false, - "reason": "Legacy field prevents BEiT preset loading vs LwDetrImageLoss AMP/CUDA crash." + "reason": "Legacy field blocks BEiT model loading; the other is an AMP/CUDA loss crash. Not the same problem." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures vs void segmentation-map processing bug." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor/model input-size mismatch vs RT-DETR garbage-collection memory issue." + "reason": "Processor output-size mismatch vs model memory leak; no shared bug." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on CLIP model vs SigLIP2 documentation example errors; distinct models and failures." + "reason": "MacOS bus error on a CLIP model and SigLIP2 doc-example failures are different bugs, not duplicates." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Trainer broadcast NoneType error vs Adafactor+DeepSpeed OOM; unrelated causes." + "reason": "Auto-docstring annotation crash and Gemma processor import error affect different subsystems." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "auto_docstring annotations crash vs Gemma 4 processor import dependency issue." + "reason": "Trainer GPU broadcast NoneType error and DeepSpeed Adafactor OOM are unrelated training issues." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs TrainerState token-count tracking bug." + "reason": "LayoutLMv3 error-message clarity issue and TrainerState token counter not updating are not the same bug." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "bfloat16 dtype mismatches in inference vs Gemma4 multi-GPU CUDA OOM." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "Missing Qwen2_5_VL import vs generic transformers dependency issue; not the same bug." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBird special-token registration bug vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer." + "reason": "Bfloat16 dtype mismatch in inference and Gemma4 multi-GPU CUDA OOM are different failure classes." } ] }, @@ -7503,7 +7479,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:29127", "issue:29942", @@ -7511,29 +7487,30 @@ "issue:33666", "issue:35141", "issue:36010", - "issue:39692", "issue:42915", "issue:43232", "issue:43262", "issue:43316", "issue:43334", + "issue:43381", "issue:43388", "issue:43525", "issue:43526", "issue:43531", "issue:43575", "issue:43646", + "issue:43653", "issue:43701", "issue:43723", "issue:43761", + "issue:43824", "issue:43931", - "issue:43994", "issue:44077", "issue:44079", "issue:44186", "issue:44188", "issue:44206", - "issue:44387", + "issue:44279", "issue:44442", "issue:44464", "issue:44479", @@ -7541,7 +7518,6 @@ "issue:44743", "issue:44811", "issue:44857", - "issue:44898", "issue:44964", "issue:44977", "issue:45003", @@ -7551,241 +7527,242 @@ "issue:45290", "issue:45440", "issue:45479", - "issue:45491" + "issue:45491", + "issue:45584" ], "soft_pairs": [ - "issue:44464|issue:45491", - "issue:43526|issue:44186", + "issue:43824|issue:44279", + "issue:43381|issue:43701", + "issue:43653|issue:44442", "issue:43334|issue:43531", - "issue:43262|issue:44206", + "issue:43526|issue:44186", + "issue:44464|issue:45491", "issue:29942|issue:36010", "issue:44977|issue:45245", "issue:29127|issue:33357", + "issue:43262|issue:44206", "issue:29127|issue:35141", "issue:43761|issue:44079", - "issue:44442|issue:45072", "issue:42915|issue:43931", + "issue:44442|issue:45072", "issue:43232|issue:43388", "issue:43526|issue:44857", - "issue:43526|issue:44610", - "issue:44743|issue:44811", "issue:44479|issue:45290", + "issue:43526|issue:44610", "issue:43723|issue:45479", + "issue:44743|issue:44811", "issue:45003|issue:45440", "issue:43575|issue:43701", "issue:43931|issue:45216", + "issue:44977|issue:45584", "issue:43646|issue:44077", "issue:43761|issue:44188", - "issue:43575|issue:44387", "issue:44964|issue:45440", - "issue:29942|issue:33666", - "issue:43994|issue:44206", "issue:43316|issue:43525", - "issue:39692|issue:45491", - "issue:44442|issue:44898" + "issue:29942|issue:33666" ], - "prepared_review_unit_hash": "d836530ed7e88d8f737171749d62132d7285e72f7cd53635d34fa71e0b2585ce", + "prepared_review_unit_hash": "2e151d5c2013cd7d8412fb91ec44854199de61ce2b72aaf010aa542107a68706", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35919, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "serialized_chars": 36403, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most items are unrelated regressions across different models, processors, and APIs. I found no soft pair that clearly represents the same underlying bug/change, so I would not merge any of the candidate edges.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43646 is the broadest version-regression item in the set and the best single umbrella anchor if one must be chosen, but the overall cluster is too mixed for a true canonical duplicate.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad transformer/modeling themes, not the same underlying bug. I would not merge any of the suggested soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "There is no clear cluster-wide duplicate target. If an anchor is needed, issue 43761 is the strongest standalone report because it describes a specific v5 regression, has a clear expected/actual behavior, and is actionable.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most general, high-level issue title among otherwise unrelated reports, so it is the safest representative issue for triage, though not a real duplicate hub.", + "best_issue_reason": "Issue 43761 is the best representative issue: concrete, reproducible, and narrowly scoped to one code path; it is a better triage anchor than the more generic or speculative reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Both involve generation/attention behavior, but one is chunked generation with compiled forward and the other is Gemma3 NaN embeddings on mixed-length batches; different code paths and failures." + "reason": "ImportError for a missing Qwen2.5-VL class is not the same bug as a vague dependency complaint." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Both are preprocessing/label-handling bugs, but they affect different components and symptoms (BeitImageProcessorFast label reduction vs LayoutLMv2Tokenizer NER/padding crashes)." + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are unrelated failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen3-family issues, but one is a missing `pad_token_id` on load and the other is a `sliding_window` behavior bug in Qwen3-MoE; not the same defect." + "reason": "Missing pad_token_id on Qwen3-VL config is unrelated to the sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "reduce_labels returning one label and LayoutLMv2Tokenizer NER padding crashes are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Both touch audio processing, but one is a chat-template sampling-rate default and the other is an unsupported `center` argument in a feature extractor; distinct bugs." + "reason": "Compiled-forward chunked generation divergence is not the same as Gemma3 sliding-window NaNs." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "FlashAttention test failures and a `GenerationMixin` import error are unrelated failure modes with no shared concrete code path." + "reason": "Flash Attention 2 test failures do not match a GenerationMixin import error." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and the 2^24 category limit error are entirely different problems." + "reason": "Qwen3.5 flash-attention generation issues are unrelated to the 2^24 category limit error." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and a MacOS bus error in a CLIP community model are unrelated." + "reason": "LayoutLMv3 box-content error messaging is unrelated to a MacOS bus error on CLIP." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaults and an unsupported center arg in LasrFeatureExtractor are different problems." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different subsystems: LayoutLMv3 box-info validation vs embedding resize/post-init reinitialization." + "reason": "LayoutLMv3 box validation messaging has nothing to do with token embedding reinitialization after resize." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is a CLIPVisionModel hidden-states regression; the other is a generic `ModelOutput` key-assignment issue. They may be loosely related, but not the same concrete bug." + "reason": "CLIPVisionModel missing hidden_states and ModelOutput key assignment semantics are distinct code paths." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "AutoTokenizer loading failure and bfloat16 dtype mismatches are different classes of bugs." + "reason": "Qwen3MoE FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading failures." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Both mention Qwen3 models, but one is FP8 quantization failure and the other is a weight-shape mismatch on load; no clear shared code path." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are not the same underlying defect." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs syncing and metric-gathering label truncation are unrelated training/runtime paths." + "reason": "Generation kwargs after sync_gpus and metric-label truncation are unrelated distributed-training bugs." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "A label reduction bug in BeitImageProcessorFast is not the same as an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Label reduction in BeitImageProcessorFast and float16 CUDA loss crashes are different issues." }, { - "left": "issue:43526", - "right": "issue:44610", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Both concern image preprocessing, but one is label reduction and the other is incorrect output resolution; different underlying bugs." + "reason": "Video-input regression across Qwen VL variants is unrelated to chat template crashes on empty tool-call messages." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43526", + "right": "issue:44610", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper `batch_decode` skipping special tokens are unrelated issues." + "reason": "Beit label reduction and OmDet-Turbo processor/model size mismatch are unrelated." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "One is a video-input regression across Qwen VL models; the other is a chat-template crash on assistant tool-call messages. Different features and code paths." + "reason": "AutoTokenizer loading regression in v5 is unrelated to zero-loss single-label classification behavior." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer loading in v5 and single-label classification zero-loss are unrelated." + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are different components." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe `sys.modules` access in modeling_utils and a DeepSeekV3MoE divergence are separate implementation areas." + "reason": "Unsafe sys.modules access in modeling_utils is not the same as DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM on model load and resume-from-checkpoint key mismatch are not the same issue." + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to resume-from-checkpoint key mismatch." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen3.5/Qwen3-VL loading/saving issues, but one is a checkpoint shape mismatch and the other is an incorrect `save_pretrained` checkpoint; related family, different bug." + "reason": "Model weight-shape mismatch on load is not the same as an incorrect saved checkpoint from save_pretrained." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems are unrelated to Whisper empty-transcription generation failures." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom-model init breakage and the `patchtsmixer` post_init policy issue do not share the same failure mechanism." + "reason": "Breaking custom model initialization in v5 is broader and different from patchtsmixer's optional post_init rule." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "A CLIPVisionModel output regression and a torch.compile attention-kernel divergence are different code paths." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "OOM from tensor-parallel loading and increased reserved memory under int4 quantization are both memory issues, but not the same root cause." + "reason": "Hidden_states not returned and attention-kernel divergence under torch.compile are separate bugs." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSeekV3MoE divergence are unrelated model-specific issues." - }, - { - "left": "issue:29942", - "right": "issue:33666", - "accept": false, - "reason": "Flash Attention 2 test failures and Qwen2-VL multi-GPU training are different problem domains." - }, - { - "left": "issue:43994", - "right": "issue:44206", - "accept": false, - "reason": "SigLIP2 model/pipeline nonsense results and an audio feature extractor argument crash are unrelated." + "reason": "Phi-4-multimodal loading failure is unrelated to DeepSeekV3MoE parity issues." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both mention config API discrepancies, but they affect different configs and different missing attributes; too broad to be a duplicate." + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are only loosely similar, not the same bug." }, { - "left": "issue:39692", - "right": "issue:45491", - "accept": false, - "reason": "SigLIP2 doc-example problems and Gemma3 NaN embeddings are unrelated." - }, - { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:29942", + "right": "issue:33666", "accept": false, - "reason": "AutoTokenizer loading failure and Perceiver non-default-resolution failure are different bugs in different components." + "reason": "Flash Attention 2 test failures are unrelated to Qwen2-VL multi-GPU training." } ] }, @@ -7807,12 +7784,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ - "issue:16998", - "issue:22355", - "issue:25251", - "issue:28282", "issue:33290", "issue:34567", "issue:34689", @@ -7822,7 +7795,6 @@ "issue:39692", "issue:41628", "issue:42175", - "issue:43065", "issue:43316", "issue:43381", "issue:43388", @@ -7830,6 +7802,7 @@ "issue:43441", "issue:43493", "issue:43540", + "issue:43575", "issue:43611", "issue:43643", "issue:43673", @@ -7840,250 +7813,253 @@ "issue:43856", "issue:43873", "issue:43931", + "issue:43994", "issue:44077", "issue:44162", "issue:44190", "issue:44206", + "issue:44387", "issue:44442", "issue:44479", "issue:44496", "issue:44514", - "issue:44617", "issue:44743", "issue:44792", "issue:44855", "issue:44871", "issue:44877", + "issue:44898", "issue:44913", "issue:45137", - "issue:45372" + "issue:45372", + "issue:45491" ], "soft_pairs": [ - "issue:33290|issue:34567", + "issue:43575|issue:44387", + "issue:43994|issue:44206", + "issue:39692|issue:45491", "issue:43673|issue:44743", + "issue:33290|issue:34567", + "issue:44442|issue:44898", "issue:34689|issue:43611", "issue:43381|issue:43873", "issue:43493|issue:43827", "issue:33290|issue:35141", "issue:33290|issue:34689", "issue:44077|issue:44479", - "issue:43720|issue:44442", "issue:41628|issue:45372", + "issue:43720|issue:44442", "issue:43749|issue:43931", "issue:43643|issue:44913", "issue:43873|issue:44871", - "issue:39692|issue:44206", "issue:44190|issue:44496", "issue:43381|issue:43856", "issue:33290|issue:36331", - "issue:34689|issue:36010", "issue:44855|issue:45137", + "issue:34689|issue:36010", "issue:43540|issue:44514", "issue:43316|issue:44877", "issue:44162|issue:44792", "issue:43388|issue:43688", "issue:42175|issue:43316", - "issue:16998|issue:22355", - "issue:43404|issue:43441", - "issue:25251|issue:28282", - "issue:43065|issue:44617" + "issue:43404|issue:43441" ], - "prepared_review_unit_hash": "74dc5a548a9309b5d734550bac2e433f131f9fe0ecd938b5b5e7bafaf8d8887e", + "prepared_review_unit_hash": "78be58d9f035125e73b6f13c6620694b1e1841707f84ac84643b94a9f22c666f", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36072, - "estimated_input_tokens": 9018, - "estimated_eval_tokens": 18292 + "serialized_chars": 35702, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues with overlapping vocabulary. None of the soft pairs look like true duplicates or mergeable equivalents of the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated imports, configs, training bugs, model-loading regressions, and docs problems, so there is no shared root cause to dedupe around.", + "summary": "The cluster is mostly a set of unrelated issue reports that only share broad themes like loading errors, memory use, or config/API regressions. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate merges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44387 is a high-signal, well-scoped regression report with strong discussion activity around a concrete OOM/memory behavior, making it the best representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative; the similarity here is mostly lexical, not causal, and the problems target different code paths and models.", + "best_issue_reason": "issue:44387 has the clearest, most actionable bug description and the strongest engagement, so it is the best standalone issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Optimizer OOM in DeepSpeed and TrainerState token-count update are different training subsystems and bugs." + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; different code paths and root causes." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "Unrelated regressions: SigLIP2 inference quality vs an audio feature extractor argument crash." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 do not match a Gemma3 GPU NaN embedding bug." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Missing GenerationMixin cache and Qwen3.5 recurrent-state reset are different generation/cache issues." + "reason": "Both involve cache behavior, but one is a missing GenerationMixin cache in v5.0.0 and the other is Qwen3.5 recurrent state reset in a specific modular implementation." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Completely different failures: DeepSpeed Adafactor OOM versus TrainerState token-count bookkeeping." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and symptoms: tokenizer loading failure versus Perceiver image-classification resolution handling." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but they affect different mechanisms and models: Llama 3.2 vision loading vs base_model_prefix handling." + "reason": "Both are model-loading regressions, but one is a specific Llama 3.2 vision breakage and the other is a base_model_prefix-related v5 loading issue." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantized offloading are unrelated behaviors with no shared code path." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime behaviors with different failures." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and docs still using pipeline() are different bug classes." + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM and embedding reinitialization after resize are unrelated training issues." + "reason": "OOM during optimizer use is not the same bug as output embeddings being reinitialized after resizing." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer memory usage and model-loading regression are different problems in different parts of the stack." + "reason": "Only a loose loading/memory theme; the concrete bugs are different." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init on patchtsmixer and video-input regression for Qwen variants are not the same bug." + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:41628", + "right": "issue:45372", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer import/load failure are unrelated." + "reason": "Different missing imports for different classes; no shared underlying defect." }, { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Both involve imports, but they are different missing symbols from different optional dependencies and processor paths." + "reason": "BitNet accelerate-loading unpacking bug is unrelated to a tokenizer loading failure." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU-efficient loading and Qwen3-VL weight-shape mismatch are distinct loading failures." + "reason": "FSDP CPU RAM efficient loading failure is not the same as a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct resetting on reload are separate config bugs." + "reason": "Both involve config persistence, but one is trust_remote_code returning missing fields while the other is GPTNeoX rotary_pct reload behavior." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:44206", - "accept": false, - "reason": "SigLIP2 docs/example problems and LasrFeatureExtractor center-arg regression are different issues." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different bugs." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script and unrecognized model/config loading are unrelated." + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config error." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Checkpointing-in-eval and Qwen3 MoE memory usage are different training/runtime issues." + "reason": "Eval-mode gradient checkpointing and Qwen3 MoE memory inefficiency are distinct issues." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed OOM and CustomTrainer compute_loss signature breakage are not the same code-path problem." + "reason": "Adafactor/DeepSpeed OOM is unrelated to a Trainer compute_loss signature change." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Llama 3.2 vision loading regression and GenerationMixin import-path break are distinct import/load regressions." + "reason": "Python parsing/import failure in DebertaV2Model has no overlap with a DeepSpeed ZeRO3 deque error." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model and ZeRO3 deque pop error are unrelated failures." + "reason": "A model-loading regression and a GenerationMixin import error are different breakages." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both touch multimodal inputs, but Qwen3Omni video processing and Qwen2_5_VL batched chat-template padding failure are different bugs." + "reason": "Both touch vision/video processing, but the concrete failures are different processor paths and symptoms." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API mismatch and granite_speech strict-config loading are separate config issues." + "reason": "Different config-loading problems with different models and failure modes." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific issues." + "reason": "ESM2 runtime breakage and a Janus test failure are not the same underlying bug." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Label dropping in gather_for_metrics and auxiliary-loss normalization are different training/evaluation code paths." + "reason": "Metrics-gathering tuple truncation is unrelated to auxiliary-loss normalization." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging backend omission and Gemma3TextConfig API discrepancy are unrelated." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "Model_max_length question for DeBERTa-V3 and missing transformers.onnx import are unrelated." + "reason": "Backend packaging for TensorFlow is unrelated to a Gemma3TextConfig API discrepancy." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failure are different model-specific bugs." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline top_k output shape change and missing PyTorch import are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different issues; one is architecture scaffolding, the other memory pressure." + "reason": "Weight tying in Mistral3 and FlashAttention failure in Ministral-3 are separate model-specific issues." } ] }, @@ -8105,8 +8081,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", "issue:32090", "issue:35141", "issue:41950", @@ -8116,8 +8096,6 @@ "issue:43316", "issue:43452", "issue:43475", - "issue:43525", - "issue:43531", "issue:43550", "issue:43575", "issue:43606", @@ -8127,11 +8105,9 @@ "issue:43742", "issue:43761", "issue:43825", - "issue:43827", "issue:43873", "issue:43906", "issue:43931", - "issue:43994", "issue:44060", "issue:44077", "issue:44242", @@ -8140,7 +8116,7 @@ "issue:44496", "issue:44521", "issue:44534", - "issue:44610", + "issue:44617", "issue:44734", "issue:44792", "issue:44871", @@ -8153,13 +8129,18 @@ "issue:45362", "issue:45381", "issue:45406", - "issue:45563" + "issue:45563", + "issue:45584" ], "soft_pairs": [ + "issue:16998|issue:22355", + "issue:25251|issue:28282", "issue:43316|issue:43716", - "issue:43295|issue:43825", "issue:41950|issue:43475", + "issue:43065|issue:44617", + "issue:43295|issue:43825", "issue:45127|issue:45200", + "issue:44871|issue:45584", "issue:43761|issue:44479", "issue:44077|issue:44534", "issue:43550|issue:43701", @@ -8167,227 +8148,237 @@ "issue:43606|issue:43701", "issue:44734|issue:45406", "issue:43646|issue:44913", - "issue:43452|issue:44496", "issue:43906|issue:45290", - "issue:43575|issue:43742", + "issue:43452|issue:44496", "issue:43761|issue:44242", - "issue:42617|issue:43575", + "issue:45563|issue:45584", + "issue:43575|issue:43742", "issue:43931|issue:44060", + "issue:42617|issue:43575", + "issue:44617|issue:45584", "issue:44521|issue:45381", "issue:43575|issue:43873", "issue:32090|issue:35141", - "issue:44464|issue:44871", - "issue:44464|issue:45563", "issue:44479|issue:44734", - "issue:43525|issue:43531", - "issue:44792|issue:44977", "issue:44933|issue:45362", - "issue:43827|issue:43994", - "issue:43065|issue:44610", - "issue:44534|issue:44913" + "issue:44464|issue:45563", + "issue:44464|issue:44871", + "issue:44792|issue:44977" ], - "prepared_review_unit_hash": "689ee891aaf0fabad24ab24e55c21b4e56fae00df273e09a015d9a29af1a2c79", + "prepared_review_unit_hash": "7364df1ec800937d31132d982c4fd5fddeb256b72abfed221e3863b8d26eb1e4", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35697, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in model loading, chat templates, multimodal processors, generation, config serialization, offloading, and serving. I did not find any soft pair that clearly refers to the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "No strong canonical issue exists because the cluster is not a single duplicate family. If one issue must be chosen, issue 44521 is the broadest user-facing regression and has the most cross-references.", + "summary": "This cluster is mostly a set of unrelated issues that only look superficially similar because they involve Transformers regressions, multimodal inputs, loading, or configuration. I do not see any true duplicate pair here.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 43873 is the broadest and most active open item in the set, with multiple references and discussion, so it is the closest thing to a hub; however, the cluster is heterogeneous rather than a single duplicate chain.", "canonical_pr_reason": null, - "best_issue_reason": "issue 44521 is the most broadly impactful and actively referenced item in the set, with multiple inbound references and a cross-cutting multimodal template regression.", + "best_issue_reason": "43873 is the best representative only in a loose sense: it is open, active, and broadly phrased. It is not a strong canonical duplicate target for the rest of the items because the underlying bugs differ.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Different subsystems and symptoms: Gemma3 config API mismatch vs Mistral-3 image preprocessor dtype mismatch." + "reason": "Different problems: model_max_length handling for DeBERTa-v3 vs a missing transformers.onnx import/module path." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both are v5 regressions, but one is processor/tokenizer access and image passing; the other is a pipeline error message about translation support." + "reason": "Pipeline top_k nesting bug is unrelated to an AutoModel PyTorch dependency import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is separate from the Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Both involve video/image models, but the concrete failures differ: wrong processor lookup vs missing fpn_position_embeddings attribute." + "reason": "Video-classification pipeline using image processors is not the same bug as Sam3VisionEncoderOutput missing fpn_position_embeddings." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs Sam3Video CUDA OOM are different SAM 3 issues with different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer access regression is distinct from the pipeline translation-task error message regression." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Unrelated bugs: LoRA merge with extended vocab causes collapse, while Gemma 4 text-only fine-tuning needs default mm_token_type_ids." + "reason": "LoRA merge with extended vocab causing collapse is unrelated to Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is separate from Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different model families and failure modes: CLIPVision hidden_states regression vs Qwen VL video-input regression." + "reason": "CLIPVisionModel hidden_states regression is not the same as the multi-model video-input regression in v5.3.0." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "One is about optional post_init in patchtsmixer; the other is a v5 non-persistent buffer initialization problem." + "reason": "PatchTSMixer post_init allowance is unrelated to non-persistent buffers being filled with junk." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Torch.compile SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatches." + "reason": "Bamba-9B-v2 torch.compile/SDPA failure is a different bug than resume_from_checkpoint key mismatch." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma-3 eos_token_id inconsistency." + "reason": "Both mention model/processor config regressions, but one is about processor.tokenizer access and the other is about eos_token_id consistency." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is not the same bug as checkpoint resume key mismatch." + "reason": "CPU offload device-mismatch in bark-small does not match resume_from_checkpoint key mismatch." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both are serve-related, but one is KV-cache tensor indexing and the other is missing _tokenizer on Gemma4Processor." + "reason": "KV-cache continuation tensor indexing in serve is distinct from Gemma4Processor missing _tokenizer." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Generic custom model init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of another issue is unrelated to apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are model-loading failures, but one is gguf_file/from_pretrained behavior and the other is a missing model_type in config.json." + "reason": "gguf_file loading failures for tokenizer/model are different from an unrecognized model_type in config.json." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Different chat/template errors: isolated reproduction of an older issue vs assistant messages with tool calls and no content." + "reason": "Hidden_states regression in CLIPVisionModel is separate from missing load-balancing loss when output_router_logits=False." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning for num_return_sequences is unrelated to Whisper failing on empty transcription." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM on large Qwen2 model with tensor parallelism is unrelated to a key error loading MobileLLM-125M." + "reason": "TP loading OOM for Qwen2-57B is not the same as a key error loading facebook/MobileLLM-125M." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Hidden_states regression in CLIPVision is unrelated to router-logits/load-balancing loss behavior." + "reason": "Qwen3-VL weight-shape mismatch is different from Qwen3-Next tied-weights warning wiring embed_tokens to dt_bias." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure is not the same concrete issue as Qwen2 loading OOM under tp." + "reason": "3d_parallel.py execution failure is unrelated to TP loading OOM for Qwen2-57B." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Weight-shape mismatch loading Qwen3-VL is distinct from the incorrect tied-weights warning in Qwen3-Next." + "reason": "Sam3Video OOM is a resource issue, not the Whisper empty-transcription regression." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal regressions, but one is assistant mask generation and the other is video vision_position_ids." + "reason": "All-zero assistant masks for multimodal apply_chat_template is a different bug from qwen2.5-vl video vision_position_ids being wrong." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Memory OOM under tensor parallelism is not the same as quantization/offloading not behaving as expected." + "reason": "Qwen2-57B TP OOM and offloading-with-quantization are both memory-related but are different concrete failure paths." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError and post_init embedding reinitialization are unrelated bugs." - }, - { - "left": "issue:44464", - "right": "issue:44871", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma-3 eos_token_id configuration drift." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "A generation correctness bug is not the same as a stale warning about num_return_sequences." + "reason": "Trainer GPU broadcast NoneType error is unrelated to output embeddings being reinitialized after resizing token embeddings." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video input regression in Qwen VL is unrelated to KV-cache continuation indexing in serve." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." - }, - { - "left": "issue:44792", - "right": "issue:44977", - "accept": false, - "reason": "Janus image-generation test failure does not match Qwen3.5 flash-attention generation failure." + "reason": "Video-input regression across several models is distinct from serve KV-cache continuation tensor indexing." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Import error from image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B crashing with transformers chat." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Chunked generation inconsistency under compiled forward is not the same as the paged-generate stale warning." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44464", + "right": "issue:44871", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor/model resolution mismatch." + "reason": "Compiled-forward generation inconsistency is different from Gemma-3 eos_token_id configuration mismatch." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Non-persistent buffer junk in v5 is a different failure mode from rotary_pct not surviving reload." + "reason": "Janus test failure for image generation is unrelated to Qwen3.5 flash-attention generation issues." } ] }, @@ -8409,7 +8400,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:36246", "issue:38175", @@ -8431,25 +8422,25 @@ "issue:43644", "issue:43650", "issue:43761", + "issue:43827", "issue:43976", + "issue:43994", "issue:44016", "issue:44077", "issue:44079", "issue:44186", "issue:44190", "issue:44220", - "issue:44246", "issue:44355", - "issue:44466", "issue:44496", + "issue:44534", + "issue:44610", "issue:44734", "issue:44743", "issue:44855", - "issue:44871", "issue:44913", "issue:44938", "issue:44964", - "issue:45003", "issue:45127", "issue:45216", "issue:45245", @@ -8457,9 +8448,13 @@ "issue:45357", "issue:45372", "issue:45375", - "issue:45542" + "issue:45542", + "issue:45584" ], "soft_pairs": [ + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", "issue:41720|issue:45245", "issue:44938|issue:45542", "issue:44190|issue:44964", @@ -8467,224 +8462,229 @@ "issue:43650|issue:44220", "issue:45127|issue:45357", "issue:43761|issue:44743", + "issue:45276|issue:45584", "issue:43644|issue:44913", - "issue:44077|issue:44079", "issue:44355|issue:44855", - "issue:43976|issue:44855", + "issue:44077|issue:44079", "issue:43540|issue:44734", + "issue:43976|issue:44855", "issue:44496|issue:45372", - "issue:43295|issue:45276", - "issue:43550|issue:44190", "issue:43335|issue:44855", + "issue:43550|issue:44190", "issue:43404|issue:45216", + "issue:43295|issue:45276", "issue:43116|issue:44190", + "issue:45245|issue:45584", "issue:39692|issue:44190", - "issue:43644|issue:44871", "issue:41950|issue:44016", "issue:43479|issue:45375", "issue:36246|issue:41628", "issue:44186|issue:44734", - "issue:44466|issue:44913", - "issue:38175|issue:43065", "issue:36246|issue:38617", - "issue:44246|issue:45003" + "issue:38175|issue:43065" ], - "prepared_review_unit_hash": "896ab4dbeee29e631fce75c5df075bf4efd799d818849c0171233dad0694d671", + "prepared_review_unit_hash": "47a7bcc3fac626a93685d66b4e5ec102015e19b34d43f66809d374f45fc49853", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35881, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "This set is mostly heterogeneous and does not form one real duplicate cluster. The only close duplicate-like thread is the Qwen3.5 save_pretrained regression (issue 45216, with follow-up 45357); all proposed soft edges are false positives.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45216 is the best canonical among the set because it is the broadest, earliest report of the Qwen3.5 save_pretrained regression, and issue 45357 reads like a later follow-up on the same checkpoint/visual-key corruption.", + "summary": "Mostly unrelated Transformers issues with a few superficial overlaps around multimodal processors, pipelines, and version regressions. None of the soft-edge pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43295 is the broadest, clearest regression here: a processor/tokenizer API break that affects custom multimodal code and has a concrete, user-facing failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the clearest representative issue: concrete regression, explicit version boundary, and strong overlap with the later Qwen3.5 save_pretrained report.", + "best_issue_reason": "issue:43295 is the strongest triage anchor: explicit regression, clear repro surface, and broader applicability than the more model-specific or narrowly scoped reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model-related, but one is about a dummy Conv2d in Sam3PixelDecoder and the other is an OmDet-Turbo processor size mismatch; different code paths and failures." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is documentation still using removed pipeline() calls; the other is bad SigLIP2 inference results with AutoModel/pipeline. Same ecosystem, not the same bug." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different failures in unrelated areas: Qwen3 auto device mapping CUDA assert vs category-count limit error." + "reason": "CUDA assert on Qwen3 auto device mapping and a categories-limit RuntimeError are unrelated failures." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend issue." + "reason": "Python 3.14 import/load failure and a TensorBoard-without-TensorFlow backend error are different issues." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different models and symptoms: local dataset loading for an example script vs loading Phi-4 multimodal." + "reason": "Local dataset loading in an image-classification script is unrelated to loading a Phi-4 multimodal checkpoint." }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Training metric batching bug is unrelated to Apple Silicon allocator warmup TypeError." + "reason": "Metrics gathering tuple-label truncation and an Apple Silicon allocator warmup TypeError do not share a code path." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No clear shared bug; one is a placeholder/spam-like issue, the other is an audio feature extraction problem." + "reason": "The placeholder 'ADD THE DATA' issue does not match the audio feature extraction bug." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen-related, but the bugs differ: LoRA/extended-vocab collapse vs save_pretrained visual-key serialization." + "reason": "Both mention Qwen3.5 serialization/weight handling, but one is LoRA + extended vocab collapse and the other is wrong visual encoder keys on save_pretrained; distinct root causes." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "Different model families and code paths: CLIPVision hidden_states vs Qwen recurrent cache reset." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3 recurrent states resetting with cache." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Generic v5 buffer serialization bug vs GPTNeoXConfig rotary_pct reload regression are unrelated." + "reason": "resize_token_embeddings not updating Gemma4 embeddings/output is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:44077", - "right": "issue:44079", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Separate core bugs: patchtsmixer post_init validation vs ModelOutput key assignment." + "reason": "Global non-persistent buffer junk and GPTNeoX config reload losing rotary_pct are different bugs." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python-file errors are not the same as the DebertaV2 Python 3.13 IndentationError." + "reason": "Compiled Python file errors are not the same as DebertaV2Model import parsing failure on Python 3.13." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "Version compatibility failure is unrelated to the decorator/comment parsing bug in DebertaV2." + "reason": "A model-specific post_init constraint and ModelOutput key assignment semantics are unrelated." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is unrelated to serve KV-cache tensor indexing." + "reason": "Qwen3OmniMoe video input validation and transformers serve KV-cache tensor indexing are separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version compatibility problem and @torch.jit.script parsing/indentation import error are different failure modes." }, { "left": "issue:44496", "right": "issue:45372", "accept": false, - "reason": "Unrecognized model/config error is unrelated to the mistral_common ReasoningEffort import breakage." + "reason": "Unrecognized model_type in config.json is unrelated to a mistral_common ReasoningEffort import breaking Gemma 4 processor loading." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating Gemma4 embeddings." + "reason": "SwitchTransformers sparse-layer construction and DebertaV2 Python 3.13 import parsing are not the same bug." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to the image-classification no-trainer dataset loading problem." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in an image-classification example." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to the Python 3.13 parsing/IndentationError." + "reason": "Tied lm_head weights in Mistral3 and incorrect Qwen3.5 save_pretrained checkpoint contents are different serialization/model bugs." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Both involve tied weights/checkpointing, but they are different model families and different concrete bugs." + "reason": "Processor.tokenizer/images-to-tokenizer regression is unrelated to Gemma4 resize_token_embeddings not propagating." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Empty multi-label classification outputs are unrelated to local dataset loading in an example script." + "reason": "Multi-label classification returning empty results is unrelated to loading a local dataset in a different example script." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 documentation/model mismatch is unrelated to the no-trainer image-classification dataset issue." - }, - { - "left": "issue:43644", - "right": "issue:44871", - "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to Gemma-3 eos_token_id config mismatch." + "reason": "SigLIP2 docs/model mismatch and quantization example problems are not the same as local dataset loading failures." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to a notebook syntax error." + "reason": "Video-classification pipeline using image processors and a syntax error in a notebook are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config bugs in different multimodal models; not the same underlying issue." + "reason": "Both involve multimodal config fields, but one is default vision/audio config initialization and the other is a missing deepstack_visual_indexes field dropped by strict serialization; not the same bug." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different API surfaces." + "reason": "Cannot import Qwen2_5_VLImageProcessor and cannot import AutoImageProcessor are different import failures in different APIs." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to serve KV-cache continuation indexing." - }, - { - "left": "issue:44466", - "right": "issue:44913", - "accept": false, - "reason": "Inconsistent lm_head.weight serialization is unrelated to GPTNeoX rotary_pct reload behavior." - }, - { - "left": "issue:38175", - "right": "issue:43065", - "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are different model-specific bugs." + "reason": "LayoutLMv2Tokenizer padding/truncation crashes and serve KV-cache continuation tensor indexing are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different import failures: missing Qwen2_5_VLImageProcessor vs missing layer_type_validation." + "reason": "Importing Qwen2_5_VLImageProcessor and missing layer_type_validation in configuration_utils are distinct import errors." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Import slowness is a performance complaint, not the sys.modules safety bug." + "reason": "SigLIP2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder do not describe the same underlying problem." } ] }, @@ -8706,9 +8706,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ - "issue:41950", "issue:42175", "issue:42907", "issue:43295", @@ -8719,7 +8718,6 @@ "issue:43526", "issue:43577", "issue:43643", - "issue:43650", "issue:43673", "issue:43824", "issue:43854", @@ -8731,22 +8729,24 @@ "issue:44112", "issue:44220", "issue:44242", + "issue:44246", "issue:44279", "issue:44336", "issue:44351", "issue:44368", + "issue:44466", "issue:44496", "issue:44521", "issue:44683", "issue:44792", - "issue:44871", + "issue:44913", "issue:44933", "issue:44964", "issue:44987", + "issue:45003", "issue:45042", "issue:45200", "issue:45216", - "issue:45245", "issue:45278", "issue:45325", "issue:45335", @@ -8754,28 +8754,28 @@ "issue:45405", "issue:45446", "issue:45542", - "issue:45561", - "issue:45563" + "issue:45584" ], "soft_pairs": [ + "issue:44466|issue:44913", "issue:44683|issue:45446", "issue:44016|issue:44220", + "issue:44246|issue:45003", "issue:42175|issue:44279", "issue:44112|issue:44792", "issue:43295|issue:45335", "issue:43643|issue:44496", - "issue:45561|issue:45563", "issue:43299|issue:45216", "issue:42907|issue:43441", "issue:44016|issue:44062", "issue:44112|issue:44964", - "issue:44871|issue:45245", + "issue:45335|issue:45584", "issue:43673|issue:44336", - "issue:43854|issue:44964", "issue:43976|issue:44987", + "issue:43854|issue:44964", "issue:44496|issue:45042", - "issue:43526|issue:43901", "issue:43824|issue:44933", + "issue:43526|issue:43901", "issue:43976|issue:44279", "issue:43299|issue:45357", "issue:43577|issue:45216", @@ -8786,217 +8786,216 @@ "issue:44683|issue:45542", "issue:43976|issue:45405", "issue:44351|issue:45278", - "issue:43479|issue:43525", - "issue:41950|issue:43650" + "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "d4fd8bd9aee055224ac3b07d063722a2abfb5f6e01c68afe195e57fd75d6db0a", + "prepared_review_unit_hash": "5877d7e3888fca4554eff7f9c425f18b6b33dcd46d5cce5411c6ca46c3ada4d6", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36583, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "serialized_chars": 36077, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers issues with only superficial similarity between a few pairs. I would not merge any of the soft-edge candidates; they share broad subsystems or model families, but not the same concrete bug/change.", - "confidence": 0.46, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set, covering the import-regression theme seen in several nearby issues, but the cluster is still too mixed for a perfect canonical issue.", + "summary": "These issues are mostly loose semantic neighbors around Transformers regressions, imports, model loading, config handling, and backend dependencies, but they do not describe the same underlying bug or fix. None of the soft-similarity pairs are strong enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest representative: it reports widespread import failures after upgrading to 5.5.0, which makes it the most umbrella-like issue in this set. It is still not a duplicate of the others, but it is the least specific and best canonical anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best representative issue because it captures the widest shared symptom class (post-upgrade import breakage) among the otherwise scattered reports.", + "best_issue_reason": "issue:45278 is the best single issue representative because it is user-facing, broad, and captures a whole class of regression complaints rather than one narrow model-specific case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/serialization behavior, but one is about tied-weight serialization on save and the other about rotary_pct not persisting on reload; different code paths and symptoms." + }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check bug for AuxRequest import; different root causes." + "reason": "Both mention flex_attention, but one is a runtime failure on torch>=2.9 and the other is a bad version check for an import path; not the same concrete bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error and a feature-extraction function issue are unrelated bugs." + "reason": "Notebook syntax error versus feature extraction helper issue; no shared underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import-time behavior, but one is intermittent slow imports and the other is unsafe sys.modules access; related area, not the same defect." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is a missing TensorFlow backend in the torch extra, the other is a generic dependency complaint; not the same concrete defect." + "reason": "One is a specific extras/install dependency packaging bug, the other is a generic dependency issue with no matching failure mode." }, { "left": "issue:44112", "right": "issue:44792", "accept": false, - "reason": "Different models and different failure modes: CI stale test in GraniteSpeech vs janus image-generation test failure." + "reason": "Both are CI/test failures, but they are for different models and different failure surfaces." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both are regressions, but one is about processor/tokenizer image handling and the other about resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Processor/tokenizer regression versus t5gemma embedding resize bug; unrelated functionality." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is an unrecognized model_type error." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning are unrelated issues." + "reason": "Both are config-loading errors, but one is about trust_remote_code missing fields and the other about missing model_type in config.json; distinct causes." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Same model family, but loading a Qwen3.5 MoE model and save_pretrained saving wrong keys are distinct code paths." + "reason": "One is a load-time breakage for Qwen3VL MoE models, the other is a save_pretrained checkpoint regression for Qwen3.5; different operations and bug types." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different Ministral failures: dequantized save path vs FlashAttention inference failure." + "reason": "Same model family, but one is about saving dequantized models and the other is about FlashAttention loading/runtime failure." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword-argument error; no shared underlying bug." + "reason": "Notebook syntax error versus AddedToken keyword conflict; unrelated bugs." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + "reason": "Both are model-specific failures, but for different models and different error modes." }, { - "left": "issue:44871", - "right": "issue:45245", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and a category-count runtime error are unrelated." + "reason": "Embedding resize issue versus Whisper generation on empty transcription; different subsystems." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Chunked prefill cache handling and ANSI output in loading_report do not describe the same bug." + "reason": "Generation cache regression versus ANSI escape leakage in loading_report; no common bug." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but for different models and likely different causes." + "reason": "Python version compatibility problem versus model-loading failure on a specific checkpoint; not the same change." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "A Python version support issue and a model-loading regression are not duplicates." + "reason": "Two model-loading failures, but on different models and with different likely root causes." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config vs PIL image-processor torchvision dependency are unrelated." + "reason": "Config/model-type recognition bug versus PIL backend unnecessarily requiring torchvision; unrelated." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "A processor bug and a documentation mismatch are not the same issue." + "reason": "Both are import errors, but they concern different symbols/modules and different causes." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Both are import-related, but they reference different symbols and different failure contexts." + "reason": "ImageProcessorFast label reduction bug versus pipeline docs/behavior mismatch; not the same issue." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python compatibility and dependency installation issues are not the same bug." + "reason": "Generic dependency complaint versus Python-version incompatibility; too vague to merge." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen3.5 regressions, but loading failure and incorrect saved visual encoder keys are distinct problems." + "reason": "Both concern Qwen3.5/Qwen3.5-VL save/load regressions, but one is loading MoE models and the other is incorrect visual encoder keys during save; distinct bugs." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype loading and Qwen3.5 checkpoint serialization are unrelated." + "reason": "Both involve model dtype/save behavior, but one is Blip2 loading dtype propagation and the other is Qwen3.5 checkpoint serialization." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer arguments being ignored and a tie_word_embeddings warning are unrelated." + "reason": "Optimizer argument handling versus a warning about tie_word_embeddings; no shared code path." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal, but assistant mask generation and rope-index scaling are separate code paths." + "reason": "Both are multimodal/chat-template related, but one is all-zero assistant masks and the other is rope-index temporal scaling for Qwen2.5-VL." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation about return_all_scores does not duplicate an unrecognized-model loading error." + "reason": "Docs/behavior mismatch for a pipeline versus model config loading error; unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss and Gemma 4 mm_token_type_ids are different training/config bugs." + "reason": "Mixture-of-experts router loss bug versus mm_token_type_ids defaulting issue; different training paths." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "FlexAttention on torch>=2.9 and a missing TensorFlow backend are unrelated." + "reason": "Flex attention PyTorch compatibility versus a missing TensorFlow backend dependency; not the same bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support and a PEFT version bump are not the same issue." + "reason": "Python support mismatch versus an over-bumped PEFT minimum version; distinct dependency issues." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but 45278 is a broad upgrade report and 44351 is a specific HybridCache import failure; not enough evidence of one root cause." + "reason": "Importing a missing symbol and broad import errors after upgrade are both import-related, but the specific failure modes are different." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and different missing-default behavior; not duplicates." - }, - { - "left": "issue:41950", - "right": "issue:43650", - "accept": false, - "reason": "A pipeline processor lookup bug and a placeholder issue title are unrelated." + "reason": "Phi4Multimodal config default initialization versus Llama4Config missing pad_token_id; both config-related but unrelated fields and models." } ] }, @@ -9018,7 +9017,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:38175", "issue:39692", @@ -9070,27 +9069,28 @@ "issue:45542" ], "soft_pairs": [ - "issue:44496|issue:44877", + "issue:41950|issue:43650", "issue:44462|issue:45081", "issue:41950|issue:45020", - "issue:43550|issue:44964", + "issue:44496|issue:44877", "issue:44297|issue:44462", + "issue:43550|issue:44964", "issue:44279|issue:45405", "issue:43299|issue:43854", "issue:43295|issue:44779", "issue:44462|issue:44779", - "issue:38175|issue:44617", "issue:39692|issue:43901", + "issue:38175|issue:44617", "issue:43650|issue:45290", "issue:44016|issue:44291", - "issue:44466|issue:45276", - "issue:43450|issue:44279", "issue:43723|issue:44162", - "issue:43262|issue:44521", "issue:43441|issue:44683", - "issue:43065|issue:44898", + "issue:43450|issue:44279", + "issue:43262|issue:44521", + "issue:44466|issue:45276", "issue:42994|issue:43317", "issue:44261|issue:44263", + "issue:43065|issue:44898", "issue:44623|issue:45397", "issue:43122|issue:43650", "issue:44623|issue:44749", @@ -9099,196 +9099,208 @@ "issue:43673|issue:43761", "issue:44987|issue:45542" ], - "prepared_review_unit_hash": "bc74b5b1033f1addd791a28eaae5eb05227f927665fc6b11c7a1e975d7afda67", + "prepared_review_unit_hash": "4a65afa3f32885f487695668eea4a7a6fca8755546cee45384afc5c4b5a8703f", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36047, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "soft_pair_count": 29, + "serialized_chars": 36344, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: mostly unrelated Transformers v5 regressions across tokenizers, chat templates, model loading, quantization, and docs. None of the soft edges look like true duplicates of the same underlying bug/change, so I reject all of them. The best representative issue is the broad remote_code loading regression.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 45020 is the broadest, highest-signal representative of the set: it captures a wide class of recent-version model loading breakages around remote_code and is more central than the narrow, model-specific reports.", + "summary": "Mostly unrelated issues bundled together with a few superficial overlaps around recent Transformers regressions, tokenization, and model loading. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates. 45020 is the broadest umbrella issue, but the cluster is too heterogeneous for a clean single canonical sink.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45020 is the broadest umbrella for the shared \u2018latest transformers breaks loading/custom models\u2019 theme, but only as a loose anchor; the cluster still spans many distinct bugs.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best standalone anchor for this cluster because it is the most general regression report with the widest potential overlap to adjacent loading failures.", + "best_issue_reason": "issue:45020 is the most central and general issue in this set, so it is the best available triage anchor even though it is not a true duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44496", - "right": "issue:44877", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Both are loading/config errors, but one is an unrecognized-model/config.json problem and the other is strict-config handling for granite_speech; different failure modes and fixes." + "reason": "Different problems: video pipeline processor selection vs a nonsensical placeholder issue title." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the Mistral regex patch crash; different code paths and symptoms." + "reason": "Both involve tokenizers, but one ignores repo tokenizer.json while the other crashes in a Mistral regex patch path." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup is not the same as broad remote_code model-loading regressions." + "reason": "One is a specific video-classification processor bug; the other is a broad remote_code loading regression, not the same failure." }, { - "left": "issue:43550", - "right": "issue:44964", + "left": "issue:44496", + "right": "issue:44877", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is distinct from Phi-4 multimodal loading issues." + "reason": "Both are model/config load failures, but they affect different models and have different root causes (missing model_type vs strict config handling)." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save metadata mismatch is a serialization bug; AutoTokenizer ignoring tokenizer.json is a load-path selection bug." + "reason": "Related tokenizer serialization/loading area, but save_pretrained metadata mismatch is distinct from AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43550", + "right": "issue:44964", + "accept": false, + "reason": "Different code paths and models: torch.compile SDPA on Bamba vs loading Phi-4 multimodal instruct." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue is unrelated to a PEFT minimum-version bump." + "reason": "Both mention dependencies, but they are unrelated dependency/version issues with different packages and symptoms." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Two separate model-loading regressions for different models with no shared concrete code path evident." + "reason": "Both are latest-version loading regressions, but one is Qwen3VL MoE model loading and the other is a sentence-transformers import NameError." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer API regression is unrelated to Deepseek tokenizer output changes." + "reason": "Both are v5 regressions in tokenizer-related behavior, but one is processor.tokenizer access/images handling and the other is Deepseek tokenization output drift." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44462", + "right": "issue:44779", "accept": false, - "reason": "SigLIP2 probability issue and Sam3Video OOM are unrelated model/runtime problems." + "reason": "Tokenizer-related, but ignoring tokenizer.json and Deepseek tokenization corruption are different bugs." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Docs/example errors for SigLIP2 are not the same as TextClassificationPipeline doc mismatch." + "reason": "Both are docs/example issues, but one is SigLIP2 example errors and the other is a pipeline docs mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different model families and failures: unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Placeholder issue title is not related to chat-template tool-call crashes." + "reason": "No substantive overlap; placeholder title vs apply_chat_template crash with tool calls." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument regression are unrelated." + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Both mention weights/embeddings, but one is serialization inconsistency and the other is resize_token_embeddings propagation; not the same bug." + "reason": "Both are loading/compatibility complaints, but AutoTokenizer.from_pretrained and ESM2 breakage are distinct issues." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Batched video processor shape bug is unrelated to a dependency/version issue." + "reason": "Both touch attention paths, but Ministral FlashAttention failure and compiled flex_attention on torch>=2.9 are separate problems." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are different issues." + "reason": "Video processor batch-shape bug vs dependency issue; no shared code-path." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is default sampling rate and the other is assistant mask generation for multimodal inputs." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "FlashAttention failure for Ministral-3 and compiled flex_attention failure on torch>=2.9 are different attention-stack bugs." + "reason": "Both concern chat_template/multimodal processing, but default audio sampling rate and zero assistant masks are different bugs." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Sam3PixelDecoder dummy conv and Perceiver resize/interpolate failure are unrelated architecture-specific issues." + "reason": "Different model serialization behaviors: device-dependent lm_head.weight saving vs resize_token_embeddings not updating Gemma4 embeddings." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized offload loading failure are related only at a high level, not the same underlying bug." + "reason": "Both are quantization/offload related, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA layernorm eps precision issue and GlmMoeDsaIndexer split behavior are unrelated." + "reason": "Completely different failures: missing rms_norm_eps in MLA q_a_layernorm vs torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs in different architectures: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor.save_pretrained files and gemma-4 zero3 from_pretrained are separate save/load problems." + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are unrelated." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer behavior change across versions is unrelated to the placeholder 'ADD THE DATA' issue." + "reason": "Tokenization regression vs placeholder issue; no real overlap." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save files missing and Chinese performance regression are unrelated." + "reason": "Different areas and symptoms: missing processor save files vs slow filtering after upgrade." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Missing nn import in sentence-transformers and undefined tf backend when only tensorboard is installed are different optional-dependency failures." + "reason": "sentence-transformers import NameError and tensorboard/TensorFlow backend selection are unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Masked LM prediction regression and Deepseek tokenizer regression affect different components and code paths." + "reason": "Both are v5 output regressions, but CamemBERT masked LM predictions and Deepseek tokenizer results are different model-specific bugs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVision hidden_states regression are unrelated model behaviors." + "reason": "Generation cache handling during chunked_prefill is unrelated to CLIPVisionModel hidden_states returning None." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Physical-intelligence/fast loading failure is unrelated to the TensorFlow backend dependency issue." + "reason": "Model loading failure for physical-intelligence/fast vs tensorboard-only backend error; no shared underlying bug." } ] }, @@ -9310,7 +9322,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:36246", "issue:41628", @@ -9321,7 +9333,6 @@ "issue:43295", "issue:43299", "issue:43352", - "issue:43450", "issue:43475", "issue:43525", "issue:43526", @@ -9349,257 +9360,251 @@ "issue:44589", "issue:44617", "issue:44661", - "issue:44871", "issue:45003", "issue:45200", "issue:45250", - "issue:45276", + "issue:45292", "issue:45356", "issue:45362", "issue:45397", "issue:45542", - "issue:45561" + "issue:45561", + "issue:45563", + "issue:45584" ], "soft_pairs": [ "issue:43901|issue:43994", "issue:44297|issue:45397", "issue:42175|issue:43976", + "issue:45561|issue:45563", "issue:43475|issue:44016", "issue:43824|issue:43976", "issue:43352|issue:45250", - "issue:43295|issue:44617", "issue:43525|issue:43881", "issue:44589|issue:45362", - "issue:43450|issue:44617", - "issue:43901|issue:44246", "issue:44188|issue:44336", + "issue:43295|issue:44617", + "issue:43901|issue:44246", "issue:41628|issue:43976", "issue:44295|issue:45397", "issue:42491|issue:43299", "issue:41950|issue:44220", "issue:44336|issue:44373", - "issue:44246|issue:44496", "issue:44462|issue:45356", + "issue:44246|issue:44496", "issue:44661|issue:45542", "issue:45003|issue:45561", - "issue:43994|issue:45276", - "issue:43526|issue:45003", "issue:43531|issue:45362", + "issue:43526|issue:45003", "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:43673|issue:44561", "issue:44336|issue:44485", + "issue:43673|issue:44561", "issue:44162|issue:45200", - "issue:44246|issue:44871" + "issue:45292|issue:45584" ], - "prepared_review_unit_hash": "2967174b8a6a71d9e66034282ad161cf8d29ca4a2799f5f9411e7614011313d7", + "prepared_review_unit_hash": "e9cbd6213fbfb1ff98cd6200431511bb1a20d81e12beb389add6d05b85d8d583", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35861, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "soft_pair_count": 29, + "serialized_chars": 35484, + "estimated_input_tokens": 8871, + "estimated_eval_tokens": 17998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs share a broad subsystem or release theme, but they do not look like the same underlying bug or change. I would not collapse any of the soft edges, and there is no clear canonical issue/PR for the whole set.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of Transformers bug reports, with a noticeable subgroup of import/loading regressions. The most representative issue is the Qwen2_5_VL import failure (#43824); none of the soft pairs look like the same concrete bug or change.", + "confidence": 0.34, + "canonical_issue_reason": "#43824 is the most central and broadly useful representative here: it has the strongest discussion/inbound-reference signal and is a clear import/export regression affecting a core model entrypoint.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#43824 best fits the cluster as a canonical issue because it is a direct, user-facing import failure with broad relevance and stronger evidence than the more niche reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Both concern text-classification behavior, but one is a docs/behavior mismatch and the other is a model/pipeline correctness bug." + "reason": "Docs mismatch for text classification vs a SIGLIP2 behavior bug; different code paths and symptoms." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to the Gemma-4 ZeRO-3 from_pretrained failure." + "reason": "Tokenizer save metadata bug is unrelated to Gemma-4 Zero3 from_pretrained loading." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Different failures: missing TensorFlow backend in a torch install vs Python version compatibility breakage." + "reason": "TensorFlow backend packaging and Python version support are different release/configuration problems." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist file race and stale generation warning are unrelated test/runtime issues." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM3 video attribute error and a notebook syntax error are unrelated." + "reason": "SAM 3 Video attribute error and notebook syntax error are not the same bug." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import error for a missing model class is unrelated to Python 3.9/3.10 packaging support." + "reason": "Missing export for a model class vs Python 3.9/3.10 compatibility; unrelated failures." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "One is a model-specific Flash Attention 2 incompatibility, the other is a generic Flash Attention topic." - }, - { - "left": "issue:43295", - "right": "issue:44617", - "accept": false, - "reason": "Processor/tokenizer regression is unrelated to the Sam3Video CUDA OOM report." + "reason": "Generic Flash Attention topic versus a specific model not yet supporting FA2; too broad to merge as one bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different model-loading bugs." + "reason": "Llama4Config missing pad_token_id and GLM-4v loading failure are distinct model-specific regressions." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Qwen3.5-35B chat crashing." + "reason": "Float8 storage deserialization error is different from Qwen3.5 chat crash." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Incorrect batched video processor shape and CUDA OOM are distinct problems." + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI code output in loading_report." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43295", + "right": "issue:44617", "accept": false, - "reason": "Docs mismatch in text-classification pipeline is not the same as intermittent slow import." + "reason": "Processor/tokenizer regression is unrelated to Sam3Video CUDA OOM." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Torch.compile kernel divergence and ANSI logging output are unrelated." + "reason": "Pipeline docs mismatch and slow import are not the same underlying issue." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing AutoImageProcessor import and Python-version incompatibility are different packaging issues." + "reason": "Missing AutoImageProcessor export and Python version incompatibility are separate issues." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer read error is unrelated to Gemma-4 ZeRO-3 loading." + "reason": "position_ids buffer access bug is unrelated to Gemma-4 Zero3 loading." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE/VL, but the reported failures are different model/version compatibility issues." + "reason": "Qwen3-MoE LoRA compatibility across versions and Qwen3VL-MoE loading are related by model family only, not the same concrete bug." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video classification using image processors is unrelated to _torch_extract_fbank_features()." + "reason": "Video-classification pipeline image-processor lookup and fbank extraction are different pipeline bugs." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI code leakage in loading_report and a wrong docstring are not the same bug." + "reason": "Unwanted ANSI codes and a wrong docstring are unrelated." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44462", + "right": "issue:45356", "accept": false, - "reason": "Slow import and unrecognized model config are unrelated failures." + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as Kimi-K2.5 codec/regex regression." }, { - "left": "issue:44462", - "right": "issue:45356", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is not the same as the Kimi-K2.5 codec regression." + "reason": "Slow import performance and unrecognized model/config errors do not share the same code path." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES failure and undefined tf backend from tensorboard-only install are different dependency issues." + "reason": "TOKENIZER_MAPPING_NAMES failure is unrelated to TensorFlow backend installation issues." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist file race are unrelated implementation bugs." + "reason": "sys.modules access safety bug and xdist captured_info race are separate concurrency problems." }, { - "left": "issue:43994", - "right": "issue:45276", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Siglip2 nonsensical outputs and Gemma-4 embedding resize propagation are different model behaviors." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are different runtime failures." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and sys.modules access bug are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crash are not the same issue." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing-import regressions: Qwen2.5 VL image processor vs is_offline_mode from huggingface_hub." + "reason": "Transformers model import error and huggingface_hub import error are different packages and failures." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols and code paths." + "reason": "Both are import errors, but for different symbols and likely different export paths; not enough evidence of one concrete bug." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Chunked-prefill cache issue and removal of is_torch_fx_available are separate v5 regressions." + "reason": "Loading-report ANSI output and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Loading-report ANSI leakage and GLM-5 RoPE implementation discussion are unrelated." + "reason": "Cache missing during chunked prefill and removal of is_torch_fx_available affect different features." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific bugs." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model issues." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Intermittent import slowness and Gemma-3 eos_token_id inconsistency are unrelated." + "reason": "resize_token_embeddings/output_embeddings mismatch and Whisper empty transcription handling are different generation/model-editing bugs." } ] }, @@ -9621,7 +9626,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:36246", "issue:41628", @@ -9656,6 +9661,7 @@ "issue:44749", "issue:44779", "issue:44857", + "issue:44871", "issue:44877", "issue:44933", "issue:44977", @@ -9673,223 +9679,230 @@ ], "soft_pairs": [ "issue:44242|issue:44857", - "issue:44779|issue:45292", + "issue:44246|issue:44871", "issue:44295|issue:44749", + "issue:44779|issue:45292", "issue:44877|issue:45375", "issue:43441|issue:43540", "issue:43066|issue:44779", "issue:36246|issue:43596", "issue:44987|issue:45459", "issue:42886|issue:45229", - "issue:43901|issue:45003", - "issue:44995|issue:45200", "issue:41628|issue:41950", - "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43901|issue:45003", "issue:43065|issue:43408", - "issue:43295|issue:45292", + "issue:43257|issue:45137", "issue:43232|issue:44336", + "issue:43295|issue:45292", "issue:44496|issue:45003", - "issue:43262|issue:44246", "issue:44060|issue:44077", - "issue:44466|issue:45335", + "issue:43262|issue:44246", "issue:43475|issue:43540", "issue:43653|issue:44162", + "issue:44466|issue:45335", "issue:44368|issue:44977", "issue:44368|issue:45563", "issue:44933|issue:45459", - "issue:43441|issue:43606", - "issue:43673|issue:44734" + "issue:43673|issue:44734", + "issue:43441|issue:43606" ], - "prepared_review_unit_hash": "7f116e26c142e9c7618f40136b634088718bc4f51c3856f74a0342a579bdcb5e", + "prepared_review_unit_hash": "75087552abbf279c70128ef0cb358dc578a0014aa79d261e135747e01ba2ebdc", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35291, - "estimated_input_tokens": 8823, - "estimated_eval_tokens": 17902 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36215, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed pairs are mostly only loosely related by subsystem or symptom. They do not look like the same concrete bug/change, so none are safe duplicate merges.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous: import/export regressions, tokenizer/config issues, generation bugs, and model-specific failures that do not look like true duplicates. I rejected all soft edges under a strict same-underlying-bug standard.", + "confidence": 0.24, + "canonical_issue_reason": "issue:41628 is the closest thing to a cluster representative because it is a direct, broadly user-facing import/export failure, but the surrounding issues are still mostly unrelated.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:41628 is the most generic and broadly impactful issue in the set, so it is the best representative even though it is not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different problems: MoE load-balancing loss vs an AMP/CUDA crash in image loss code." + "reason": "Different bugs: router loss handling vs AMP/CUDA crash in a loss class." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Both touch tokenization/model embeddings, but one is a Deepseek tokenizer regression and the other is resize_token_embeddings not propagating to output embeddings." + "reason": "Import performance complaint vs Gemma EOS-token config inconsistency." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Unrelated symptoms: a position_ids buffer issue vs a performance regression after upgrading Transformers." + "reason": "Buffer/position_ids access bug vs a preprocessing slowdown regression." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both mention config/strict handling, but they involve different models and different failure modes; not clearly the same bug." + "reason": "Strict config loading for one model family vs a missing field in a different config class." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "Different model paths and failures: FlashAttention on Ministral-3 vs video input processing in Qwen3OmniMoe." + "reason": "Different code paths: FlashAttention failure in Ministral-3 vs video input validation in Qwen3OmniMoe." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but one is a decoder-type warning in v5 and the other is an incorrect Deepseek tokenizer result regression." + "reason": "Both are tokenizer-related, but they describe different model-specific failures and different symptoms." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a specific Qwen image processor is unrelated to a DeepSpeed ZeRO3 BertModel index error." + "reason": "Missing Qwen2.5-VL import vs DeepSpeed ZeRO3/BertModel index error." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Different concerns: model loading failure for a specific repo vs protobuf-related tokenizer error masking." + "reason": "Model loading failure vs tokenizer error masking when protobuf is absent." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated issues." + "reason": "Offline cache tokenizer load bug vs Gemma4 multi-GPU OOM are unrelated." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:41628", + "right": "issue:41950", "accept": false, - "reason": "Docs mismatch for a pipeline option vs unsafe sys.modules access in modeling_utils are unrelated." + "reason": "Top-level import failure vs a pipeline selecting the wrong processor type." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Different model-specific bugs: stale indexer cache on second forward pass vs mm_token_type_ids defaulting for Gemma 4 fine-tuning." - }, - { - "left": "issue:41628", - "right": "issue:41950", - "accept": false, - "reason": "ImportError for AutoImageProcessor and a video-classification pipeline looking for image processors are related only broadly, not the same concrete bug." + "reason": "GLM-MoE stale cache crash vs Gemma4 missing mm_token_type_ids default." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Both involve DeepSpeed/ZeRO3 contexts, but one is weight conversion with accelerate and the other is an empty-deque runtime error." + "reason": "Docs mismatch for a pipeline flag vs unsafe sys.modules access in modeling_utils." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation and the other is a model-type mismatch warning." + "reason": "Dummy Conv2d in SAM3 pixel decoder vs a model-type warning between sam3_video and sam3_tracker." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Both concern embedding/tokenizer interactions, but one is a regression around processor.tokenizer and images-to-tokenizer behavior, not resize_token_embeddings." + "reason": "Qwen3 MoE weight conversion bug vs a separate ZeRO3 deque/pop crash." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs handling and ANSI codes in loading_report are unrelated." + "reason": "Generation kwargs update bug vs ANSI escape codes in loading_report." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are different failures." + "reason": "Processor.tokenizer/images regression vs resize_token_embeddings not affecting output embeddings." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Audio chat-template sampling-rate defaults are unrelated to import latency." + "reason": "Unrecognized model/config loading failure vs unsafe sys.modules access." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "A tied-weights warning bug and a patchtsmixer post_init policy issue do not match." + "reason": "Different warnings in different subsystems: tied-weights warning vs optional post_init restriction." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Both involve weights/embeddings, but one is serialization depending on device and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Audio chat-template sample-rate default bug vs import latency complaint." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different SAM3 video encoder attribute bug vs Qwen3OmniMoe video-processing ValueError." + "reason": "SAM3 vision encoder output attribute mismatch vs Qwen3OmniMoe video processing ValueError." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same issue." + "reason": "BigBirdTokenizer special-token registration bug vs a broad ESM2 regression report." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embedding/weight tying, but the concrete failure modes and affected code paths differ." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning in Qwen3.5 fine-tuning is not the same as a flash-attention generation bug." + "reason": "Qwen3.5 tied-embedding warning vs flash-attention generation failure are different issues." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Warning about tie_word_embeddings is unrelated to a stale num_return_sequences warning in paged generate." + "reason": "Different generation warnings: tied embeddings vs stale num_return_sequences warning." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Image_utils import problem and protobuf error masking are unrelated." + "reason": "Missing import export vs protobuf-related tokenizer error masking." }, { - "left": "issue:43441", - "right": "issue:43606", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Different code paths: FlashAttention failure vs device mismatch under CPU offload." + "reason": "Both mention cache, but one is missing GenerationMixin cache state and the other is wrong KV-cache indexing in serve." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:43441", + "right": "issue:43606", "accept": false, - "reason": "Both involve generation/cache, but one is missing cache in chunked prefill and the other is wrong indexing in serve continuation; not clearly the same bug." + "reason": "Different failures: FlashAttention on Ministral-3 vs CPU offload device mismatch on bark-small." } ] }, @@ -9911,7 +9924,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:28282", "issue:30990", @@ -9922,9 +9935,9 @@ "issue:42831", "issue:42994", "issue:43232", - "issue:43381", "issue:43475", "issue:43482", + "issue:43504", "issue:43525", "issue:43643", "issue:43646", @@ -9938,6 +9951,7 @@ "issue:44188", "issue:44222", "issue:44297", + "issue:44351", "issue:44361", "issue:44368", "issue:44623", @@ -9952,15 +9966,14 @@ "issue:45200", "issue:45230", "issue:45278", - "issue:45292", "issue:45310", - "issue:45335", "issue:45356", "issue:45362", "issue:45375", "issue:45381", "issue:45397", - "issue:45478" + "issue:45478", + "issue:45561" ], "soft_pairs": [ "issue:44869|issue:45356", @@ -9968,263 +9981,263 @@ "issue:43232|issue:43673", "issue:44297|issue:44623", "issue:43673|issue:45278", - "issue:43381|issue:45292", "issue:43646|issue:44162", - "issue:43381|issue:45335", "issue:44361|issue:44749", - "issue:28282|issue:30990", "issue:42673|issue:43704", + "issue:28282|issue:30990", "issue:44749|issue:45310", "issue:45230|issue:45397", "issue:44038|issue:44623", - "issue:43475|issue:43643", "issue:42994|issue:43482", + "issue:43475|issue:43643", "issue:43701|issue:44749", "issue:43475|issue:45381", "issue:42371|issue:45092", - "issue:45081|issue:45103", "issue:45375|issue:45478", + "issue:45081|issue:45103", "issue:41628|issue:44933", "issue:45310|issue:45375", "issue:42222|issue:45200", - "issue:43873|issue:44945", "issue:42994|issue:43525", "issue:43475|issue:44661", + "issue:43873|issue:44945", "issue:42831|issue:44222", "issue:45362|issue:45375", "issue:45310|issue:45397", "issue:43232|issue:44188", - "issue:44222|issue:45310" + "issue:44222|issue:45310", + "issue:41628|issue:44351", + "issue:43504|issue:45561" ], - "prepared_review_unit_hash": "fd539651e5222e33ea58948b9935f39f51f9c32a6b6015f48e02a33864d308ba", + "prepared_review_unit_hash": "a63f43076ea21ddb4f65a6a0a22932e6d45132467c43a048b2e5d52a26a770c0", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36957, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "serialized_chars": 36997, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated issue noise, but it contains one clear duplicate pair about the same Qwen3ForCausalLM VRAM leak in multi-threaded dataloader use. No PRs are present.", - "confidence": 0.64, - "canonical_issue_reason": "issue:42673 is the strongest canonical issue: it is specific, concrete, and has an exact duplicate in issue:43704 with the same title and bug description.", + "summary": "Only one soft edge is a true duplicate: the two Qwen3ForCausalLM VRAM-leak reports. The rest are topical similarities but describe different bugs or code paths, so they should remain separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:42673 is the better canonical for the duplicate VRAM-leak report because it is the older issue and has more discussion activity than issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue overall because it describes a clear, actionable bug and matches an exact duplicate; the rest of the cluster appears thematically mixed.", + "best_issue_reason": "issue:42673 is the best representative issue because it matches the accepted duplicate pair and has the stronger discussion signal in that pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer/runtime failures: Whisper trailing replacement-character crash vs Kimi-K2.5 codec/fix_mistral_regex regression." + "reason": "Different bugs: Whisper timestamp decoding crash vs Kimi tokenizer regression/regex warning." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Different problems and models: Qwen3-VL weight-shape mismatch vs a Qwen3.5 warning about tie_word_embeddings during LoRA fine-tuning." + "reason": "Different failure modes: Qwen3-VL shape mismatch vs Qwen3.5 LoRA warning about tie_word_embeddings." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but one is after sync_gpus and the other is missing cache during chunked prefill; not the same code-path bug." + "reason": "Both concern generation internals, but one is sync_gpus/update_model_kwargs and the other is chunked_prefill cache handling." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer metadata and the other is missing processor files; different artifacts and failures." + "reason": "Both are save_pretrained issues, but tokenizer metadata mismatch and processor file omission are distinct bugs." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "A specific cache bug in chunked prefill is not the same as broad import errors after upgrading versions." - }, - { - "left": "issue:43381", - "right": "issue:45292", - "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Generation cache/chunked_prefill issue vs a broad import-error report after upgrade; not the same code path." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig is unrelated to ESM2 being broken." - }, - { - "left": "issue:43381", - "right": "issue:45335", - "accept": false, - "reason": "Eval-mode gradient checkpointing issue is unrelated to t5gemma embedding resize not propagating." + "reason": "Transformer v5 custom model initialization breakage vs ESM2-specific breakage; different underlying problems." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to a Chinese-language performance regression." - }, - { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "PyTorch import-missing error is not the same as Sentence Transformers getting stuck while loading." + "reason": "Tokenizer AttributeError on tasks vs a performance regression after upgrade; unrelated symptoms." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "reason": "Same concrete bug: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads; titles match exactly." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch vs Sentence Transformers hanging while loading; not the same issue." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Performance slowdown from upgrading is unrelated to Qwen3.5 Moe from_pretrained failure." + "reason": "Data-filtering slowdown after upgrade vs Qwen3.5-Moe from_pretrained error; different behaviors and code paths." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs a specific Gemma-4 zero3 from_pretrained problem; no concrete overlap." + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure; no specific shared bug." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug is unrelated to processor.save_pretrained missing files." + "reason": "Qwen3.5 MoE/transformers v5 bug vs processor save_pretrained missing files; different artifacts and failures." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "SAM 3 VisionEncoder missing attribute is unrelated to AutoConfig returning missing fields under trust_remote_code." + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; save vs load, distinct paths." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Quantized model saving failure is unrelated to Qwen2.5-GGUF loading failure." + "reason": "SAM 3 vision encoder output attribute error vs trust_remote_code missing fields in AutoConfig; unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the data filtering slowdown regression." + "reason": "resume_from_checkpoint key mismatch vs a training-data slowdown regression; different subsystems." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different multimodal bugs: SAM 3 missing attribute vs qwen2.5-vl video position IDs being wrong." + "reason": "Different model families and bugs: SAM 3 attribute error vs qwen2.5-vl video position-id issue." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance issue is unrelated to InternVL2 remote-code/meta-init incompatibility." + "reason": "TF32 API-setting warning vs InternVL2 meta-init incompatibility; unrelated changes." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Both are AttributeErrors, but one is Mistral tokenizer regex patching and the other is auto_docstring annotations handling." + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained error; not enough to merge." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Related Qwen3.5 Moe family, but one is a missing config field in vision config and the other is a from_pretrained error; not enough to merge." + "reason": "Tokenizer regex patch crash vs auto_docstring crash with future annotations; different components." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are different import-registry issues." + "reason": "Different import errors in different modules; similar wording only." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both concern Qwen3.5 Moe, but one is a from_pretrained error and the other is a dropped vision config field; not the same bug." + "reason": "Related Qwen3.5 MoE area, but one is a loading error and the other is a missing config field; distinct bugs." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaulting." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization offloading issue is unrelated to incorrect outputs under pipeline parallelism." + "reason": "vitpose model loading breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated model families." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure is unrelated to Llama4Config missing pad_token_id." + "reason": "Quantized model saving failure vs Llama4Config missing pad_token_id; different failures." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 output attribute error is unrelated to add-new-model-like failing for tokenizer-mapped models." + "reason": "SAM 3 encoder output attribute error vs add-new-model-like tokenizer mapping failure; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs incorrect pipeline-parallel LLM output; distinct runtime bugs." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 save_pretrained failure for moe models." + "reason": "FineGrainedFP8 accuracy issue vs FP8 save_pretrained moe failure; same theme only, not same bug." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5-35B chat crash is unrelated to a missing deepstack_visual_indexes field in a different config class." + "reason": "Qwen3.5 chat crash vs missing deepstack_visual_indexes in config; different defects." }, { "left": "issue:45310", "right": "issue:45397", "accept": false, - "reason": "Qwen3.5 Moe from_pretrained error is unrelated to Gemma-4 zero3 from_pretrained behavior." + "reason": "Qwen3.5 MoE loading error vs gemma-4 zero3 loading error; different models and paths." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Both mention generation, but one is a sync_gpus kwargs update bug and the other is divergent attention kernels under torch.compile." + "reason": "Generation kwargs/cache issue vs diverging attention kernels under torch.compile; separate problems." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained for moe models is unrelated to Qwen3.5 Moe from_pretrained loading error." + "reason": "FP8 save_pretrained bug vs Qwen3.5-Moe from_pretrained error; different operations." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Cannot import AutoImageProcessor vs cannot import HybridCache; both are import errors but not the same symbol or fix." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT legacy-field loading bug vs pytest-xdist race in testing utils; unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it correctly identifies a single exact duplicate pair (issue:42673 / issue:43704) and appropriately characterizes the rest as mostly unrelated. The canonical/best-issue rationale is conservative, and there are no PRs in the packet. The soft-edge rejections are also cautious and do not overclaim equivalence." + "accept": false, + "feedback": "The duplicate call on issue:42673 \u2194 issue:43704 is grounded, but the canonical_issue_reason overstates the evidence by claiming \"more discussion and inbound references.\" The packet shows more discussion activity for 42673, but inbound_references are 0 for both issues. Please remove unsupported claims and keep the rationale limited to what the packet directly supports." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -10240,7 +10253,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:30990", "issue:35141", @@ -10251,9 +10264,9 @@ "issue:42994", "issue:43232", "issue:43278", + "issue:43295", "issue:43377", "issue:43479", - "issue:43504", "issue:43526", "issue:43673", "issue:43723", @@ -10267,8 +10280,9 @@ "issue:44079", "issue:44164", "issue:44188", + "issue:44222", "issue:44242", - "issue:44351", + "issue:44297", "issue:44373", "issue:44448", "issue:44496", @@ -10291,252 +10305,252 @@ "issue:45561" ], "soft_pairs": [ - "issue:41628|issue:44351", - "issue:43504|issue:45561", "issue:44496|issue:45561", "issue:42994|issue:44164", "issue:43526|issue:45561", - "issue:43232|issue:44792", "issue:44038|issue:45310", + "issue:43232|issue:44792", "issue:43377|issue:44242", - "issue:30990|issue:35141", "issue:43673|issue:44188", + "issue:30990|issue:35141", "issue:36010|issue:41628", - "issue:43479|issue:44079", "issue:42898|issue:44568", - "issue:44964|issue:45137", + "issue:43479|issue:44079", "issue:43479|issue:44869", + "issue:44964|issue:45137", "issue:43976|issue:44933", "issue:42175|issue:44933", "issue:43784|issue:43824", - "issue:43278|issue:45137", "issue:44623|issue:45310", + "issue:43278|issue:45137", "issue:44188|issue:44373", "issue:44060|issue:45125", "issue:44734|issue:45103", "issue:42898|issue:45356", - "issue:45137|issue:45276", "issue:43723|issue:44568", "issue:42898|issue:44779", + "issue:45137|issue:45276", "issue:43874|issue:45092", "issue:44077|issue:44242", "issue:42898|issue:44448", - "issue:41628|issue:45459" + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:42898|issue:43295" ], - "prepared_review_unit_hash": "7ddd3724fee4d8ab7da37e644fd8cab6b22a2bb9013b329f40723a7716aa0c6c", + "prepared_review_unit_hash": "44d73fb3c8140dfc6ccdb5f33c3ab9dc5f36681de161c2b6e1933615125245e1", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36481, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "serialized_chars": 37073, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are distinct regression reports across unrelated model families, tokenizer paths, config/loading code, and test/infrastructure issues. No soft edge looks like a true duplicate pair.", - "confidence": 0.18, - "canonical_issue_reason": "42898 is the broadest, most representative issue in the set because it frames a v5 behavior regression with external reference activity, but the cluster overall does not form a cohesive duplicate group.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues (tokenizers, multimodal configs, generation, save/load, imports, and testing). None of the soft pairs look like the same underlying bug or change, so I reject all soft edges and do not see a single canonical issue/PR for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "42898 is the best available anchor for triage, though it still only represents one specific tokenizer-behavior regression and not the rest of the unrelated issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different API breakages." - }, - { - "left": "issue:43504", - "right": "issue:45561", - "accept": false, - "reason": "Semantic segmentation preset loading and a pytest-xdist file race are unrelated." - }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config loading is unrelated to a testing-utils race condition." + "reason": "Unrecognized model/config loading vs a pytest-xdist file race; unrelated failure modes." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Both concern saving/loading, but one is quantized model saving and the other is extra_state serialization handling." + "reason": "Quantized model save failure vs extra_state handling in save/from_pretrained; different code paths." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "A BEiT image processor label-reduction bug is unrelated to a captured_info.txt race." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwargs handling and a Janus image-generation test failure do not match the same underlying bug." + "reason": "BeitImageProcessorFast label reduction bug vs testing-utils race; unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen/Moe, but they appear to be different model/version-specific from_pretrained failures." + "reason": "Different Qwen MoE model-loading regressions in different versions/models; not the same concrete bug." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to load-balancing loss wiring." + "reason": "Generation kwargs sync_gpus bug vs janus image-generation test failure; different path." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Sentence Transformers loading hangs and embedding reinitialization after resize are different problems." + "reason": "MIMI padding-mask discrepancy vs MoE load-balancing loss omission; unrelated." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "GenerationMixin cache issues and attention-kernel divergence under torch.compile are separate code paths." + "reason": "Missing generation cache in chunked_prefill vs divergent attention kernels under torch.compile; different issues." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Both are import errors, but they concern different classes and different failing imports." + "reason": "Sentence-Transformers loading stall vs embedding reinit after resize_token_embeddings; unrelated." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Config default initialization and ModelOutput key assignment are different object-model bugs." + "reason": "Two separate import errors for different symbols; same general area but not the same bug." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and different tokenizer code paths." + "reason": "Tokenization-space cleanup regression vs BOS/EOS not added for a specific tokenizer; different tokenizer behaviors." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Multimodal config default-init bug vs ModelOutput key assignment bug; unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaults and Whisper timestamp decoding are unrelated." + "reason": "Config initialization issue vs Whisper timestamp decode crash; different subsystems." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque error; unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility and a missing image_utils import are unrelated." + "reason": "Python-version packaging incompatibility vs missing import from image_utils; not the same bug." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging backend extras and a missing import symbol are unrelated." + "reason": "Backend dependency packaging issue vs nonexistent image_utils import; unrelated." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "These are different import failures in different packages/symbols." + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL class import; different import failures." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to DeepSpeed ZeRO3 deque errors." + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; different save/load paths." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Processor save-pretrained file omissions and Qwen3.5 MoE from_pretrained errors are different issues." + "reason": "BF16-to-FP32 dtype drift in evaluation vs ZeRO3 deque pop error; unrelated." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Torch.compile attention-kernel divergence and a docstring issue are unrelated." + "reason": "Attention-kernel divergence vs wrong docstring; completely different severity and code." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "A tied-weights warning bug and missing tensor-parallel plan metadata are different model-integration issues." + "reason": "Wrong tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3_5Moe; different model bugs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing and auto-docstring annotation handling are unrelated." + "reason": "Serving KV-cache indexing crash vs auto_docstring annotation handling crash; unrelated." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different regression causes." - }, - { - "left": "issue:45137", - "right": "issue:45276", - "accept": false, - "reason": "DeepSpeed deque underflow and Gemma4 resize-token-embeddings behavior are unrelated." + "reason": "clean_up_tokenization_spaces behavior change vs Kimi tokenizer codec/warning regression; different tokenizer issues." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure and missing BOS/EOS insertion are different tokenizer issues." + "reason": "Tokenizer loading failure vs add_special_tokens BOS/EOS regression; different failure modes." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different tokenizers and different behavior." + "reason": "Whitespace cleanup regression vs Deepseek tokenizer incorrect results; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45276", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs Gemma4 resize_token_embeddings not propagating; unrelated." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing multimodal helper method and remote-code/meta-init incompatibility are distinct multimodal problems." + "reason": "Missing image-patch-count method vs remote-code checkpoint/meta-init incompatibility; different model loading problems." }, { "left": "issue:44077", "right": "issue:44242", "accept": false, - "reason": "Optional post_init handling and load-balancing loss computation are not the same bug." + "reason": "patchtsmixer post_init policy issue vs load-balancing-loss omission; unrelated." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer cleanup behavior changes and Pegasus output drift are different regression reports." + "reason": "Tokenizer cleanup regression vs Pegasus v4/v5 output difference; different behaviors." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "Missing top-level import and tokenizer protobuf-error masking are different import/tokenizer issues." + "reason": "Missing class import vs tokenizer error masking when protobuf is absent; different import/error-handling bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained bug vs tokenizer_class metadata mismatch; different save_pretrained problems." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup regression vs multimodal processor.tokenizer regression; unrelated. " } ] }, @@ -10558,21 +10572,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:22355", "issue:28282", "issue:30990", + "issue:33357", "issue:38175", "issue:41628", "issue:42757", "issue:42831", "issue:42886", - "issue:42898", "issue:42994", "issue:43066", "issue:43122", - "issue:43295", "issue:43479", "issue:43576", "issue:43644", @@ -10604,16 +10617,15 @@ "issue:45092", "issue:45103", "issue:45278", + "issue:45290", "issue:45310", "issue:45357", "issue:45406", "issue:45459" ], "soft_pairs": [ - "issue:44222|issue:44297", - "issue:42898|issue:43295", - "issue:44442|issue:45459", "issue:43479|issue:43644", + "issue:44442|issue:45459", "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:44206|issue:45103", @@ -10625,282 +10637,281 @@ "issue:44263|issue:44360", "issue:43723|issue:44977", "issue:44263|issue:45092", - "issue:44514|issue:45103", "issue:44295|issue:44623", + "issue:44514|issue:45103", "issue:43479|issue:44913", "issue:44373|issue:44485", - "issue:43723|issue:44871", "issue:44261|issue:45092", + "issue:43723|issue:44871", "issue:43723|issue:44991", "issue:43723|issue:44442", - "issue:30990|issue:38175", "issue:45092|issue:45357", + "issue:30990|issue:38175", "issue:42886|issue:42994", "issue:42831|issue:45310", "issue:41628|issue:43824", "issue:42831|issue:44038", "issue:43576|issue:43784", - "issue:43122|issue:44521", "issue:44263|issue:44373", + "issue:43122|issue:44521", "issue:42757|issue:45278", - "issue:44117|issue:44704", "issue:42886|issue:43066", - "issue:43122|issue:44514" + "issue:44117|issue:44704", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:44704|issue:45290" ], - "prepared_review_unit_hash": "93be64134c587c9f16a8bcedef4e3239c2da9cdff8161620e7b5e5f702431282", + "prepared_review_unit_hash": "5d5c935709234d60e01e0000bf5f940119d8cd4c0821294f8fd25016744aa7c6", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38100, - "estimated_input_tokens": 9525, - "estimated_eval_tokens": 19306 + "serialized_chars": 38118, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but a few issues sit around a shared v5 tokenizer-loading regression theme. Only one soft pair looks like a plausible duplicate; the rest are different bugs or different code paths.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43723 is the broadest representative of the tokenizer-loading regressions in v5, and it can plausibly absorb specific model-level reports in that area.", + "summary": "This cluster is heterogeneous: most items are distinct Transformers v5 regressions across tokenizer loading, imports, processor/chat-template behavior, config persistence, and save_pretrained paths. I did not find any soft-edge pair that clearly represents the same underlying bug/change, so all soft pairs are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it captures multiple import failures after upgrading to Transformers 5.5.0, which best matches the dominant import/load-regression theme here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best single issue for the dominant subtheme (tokenizer loading failures), though it is not a true umbrella for the whole mixed cluster.", + "best_issue_reason": "Issue 45278 is the best representative because it is broad, recent, and already frames the recurring v5 import problems seen in nearby reports; however, it should be treated as an umbrella report, not a duplicate target for the other specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8/MoE save_pretrained failure vs tokenizer_class metadata mismatch; different bugs." - }, - { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Tokenizer cleanup behavior change vs processor/tokenizer image-handling regression; different code paths." + "reason": "Different bugs: config default initialization vs non-persistent buffer corruption." }, { "left": "issue:44442", "right": "issue:45459", "accept": false, - "reason": "AutoTokenizer cannot load a specific tokenizer vs protobuf masking real tokenizer errors; not the same failure." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Default config initialization bug vs non-persistent buffer corruption; unrelated." + "reason": "Tokenizer loading failure vs protobuf-error masking in error handling." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8/MoE save_pretrained failure vs missing processor save files; different symptoms and causes." + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is missing processor files." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy regression in FP8 vs processor save_pretrained file omission; unrelated." + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor.save_pretrained file omission." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Auto-docstring crash with feature extractor args vs AttributeError under future annotations; same area, but different concrete bugs." + "reason": "Feature-extractor argument crash and auto_docstring annotation crash are unrelated code paths." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "ONNX module import failure vs missing PyTorch dependency error; unrelated." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import problems." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained failure; different issues." + "reason": "Tokenizer metadata mismatch and Qwen3.5 MoE from_pretrained failure are different bugs." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing transformers export for AutoImageProcessor vs missing is_offline_mode import from huggingface_hub; different packages and failures." + "reason": "Different missing-symbol import errors in different packages/modules." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request acceptance bug vs Gemma4Processor missing _tokenizer; different components." + "reason": "Server request handling crash is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug vs max_shard_size question; not duplicates." + "reason": "save_pretrained failure and a max_shard_size question are not the same issue." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "torch.split return handling vs missing ReLU in DSA indexer; different concrete bugs." + "reason": "Same DSA indexer area, but torch.split handling and missing ReLU are distinct defects." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Generic tokenizer loading regression vs Qwen3.5 flash-attention generation bug; different paths." + "reason": "AutoTokenizer load regression and flash-attention generation failure are different code paths." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer split bug vs InternVL2 meta-init incompatibility; unrelated." + "reason": "DSA indexer bug is unrelated to InternVL2 meta-initialization incompatibility." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Qwen2_5_VLProcessor batched chat-template crash vs auto_docstring future-annotations crash; unrelated." + "reason": "position_ids buffer read issue is unrelated to processor save_pretrained missing files." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "position_ids buffer read error vs processor.save_pretrained missing files; different issues." + "reason": "Chat-template crash with tool calls is unrelated to auto_docstring annotation handling." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Phi4MultimodalConfig defaulting bug vs GPTNeoXConfig rotary_pct reload bug; different configs." + "reason": "Config constructor defaulting and rotary_pct persistence are different configuration bugs." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring text error vs GLM-5 RoPE implementation bug; not the same." + "reason": "Wrong docstring for position_ids is not the GLM-5 RoPE implementation bug." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Tokenizer loading regression vs eos_token_id config inconsistency; different model issues." + "reason": "MLA RMS norm epsilon precision issue is unrelated to remote-code meta-init incompatibility." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs InternVL2 meta-init incompatibility; unrelated." + "reason": "Tokenizer loading failure and eos_token_id inconsistency are different symptoms and fixes." }, { "left": "issue:43723", "right": "issue:44991", - "accept": true, - "reason": "Both describe the same v5 AutoTokenizer loading regression; 44991 is a specific model instance of the broader loading failure." + "accept": false, + "reason": "Both are tokenizer-related, but they concern different models and different failure modes." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Generic tokenizer loading regression vs FastSpeech2ConformerTokenizer-specific load failure; related area but not clearly the same bug." + "reason": "Different tokenizer load failures for different models; not the same concrete bug." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Sentence-Transformers loading hang vs SIGLIP2 zero-probability output; unrelated." + "reason": "Remote-code meta-init incompatibility is unrelated to incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Meta initialization incompatibility vs Qwen3.5 save_pretrained visual key regression; different bugs." + "reason": "Sentence-Transformers loading stall and zero-probability Siglip2 outputs are unrelated." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache load failure vs quantized model save failure; unrelated." + "reason": "Offline tokenizer cache loading and quantized model saving are different problems." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; different failures." + "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing imports for different classes; likely separate export issues." + "reason": "Different missing imports for different symbols; same broad theme, not the same bug." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy regression vs Qwen3-VL-Moe bug; unrelated." + "reason": "FP8 accuracy issue is unrelated to the Qwen3.5-VL-Moe regression." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "transformers env CLI regression vs sentence-transformers import NameError; different code paths." + "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "General tokenization output changes vs multimodal assistant_mask bug; different symptoms." + "reason": "One is a runtime DSA-indexer bug, the other is just a wrong docstring." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Indexing bug vs docstring typo; unrelated." + "reason": "Tokenization behavior change and assistant_masks bug are different multimodal/template issues." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific missing import from huggingface_hub vs broad import-errors report; same broad area but not same concrete bug." + "reason": "45278 is a broad umbrella for import failures, but 42757 is one specific missing symbol; not the same concrete bug." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs propagation; different issues." + "reason": "Offline cache loading issue and wrong tokenizer decoder type are different tokenizer bugs." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Offline cache tokenizer load failure vs wrong tokenizer decoder type in v5; different bugs." + "reason": "Tokenizer mapping None and AutoProcessor kwargs propagation are unrelated failures." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Version-to-version tokenization difference vs batched apply_chat_template crash; different failure modes." + "reason": "Different apply_chat_template-related regressions with different triggers and outputs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in sentence-transformers and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding and tool-call assistant content crash are different code-path bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The packet does show a heterogeneous cluster with a tokenizer-loading subtheme, and issue:43723 is a reasonable broad representative for that subtheme. The lone accepted soft pair (43723/44991) is plausible, while the other false verdicts stay safely on the conservative side rather than overclaiming 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 }, @@ -10915,14 +10926,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:29127", "issue:30990", - "issue:33357", "issue:36296", "issue:39401", "issue:41628", + "issue:42222", "issue:42371", "issue:42757", "issue:42831", @@ -10932,6 +10943,7 @@ "issue:43232", "issue:43278", "issue:43408", + "issue:43441", "issue:43452", "issue:43475", "issue:43824", @@ -10962,18 +10974,15 @@ "issue:45216", "issue:45245", "issue:45278", - "issue:45290", "issue:45478" ], "soft_pairs": [ - "issue:30990|issue:33357", - "issue:44704|issue:45290", "issue:42371|issue:44263", - "issue:43232|issue:45245", - "issue:42907|issue:44945", "issue:44295|issue:44297", - "issue:43232|issue:44743", + "issue:42907|issue:44945", "issue:43976|issue:44945", + "issue:43232|issue:45245", + "issue:43232|issue:44743", "issue:39401|issue:44488", "issue:42907|issue:43937", "issue:43408|issue:43475", @@ -10998,234 +11007,229 @@ "issue:43278|issue:44945", "issue:43824|issue:44351", "issue:42907|issue:44222", - "issue:42757|issue:44351" + "issue:42757|issue:44351", + "issue:42222|issue:43441" ], - "prepared_review_unit_hash": "dc54e8d59f280f0a43d590774fc4b3523f3a06f50bebe9ed567df94197419f71", + "prepared_review_unit_hash": "c23c67ee45c4b22730e405650ed3e730f4c060224d321b4a94cde1d215849fda", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36519, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "soft_pair_count": 32, + "serialized_chars": 36179, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "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-specific bugs or regressions that only share vague Transformer-version or import-related themes, so there are no strong duplicate pairs. The closest umbrella issue is the broad import-error report.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45278 is the broadest symptom-level report in the set, covering multiple import failures after an upgrade and making it the best umbrella for the small import-regression subgroup.", + "summary": "Mostly heterogeneous cluster with a few superficial similarity themes (import errors, tokenizer regressions, FP8/MoE, SAM3), but no soft pair appears to be the same concrete bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, covering the recurring import-regression theme seen in several nearby items; however, the overall set is still too mixed for a strong canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most triage-friendly general report here; it is broad enough to subsume several specific import errors, though it does not represent the many unrelated non-import bugs in the cluster.", + "best_issue_reason": "issue:45278 is the least misleading global representative because it captures the widest shared symptom class among the related-looking items, though it does not actually unify the whole list.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Different failures: loading hang vs Mac bus error on a CLIP model. Same vague area, not the same bug." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "AutoProcessor kwarg forwarding and chat-template crashes are different code paths and different symptoms." - }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration guidance and a GlmMoeDsaIndexer torch.split issue are unrelated." + "reason": "Different bugs: TF32 settings guidance vs a torch.split behavior issue in GlmMoeDsaIndexer." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Generation sync/caching bug vs category-cardinality runtime error; no concrete overlap." + "reason": "Unrelated failures: position_ids buffer access vs tokenizer_class mismatch on save_pretrained." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are different problems." + "reason": "Different code paths: save/dequantization problem vs incorrect output under pipeline parallelism." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Reading a registered buffer and tokenizer_class metadata mismatch are separate serialization issues." + "reason": "Version/Python compatibility issue vs pipeline-parallel output bug; no shared concrete defect." }, { "left": "issue:43232", - "right": "issue:44743", + "right": "issue:45245", "accept": false, - "reason": "Both touch generation/cache behavior, but they describe different failures in different paths." + "reason": "Generation state update bug vs category-count runtime error; not the same issue." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated." + "reason": "Both touch generation state, but one is sync_gpus bookkeeping and the other is recurrent-state reset in Qwen3.5; too different." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset mapping regression and model loading failure are not the same bug." + "reason": "Tokenizer offset_mapping bug vs model-loading regression; no shared underlying change." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "FP8 accuracy concerns and a GenerationConfig validation error do not match." + "reason": "Different model-specific failures: dequantized save vs invalid GenerationConfig for GLM-5." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning and missing attribute in SAM 3 video are related only by subsystem, not by identical cause." + "reason": "Same SAM3 area, but one is a model-type warning and the other is a missing attribute in the vision encoder output." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are different model/config issues." + "reason": "Different problems: num_labels propagation vs flash_attention_3 training degeneration." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A single missing import and a broad upgrade-wide import-error report are not the same concrete defect." + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad post-upgrade import regression; not the same bug." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation behavior and GLM-5 RoPE implementation are unrelated." + "reason": "DSA ReLU implementation discussion vs GLM-5 RoPE implementation; unrelated." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "Clarity of an error message vs a loading hang are not duplicate symptoms." + "reason": "LayoutLMv3 error-message clarity issue vs Sentence Transformers loading hang; unrelated." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label outputs in an example script and Gemma 4 mm_token_type_ids defaults are different issues." + "reason": "Example-script multilabel classification bug vs Gemma 4 mm_token_type_ids defaulting issue." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping bug and all-zero assistant masks in multimodal chat templating are separate tokenizer/template problems." + "reason": "Different multimodal/tokenizer bugs: offset mapping vs assistant_masks all-zero." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Missing RMS norm epsilon and a wrong docstring for position_ids are unrelated." + "reason": "Precision/config bug vs documentation typo; not the same underlying issue." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." + "reason": "Both are tokenizer regressions, but for different models and likely different code paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading in v5.0 and tokenizer save metadata mismatch are not the same bug." + "reason": "Qwen3-VL-Moe compatibility issue vs tokenizer save_pretrained metadata mismatch." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 settings guidance and FineGrainedFP8 accuracy loss are different topics." + "reason": "TF32 behavior settings vs FineGrainedFP8 accuracy issue; unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Model loading/regression and position_ids buffer access are unrelated." + "reason": "Model/version compatibility issue vs position_ids buffer access bug." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Quantized/dequantized save failure and Phi-4 multimodal loading failure do not share a concrete code-path." + "reason": "Different model-loading/dequantization bug vs Phi-4 multimodal load failure." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and multi-label example script output bug are unrelated." + "reason": "Tensor-parallel training bug vs multilabel example-script bug; no concrete overlap." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file loading via AutoTokenizer/AutoModel are different serialization paths." + "reason": "Dequantized save failure vs gguf_file loading breakage; different paths." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe load bug and FP8 moe save_pretrained issue are different operations and likely different fixes." + "reason": "Same broad model family, but one is a load/compatibility bug and the other is an FP8 save_pretrained issue; too distinct." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder loading and AutoProcessor kwarg forwarding are unrelated." + "reason": "Missing weight during from_pretrained vs AutoProcessor kwargs forwarding; unrelated." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Different tokenizer regressions, on different models and with different symptoms." + "reason": "Tokenizer regression reports for different models; no evidence they are the same defect." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Save_pretrained checkpoint corruption and a from_pretrained error are not enough to treat as the same concrete defect." + "reason": "Both mention 5.4.0 and Qwen3.5, but one is save_pretrained checkpoint correctness and the other is from_pretrained/MoE loading; not clearly the same bug." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Dtype drift between train/eval and incorrect pipeline-parallel outputs are separate bugs." + "reason": "dtype mismatch during eval vs incorrect output under pipeline parallelism; different issues." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Two import errors, but for different symbols and likely different causes." + "reason": "Both are import errors, but for different symbols and no shared concrete failing code path is shown." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both involve saving models, but one is dequantized Ministrals/Devstrals and the other is FP8 MoE; not the same bug." + "reason": "Both mention FP8/MoE-adjacent behavior, but one is a save/dequantization problem and the other is a save_pretrained moe issue; not enough to merge." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are unrelated import failures." + "reason": "Missing import from huggingface_hub vs missing import from transformers; superficially similar but different packages and defects." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and failures: vitpose breakage vs Ministral-3 FlashAttention failure." } ] }, @@ -11247,20 +11251,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:22355", "issue:29127", "issue:33453", "issue:38617", "issue:39401", - "issue:42222", + "issue:41628", "issue:42371", "issue:42673", "issue:43064", "issue:43116", "issue:43421", - "issue:43441", "issue:43450", "issue:43493", "issue:43550", @@ -11299,255 +11302,258 @@ "issue:45563" ], "soft_pairs": [ - "issue:42222|issue:43441", "issue:43784|issue:45446", "issue:42673|issue:45072", "issue:43064|issue:43673", - "issue:22355|issue:29127", - "issue:43550|issue:43784", "issue:38617|issue:45278", + "issue:43550|issue:43784", + "issue:22355|issue:29127", "issue:43937|issue:44485", "issue:43116|issue:43493", "issue:42371|issue:43874", "issue:44075|issue:44936", "issue:44222|issue:45478", - "issue:43116|issue:43825", "issue:44038|issue:45478", + "issue:43116|issue:43825", "issue:43976|issue:45446", "issue:43937|issue:45563", "issue:39401|issue:44779", "issue:43931|issue:44945", "issue:33453|issue:39401", "issue:45083|issue:45446", - "issue:43937|issue:44977", "issue:45341|issue:45561", + "issue:43937|issue:44977", "issue:43827|issue:45446", "issue:42673|issue:43906", "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:43450|issue:43986", "issue:44829|issue:45216", + "issue:44484|issue:45310", "issue:39401|issue:43421", - "issue:44484|issue:45310" + "issue:38617|issue:41628" ], - "prepared_review_unit_hash": "0a3823f6403cfd829a1050a8c08a62ac37a73db301b8211b8d8abf28b269d4f2", + "prepared_review_unit_hash": "f958c0f1a5e16e1809d47d1b5db6ba026a3a0f527ac614d7747c2180cd2662b8", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36397, - "estimated_input_tokens": 9100, - "estimated_eval_tokens": 18456 + "serialized_chars": 35832, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated, model-specific regressions. The only near-duplicate I see is the configuration_utils import failure being a specific instance of the broader v5 import-regression report.", - "confidence": 0.67, - "canonical_issue_reason": "No single issue covers the whole set; if one must anchor the cluster, issue 45278 is the broadest umbrella for the import-regression subset.", + "summary": "This cluster is mostly a loose set of Transformers regression reports with only superficial title similarity. The items span unrelated import errors, tokenizer bugs, model-specific failures, trainer/runtime issues, and docs/examples problems; none of the soft pairs look like the same underlying change or bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41628 is the cleanest representative of the cluster\u2019s main theme: a concrete, user-facing import regression in core Transformers with a precise missing public symbol.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most representative issue here because it is broad enough to subsume the specific configuration_utils import failure in 38617.", + "best_issue_reason": "issue:41628 is the strongest standalone issue here because it is specific, reproducible, and clearly actionable, unlike the broader or more ambiguous reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "Different models and failure modes: vitpose import breakage vs Ministral flash-attention error." - }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Both are import-time problems, but they affect different modules and unrelated code paths." + "reason": "Different failures: sentence-transformers import NameError vs a flex_attention PyTorch version-check bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3 CausalLM threads is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Training/FSDP optimizer-state corruption and chunked-prefill cache absence are different bugs." + "reason": "Different code paths: FSDP2/PEFT optimizer state corruption vs GenerationMixin cache/chunked_prefill behavior." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "One is a specific missing import; the other is a broad report of many import errors after upgrade." }, { "left": "issue:43550", "right": "issue:43784", "accept": false, - "reason": "torch.compile+SDPA failure for Bamba is unrelated to the sentence-transformers import NameError." + "reason": "torch.compile/SDPA model failure is unrelated to an import-time NameError in sentence-transformers." }, { - "left": "issue:38617", - "right": "issue:45278", - "accept": true, - "reason": "38617 is a specific import error that fits the broader v5 import-regression report in 45278." + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No shared underlying bug: ONNX module import failure vs LayoutLMv3 error-message clarity." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation-config validation and RoPE implementation are different parts of the model stack." + "reason": "GenerationConfig validation error is distinct from GLM-5 RoPE implementation discussion." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label example-script output bug is unrelated to SigLIP2 implementation discrepancy." + "reason": "Example-script multi-label output bug is not the same as SigLIP2 HF/JAX implementation discrepancy." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and missing image-patch helper are unrelated." + "reason": "TF32 API guidance issue is unrelated to a missing image-processor method." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD argument handling and trainer.evaluate() failure after train() are different code paths." + "reason": "Optimizer argument handling and trainer evaluate-after-train behavior are different bugs." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "save_pretrained FP8/moe behavior is not the same bug as from_pretrained loading failure." + "reason": "FP8 save_pretrained issue is not the same as Qwen3.5 Moe from_pretrained loading error." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Classification example output is unrelated to pipeline translation-task messaging after v5 removals." + "reason": "Different model families and symptoms: Qwen3-VL-Moe bug vs Qwen3.5 Moe loading error." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Different Qwen3-VL/Qwen3.5 MoE loading issues with no shared concrete failure described." + "reason": "Empty outputs in a classification example are unrelated to pipeline() translation-task messaging." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and PyTorch version gating are unrelated problems." + "reason": "Python-version compatibility regression is not the same as an AuxRequest import/version-check bug." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig invalid and stale num_return_sequences warning are distinct generation issues." + "reason": "GLM-5 GenerationConfig validation is unrelated to a stale num_return_sequences warning." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers, but the titles point to different regressions and different models." + "reason": "Both are tokenizer regressions, but they affect different models and different behavior (offset mapping vs tokenization output)." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Qwen3-VL weight-shape loading failure is unrelated to pipeline-parallel output corruption." + "reason": "Qwen3-VL weight-shape mismatch is not the same as pipeline-parallelism output corruption." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are too different to treat as the same defect." + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are not the same concrete issue." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extraction length helper behavior in qwen3_omni_moe is unrelated to flex_attention import version checks." + "reason": "Qwen3 Omni feature-length helper behavior is unrelated to flex_attention import/version checking." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "GenerationConfig validation and flash-attention generation failure are separate issues." + "reason": "A small testing_utils bug is not the same as a pytest-xdist race on captured_info.txt." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Generic testing_utils bug and xdist race on captured_info.txt are not clearly the same underlying problem." + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are different bugs." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import check are unrelated." + "reason": "Docs still referencing pipeline() is unrelated to a flex_attention import/version issue." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "The isolated reproduction target is unspecified here and does not match the VRAM-leak thread issue." + "reason": "VRAM leak report is not the same as an isolated reproduction of issue #38071." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights loading TypeError and PretrainedConfig type-checking breakage are different regressions." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is distinct from PretrainedConfig type-checking breakage." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Unreleased PEFT minimum-version bump is unrelated to flex_attention import gating." + "reason": "Release/version pinning for PEFT is unrelated to the AuxRequest import/version-check bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video-processor shape bug and missing torchvision crash are different problems." + "reason": "Batched video-shape bug is different from crashing because torchvision is missing." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "flash_attention_3 training degeneration and save_pretrained checkpoint corruption are unrelated." + "reason": "flash_attention_3 training degeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question is not the same as Qwen3.5 Moe from_pretrained failure." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset-mapping regression and runtime special-token post-processor update are plausibly related, but not clearly the same bug from the available evidence." + "reason": "Tokenizer offset mapping regression is unrelated to runtime post-processor updates for special tokens." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they expose different missing symbols and likely different code paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "max_shard_size discussion and Qwen3.5 from_pretrained failure are unrelated." + "reason": "Same as above: separate import regressions, not the same underlying fix." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet. The only clearly defensible near-duplicate is 38617 under the broader import-regression umbrella of 45278; the other soft-pair rejections are appropriately cautious based on the issue titles alone." - }, - "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 }, @@ -11562,7 +11568,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:38617", "issue:41628", @@ -11614,13 +11620,12 @@ "issue:45542" ], "soft_pairs": [ - "issue:38617|issue:41628", "issue:44117|issue:45081", "issue:44410|issue:45310", - "issue:42673|issue:43582", "issue:43408|issue:43742", - "issue:42673|issue:43577", + "issue:42673|issue:43582", "issue:42222|issue:45542", + "issue:42673|issue:43577", "issue:42371|issue:44261", "issue:43937|issue:44496", "issue:38617|issue:44220", @@ -11636,9 +11641,9 @@ "issue:42222|issue:45459", "issue:43874|issue:44261", "issue:43441|issue:44829", - "issue:43986|issue:44484", - "issue:43012|issue:43408", "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:43986|issue:44484", "issue:41628|issue:45071", "issue:45071|issue:45542", "issue:45003|issue:45341", @@ -11646,243 +11651,249 @@ "issue:44117|issue:44987", "issue:43097|issue:43452", "issue:43986|issue:45341", - "issue:43335|issue:45071", "issue:43931|issue:44038", + "issue:43335|issue:45071", "issue:43408|issue:44368", "issue:43874|issue:44263" ], - "prepared_review_unit_hash": "3f7497958e5b91fa3e3fce3e60c22a5c56032f61782cf02f864755c7aec54ebb", + "prepared_review_unit_hash": "96f35fa3897a5de507614e0f80fb7ba85af297d63d0770f7725d18450d2dadb2", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38311, - "estimated_input_tokens": 9578, - "estimated_eval_tokens": 19412 + "soft_pair_count": 35, + "serialized_chars": 38016, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pairs look like clear same-bug duplicates under a strict triage standard; most are only loosely related by broad subsystem or version-regression themes. The strongest umbrella issue in the set is the broad import-regression report, but the evidence here is still too weak to merge any pair.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45278 is the broadest representative of the visible cluster: it summarizes multiple import failures after a Transformers upgrade and is more likely to act as the umbrella report than the narrower, symbol-specific import issues.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions and model-specific bugs; none of the soft pairs look like clear duplicates of the same concrete fix.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import errors after upgrading from 4.57.0 to 5.5.0, which makes it the best representative of the cluster's API-breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to keep because it is broad, actionable, and likely covers the wider import-regression surface better than the more specific symptom reports.", + "best_issue_reason": "issue:45278 is the most useful cluster anchor because it is user-facing, version-specific, and broad enough to subsume related import-regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different entry points; no evidence they share the same underlying bug." - }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "These hit different code paths: tokenizer mapping fallback logic versus a Mistral regex patch crash. Similar upgrade-era failure mode, but not the same bug." + "reason": "Different failures: tokenizer mapping None-handling vs a Mistral regex patch crash in tokenizer internals." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen-family model loading, but the reported failures are different and point to different model/config paths." + "reason": "Different model families and symptoms: Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "One is a VRAM leak in threaded dataloading; the other is an Apple Silicon TypeError in a warmup helper. No shared code-path evidence." + "reason": "Unrelated models and code paths: SAM3 tracker warning vs MobileLLM key error." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "A SAM3 model-type warning and a MobileLLM loading KeyError are unrelated symptoms." + "reason": "VRAM leak in Qwen3ForCausalLM threads is not the same as an Apple Silicon TypeError in allocator warmup." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose breakage and a TensorFlow backend detection/install issue are separate problems." + "reason": "VitPose model breakage is unrelated to the TensorBoard-without-TensorFlow backend error." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Different issue class: multi-thread VRAM leak vs Blip2 dtype propagation bug." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and an RMS norm epsilon precision bug are unrelated." + "reason": "TF32 settings warning is unrelated to MLA layernorm epsilon precision behavior." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Different model-loading failures with different causes: invalid GenerationConfig versus unrecognized model config." + "reason": "GLM-5 generation config validation differs from an unrecognized-model/config.json loading error." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An import error and an audio feature extraction issue do not look like the same underlying bug." + "reason": "ImportError for configuration_utils is unrelated to an audio fbank feature extraction bug." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both concern chat/completions behavior, but one is a general API rejection and the other is a streaming inference failure; not enough to treat as the same bug." + "reason": "Both involve chat APIs, but the concrete failures differ: generic v5.3 request rejection vs Qwen3.5 streaming inference failure." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow installation/backend packaging and VitPose model breakage are not the same issue." + "reason": "TensorFlow dependency packaging issue is not the same as broken VitPose models." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A runtime script failure and a testing utility bug are unrelated." + "reason": "3d_parallel.py runtime failure is unrelated to a testing_utils bug." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both mention import problems, but one is a specific missing import from image_utils while the other is a broad post-upgrade import regression; insufficient evidence of one shared root cause." + "reason": "45278 is a broad import-regression report, but 44933 is a specific missing import from image_utils; not enough evidence of the same underlying bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "These are unrelated: max_shard_size behavior versus a Qwen3.5 MoE from_pretrained failure." + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE loading failure." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenization changes in v5, but the reported symptoms are different enough that the shared root cause is not established." + "reason": "Both are tokenizer regressions, but they describe different concrete problems: decoder type vs tokenization output drift." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache handling and a testing-utils bug do not match." + "reason": "Generation cache regression is unrelated to a testing_utils bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings support and unexpected position-id keys are different config/modeling regressions." + "reason": "Removal of tie_embeddings_and_encoder_decoder is not the same as unexpected position-id keys." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen-family failures with different model variants and symptoms; not the same concrete bug." + "reason": "Different Qwen models and different failure modes; no clear shared code-path." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "VitPose model breakage and tokenizer error masking from protobuf handling are unrelated." + "reason": "VitPose model breakage and protobuf-related tokenizer error are unrelated." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different multimodal/model config issues with no clear shared code-path." + "reason": "Missing image patch-count method is unrelated to MLA RMS norm epsilon precision behavior." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is a Ministral loading failure and the other is degenerate training; not the same fix." + "reason": "FlashAttention failures in different models/training contexts are not the same concrete bug." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Video AutoProcessor import/torchvision behavior is unrelated to max shard sizing." + "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as GLM-5 RoPE implementation concerns." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "A precision warning during compile and a SAM3 model-type warning are unrelated." + "reason": "bfloat16 precision warning is unrelated to the SAM3 tracker warning." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "A torch.split return-value issue and a GLM RoPE implementation discussion are not the same bug." + "reason": "AutoProcessor video/torchvision crash is unrelated to max_shard_size semantics." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "An import error and a PretrainedConfig type-checking regression are distinct issues." + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are different breakages." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking and TensorFlow backend-install behavior are unrelated." + "reason": "PretrainedConfig typing regression is unrelated to the TensorBoard/TensorFlow backend issue." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access and a testing utility bug are not the same code-path." + "reason": "sys.modules access bug in modeling_utils is unrelated to testing_utils." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both involve model loading, but one is a weight-shape mismatch and the other is missing projections in a different model family." + "reason": "Different model-loading errors for different model families; not the same bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are from_pretrained-related failures, but the tokenizer mapping bug and the physical-intelligence/fast loading failure do not clearly share a root cause." + "reason": "Tokenizer mapping None-handling may be adjacent, but 44987 is a broad model-loading failure without enough concrete overlap." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Tie-embeddings removal and gguf_file loading breakage are different regression classes." + "reason": "Embedding-tie removal and gguf_file loading breakage are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video processor dependency handling and a testing utility bug are unrelated." + "reason": "Different files and symptoms: AutoProcessor/video dependency crash vs testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both concern Qwen3-VL, but one is weight-shape mismatch and the other is a broader transformers 5.0 bug report; not clearly the same fix." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and config type-checking are separate problems." + "reason": "SwitchTransformers sparse-layer construction is unrelated to PretrainedConfig type checking." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Same broad Qwen3-VL area, but different symptoms and likely different causes." + "reason": "SAM3 tracker/model-type warning is unrelated to the tie_word_embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM-related failures with no evidence of the same underlying defect." + "reason": "Missing image patch-count API and torch.split return handling are separate model bugs." } ] }, @@ -11904,7 +11915,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:38617", "issue:42757", @@ -11957,17 +11968,17 @@ ], "soft_pairs": [ "issue:44829|issue:45245", - "issue:43986|issue:45372", "issue:43976|issue:45071", + "issue:43986|issue:45372", "issue:43531|issue:45341", "issue:43064|issue:44315", "issue:38617|issue:42757", "issue:44261|issue:44485", "issue:44410|issue:45375", - "issue:44062|issue:44117", - "issue:44704|issue:45103", "issue:44038|issue:44410", "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:44062|issue:44117", "issue:43986|issue:44117", "issue:43502|issue:43992", "issue:43097|issue:43873", @@ -11991,14 +12002,14 @@ "issue:44483|issue:44514", "issue:43618|issue:44380" ], - "prepared_review_unit_hash": "0edf23d0cdcaf93b23a3e0bd2e5f665db51e3005c5b1359a0887f6b371aa6907", + "prepared_review_unit_hash": "07284759cd556d57c9b9eacff4acef514bf2160d5e0752d5cb9ff4acc0b10fac", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, @@ -12013,210 +12024,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated regressions, import errors, model-specific bugs, and docs/API mismatches. I reject all soft edges and do not see a true duplicate cluster here.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a clear duplicate anchor for the whole set. If forced to pick a representative, issue 43097 is the clearest user-facing v5 regression with broad downstream impact and a concrete symptom.", + "summary": "The items are largely heterogeneous. The soft-similarity pairs share broad subsystems or naming patterns, but none look like the same concrete bug/change, so no soft edges should be merged.", + "confidence": 0.57, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the strongest standalone representative: it is specific, reproducible, and affects a core v5 API change. It is the best candidate only as an anchor, not because the surrounding issues are duplicates.", + "best_issue_reason": "issue:43873 is the strongest standalone representative: it is open, has active discussion, and describes a concrete, user-visible bug in quantization/offloading behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "Different failures: flash-attention training degeneration vs a categorical cardinality limit error." + "reason": "Different failure modes: flash_attention_3 training collapse vs category-count runtime limit." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43976", + "right": "issue:45071", "accept": false, - "reason": "Both are loading/import problems, but they involve different missing dependencies and different processor paths." + "reason": "Python/version compatibility break vs PretrainedConfig type-checking regression; unrelated causes." }, { - "left": "issue:43976", - "right": "issue:45071", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "One is a Python version compatibility complaint; the other is a PretrainedConfig type-checking regression." + "reason": "Different import-time crashes: missing torchvision vs missing ReasoningEffort dependency." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to a testing_utils bug." + "reason": "Qwen3-MoE sliding_window bug vs a testing_utils issue; no shared code path." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption is a different code path from Liger Kernel not being applied with model_init." + "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init; distinct training paths." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different symbols/modules; same symptom class, not the same bug." + "reason": "Both are import errors, but for different symbols/modules and different underlying breakages." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model internals: MLA RMS norm precision issue vs GLM-5 RoPE implementation." + "reason": "MLA norm epsilon precision bug vs GLM-5 RoPE implementation question; not the same defect." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3-family issues, but one is missing projections and the other is a missing config field." + "reason": "Both mention Qwen models, but one is missing attention projections and the other is a dropped config field." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Tokenizer construction error vs tokenizer mapping fallback bug; not the same concrete failure." + "reason": "Different Qwen model bugs: version-specific VL-MoE failure vs missing projections in qwen3next." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "AutoProcessor kwarg forwarding and auto_docstring annotation handling are unrelated code paths." + "reason": "Different import failures from transformers: missing layer_type_validation vs missing HybridCache." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Distinct Qwen model bugs with different symptoms and fixes." + "reason": "cached_file kwarg forwarding bug vs auto_docstring crash under future annotations; unrelated." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Both are import errors, but they refer to different missing public symbols." + "reason": "Tokenizer AddedToken kwarg conflict vs TOKENIZER_MAPPING_NAMES returning None; different loading bugs." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model processor loading without torchvision is unrelated to tokenizer mapping returning None." + "reason": "Processor/video dependency crash vs tokenizer mapping assumption bug; not the same issue." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage is unrelated to a missing weight during UMT5Encoder loading." + "reason": "local_files_only network leak vs missing embed_tokens.weight in UMT5Encoder; different pre-trained loading paths." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Tie-embeddings deprecation/regression is unrelated to quantization offloading behavior." + "reason": "tie_embeddings deprecation/removal warning issue vs quantization offloading malfunction; unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weight on load and save_pretrained shard-size behavior are different operations." + "reason": "Missing weight loading vs shard-size default question; no shared bug." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Importing a missing model class is not the same issue as crashing on AutoProcessor without torchvision." + "reason": "Two different processor/model import errors with different missing dependencies/symbols." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder-type regression is too different from an isolated reproduction of another issue." + "reason": "Wrong tokenizer decoder type vs an isolated reproduction reference; not enough evidence of same bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Unsupported FlashAttention 2 warning for Nemotron is different from GPT2 attention scaling being ignored." + "reason": "Different attention-backend problems in different models; same broad area, not same defect." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation-message wording and saving Pipeline objects are separate behaviors." + "reason": "Pipeline error-message wording vs saving Pipeline objects; different functionality." }, { "left": "issue:38617", "right": "issue:43097", "accept": false, - "reason": "ImportError for a missing helper and a removed config field are unrelated." + "reason": "ImportError for a removed helper vs tie-embeddings warning/removal; unrelated." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and return_all_scores doc drift do not share the same bug." + "reason": "Embedding-tie warning removal vs text-classification docs mismatch; different surfaces." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Compile-time warning on bfloat16 differs from a functional torch.compile+SDPA failure." + "reason": "bfloat16 compile warning vs Bamba torch.compile SDPA failure; distinct issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Precision warning during compile is unrelated to the tie_word_embeddings warning in LORA fine-tuning." + "reason": "Two different warning conditions with different configs and models; not duplicates." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading and eval-mode gradient checkpointing are unrelated." + "reason": "Offline cache loading bug vs gradient checkpointing eval-mode restriction; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs Bamba compile/SDPA failure; different model-specific bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models is a different problem from saving Pipeline objects." + "reason": "Saving dequantized models vs saving Pipeline objects; same verb, different code paths." }, { "left": "issue:43525", "right": "issue:44117", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to tokenizer mapping assumptions." + "reason": "Missing pad_token_id on Llama4Config vs tokenizer mapping None-handling; not the same defect." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend scaling bug and degenerate classification loss with num_labels=1 are unrelated." + "reason": "Attention scaling ignored in backend kernels vs degenerate zero loss for num_labels=1; unrelated training bugs." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model backend support and Python version compatibility are not the same underlying issue." + "reason": "Model backend support error vs Python version compatibility issue; unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to GPT2 attention scaling." + "reason": "FSDP2/PEFT optimizer-state bug vs GPT2 backend scaling bug; different code paths." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + "reason": "xLSTM training blockers vs BeitImageProcessorFast label-reduction bug; unrelated." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Server endpoint request rejection and processor chat-template batching crash are different layers and failures." + "reason": "API request validation issue vs batched chat-template crash; different endpoints and failures." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attention assignment regression is unrelated to GPT2 attention scaling under backend kernels." + "reason": "CLIPOutput attentions regression vs GPT2 backend scaling bug; not the same bug." } ] }, @@ -12238,7 +12255,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:36010", "issue:36683", @@ -12304,9 +12321,9 @@ "issue:42994|issue:44655", "issue:36683|issue:43475", "issue:43867|issue:45216", - "issue:43066|issue:45381", "issue:43352|issue:43937", "issue:44655|issue:45478", + "issue:43066|issue:45381", "issue:44077|issue:44380", "issue:36683|issue:44077", "issue:44263|issue:45440", @@ -12316,8 +12333,8 @@ "issue:36010|issue:42757", "issue:44188|issue:44380", "issue:43618|issue:45216", - "issue:36683|issue:44242", "issue:43992|issue:45310", + "issue:36683|issue:44242", "issue:43010|issue:45278", "issue:36683|issue:43352", "issue:43352|issue:43931", @@ -12325,248 +12342,251 @@ "issue:43867|issue:45375", "issue:36683|issue:43064" ], - "prepared_review_unit_hash": "ceebbf64f0b69fdd80c7df3b57734f75e17a7b50f8308f14e9658971b7b7db0a", + "prepared_review_unit_hash": "cb52e3775e2fd37e5f1d422249b6bccc7d6db96f5c8942935353fbe313b7c9b3", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37419, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "serialized_chars": 37421, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with one clear duplicate family around import-time slowdown. One soft pair looks like the same import-performance bug; the rest are separate model/config/version-specific regressions.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45216 is the clearest concrete regression in the Qwen3.5 MoE save/load family and reads like the best anchor for nearby reports about the same checkpoint/from_pretrained failure mode.", + "summary": "Mostly a grab-bag of superficially similar Transformers regressions and import/load errors. Only one soft pair looks like a true duplicate: the two identical Qwen3.5 MoE from_pretrained bug reports. The rest share broad themes (imports, model loading, cache, vision, compile, v5 regressions) but appear to be distinct underlying issues.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue candidate: it is an exact duplicate of issue:45478 and describes a concrete, user-facing Qwen3.5 MoE from_pretrained regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the most specific, actionable report among the issues here; it names the affected model, API, and version boundary.", + "best_issue_reason": "issue:45310 is the best representative issue here because it matches an exact duplicate and names a specific reproducible bug rather than a broad symptom cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP/v5 regressions, but one is about attentions and the other hidden_states; different concrete failures." + "reason": "Both are v5 regression reports, but one is CLIP attentions missing and the other is CLIPVisionModel hidden_states missing; different code paths and models." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Unrelated failures: missing Gemma3Config vocab_size vs Apple Silicon caching allocator TypeError." + "reason": "Gemma3Config missing vocab_size is unrelated to the Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Different paths: chat/completions request validation vs apply_chat_template crashing on tool-call messages." + "reason": "One is a /v1/chat/completions request rejection; the other is an apply_chat_template crash on assistant tool-call messages." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both touch compilation/warnings, but one is a bfloat16 precision warning and the other is a torch>=2.9 flex_attention failure." + "reason": "A bfloat16 compile warning and a compiled flex_attention failure are different bugs." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same model family, but one is a loading bug and the other is an fp8 inference support request; not the same bug." + "reason": "Qwen3-VL-Moe loading breakage is not the same as an FP8 inference support request." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different breakpoints." + "reason": "Both are import errors, but for different symbols in different packages/modules." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Different bugs: API request rejection vs Qwen2.5-VL video position ids being wrong." + "reason": "A chat-completions API rejection is unrelated to the qwen2.5-vl video vision_position_ids bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are model-loading errors, but the affected models and failure modes differ." + "reason": "Qwen3-VL-Moe loading failure and a sorted-state_dict load error are distinct loading issues." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError from configuration_utils is unrelated to local_files_only still allowing network requests." + "reason": "ImportError for layer_type_validation is unrelated to local_files_only still triggering network requests." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they target different models and different implementation concerns." + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation discussion are different model-specific concerns." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to saving Pipeline objects." + "reason": "Docs mentioning return_all_scores and pipeline save_pretrained failure are not the same bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving and Pipeline.save_pretrained are different save-path bugs." + "reason": "Quantized model saving failure is broader and different from inability to save Pipeline objects." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different attribute-missing regressions in different model configs/outputs." + "reason": "Missing vocab_size on Gemma3Config is a different attribute bug than missing fpn_position_embeddings on Sam3VisionEncoderOutput." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen-related load/save problems, but one is a shape-mismatch load error and the other is a checkpoint correctness regression." - }, - { - "left": "issue:43066", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer decoder type issue is unrelated to Qwen2.5-VL video position ids." + "reason": "A sorted state_dict loading error is not the same as an incorrect saved checkpoint from save_pretrained." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different model/runtime issues: Flash Attention support vs GenerationConfig validation." + "reason": "Flash Attention 2 unsupported on Nemotron is unrelated to GLM-5 GenerationConfig invalidation." }, { "left": "issue:44655", "right": "issue:45478", "accept": false, - "reason": "Pipeline save_pretrained and Qwen3.5 MoE from_pretrained are separate failure paths." + "reason": "Pipeline save_pretrained failure and Qwen3.5 MoE from_pretrained error are different operations and bugs." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and wrong vision_position_ids affect different subsystems." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "Different code paths: post_init validation vs attention scaling under SDPA/FlashAttention." + "reason": "post_init policy change for patchtsmixer is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init rules." + "reason": "Gemma3Config attribute missing and patchtsmixer post_init validation are different issues." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different model implementations and different correctness issues." + "reason": "torch.split return values in GlmMoeDsaIndexer and DeepseekV3MoE divergence are unrelated model internals." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Distributed optimizer-state bug is unrelated to a cache-strategy typo." + "reason": "Wrong optimizer states on ranks and a typo in cache strategies are unrelated." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both involve Python compatibility, but they are distinct version/load failures." + "reason": "Python 3.9/3.10 compatibility complaint and Python 3.14 load failure are different environment regressions." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different configs missing different attributes; not the same bug." + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are separate config attribute bugs." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Separate import errors for different symbols and causes." + "reason": "Different import failures from different symbols and packages; not the same underlying bug." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Attention-kernel divergence under compile is a different bug from GPT2 attention scaling being ignored." + "reason": "allow_is_bidirectional_skip branching under torch.compile is unrelated to GPT2 attention scaling." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression is unrelated to Qwen3.5 save/load behavior." + "reason": "Missing CLIP attentions and Qwen3.5 saved-checkpoint corruption are different regressions." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Missing config attribute vs MoE load-balancing loss omission are unrelated." + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to the Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Different from_pretrained problems on different model families." + "reason": "A missing config attribute and load balancing loss not being added are different bugs." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration is unrelated to broad import errors after upgrade." + "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to broad import errors after upgrade." }, { "left": "issue:36683", "right": "issue:43352", "accept": false, - "reason": "Config attribute error and Flash Attention support error are different failures." + "reason": "Missing Gemma3Config vocab_size is unrelated to Flash Attention 2 support on Nemotron." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Nemotron Flash Attention support is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Flash Attention unsupported and Qwen3-VL-30B-A3B weight-shape mismatch are different issues." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Same underlying import-time slowdown: one report identifies the model import-star cause, the other reports the symptom that importing transformers is slow." + "accept": false, + "reason": "Import * slowdown and intermittent import transformers slowness are related only at a very broad level, not the same concrete bug." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Weight-shape mismatch on load is unrelated to a missing deepstack_visual_indexes field being dropped." + "reason": "A sorted state_dict loading error is unrelated to missing deepstack_visual_indexes being dropped by strict config handling." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Different subsystems and different failure modes." + "reason": "Gemma3Config missing vocab_size and FSDP2/PEFT optimizer-state mismatch are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE from_pretrained regression title/topic; these are duplicate reports of the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft pair (issue:41669 / issue:44246) is supported by the shared import-performance symptom, and the other pairwise rejections do not overclaim identity. The Qwen3.5 MoE regression anchor at issue:45216 is a reasonable choice for the nearby save/pretrained reports." - }, - "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 }, @@ -12581,7 +12601,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:28282", "issue:30990", @@ -12645,8 +12665,8 @@ "issue:43867|issue:44484", "issue:43618|issue:44857", "issue:28282|issue:33453", - "issue:43618|issue:44977", "issue:42890|issue:44964", + "issue:43618|issue:44977", "issue:42890|issue:44112", "issue:43010|issue:44075", "issue:43723|issue:44556", @@ -12660,8 +12680,8 @@ "issue:42548|issue:44351", "issue:45125|issue:45375", "issue:44355|issue:44749", - "issue:43502|issue:44485", "issue:30990|issue:31795", + "issue:43502|issue:44485", "issue:44075|issue:44871", "issue:44315|issue:44360", "issue:43010|issue:44368", @@ -12669,14 +12689,14 @@ "issue:43502|issue:44222", "issue:43299|issue:44556" ], - "prepared_review_unit_hash": "41410ec29671a3804d8b3b57045d3d98c5383941cac953ba796e4c44da143b35", + "prepared_review_unit_hash": "ad6be4b0290bf84acaffad84453ed96e991b2a5c8aa1551741c554dcfdd7b75f", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, @@ -12691,222 +12711,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of superficially similar Transformers issues (loading, version regressions, tensor-parallel, docs, tests) but not duplicates of the same underlying bug. I would not merge any of the soft-edge pairs.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43723 is the most broadly framed, concrete loading-regression report in the set (AutoTokenizer.from_pretrained in v5), making it the best representative issue among these superficially related reports.", + "summary": "This cluster is mostly heterogeneous: the soft links are similarity-only and do not describe the same underlying bug or change. I would reject all soft edges. The most representative issue is the broad v5 loading-regression report #43723, but there is no true canonical duplicate set here.", + "confidence": 0.71, + "canonical_issue_reason": "#43723 is the broadest, most central loading-regression report in the set; it best matches the common v5 import/load-failure theme, even though the cluster is not a real duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is a clear, actionable model-loading regression with a specific API surface and version context; it is the strongest general representative of the loading-related subset in this cluster.", + "best_issue_reason": "#43723 is the best single issue to stand in for the cluster because it is general and user-facing, unlike the many highly specific model/test/version edge cases here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Different test bugs: one is about missing set_seed in SAM HQ integration tests, the other is a pytest-xdist race on captured_info.txt." + "reason": "Both are test-related, but one is a missing set_seed integration issue and the other is a captured_info.txt xdist race; different bugs." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are loading-related, but one is a missing embed_tokens.weight in UMT5Encoder and the other is a Qwen3.5 MoE from_pretrained error; different model/code paths." + "reason": "Both are model-loading failures, but for different models and different failure modes; not the same code-path bug." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Unrelated issues: Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0." + "reason": "One is Python 3.14 load failure, the other is PretrainedConfig type checking in v5.4; unrelated regressions." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different failure modes: sorted state_dict loading error vs incorrect visual encoder keys saved by Qwen3.5 save_pretrained." + "reason": "A state_dict sorting load error is not the same as incorrect visual encoder keys being saved; save/load sides differ." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "No shared bug: one is about @torch.no_grad on cache/layer updates, the other is a Python-version compatibility problem." + "reason": "Torch no_grad on cache update and Python version compatibility are unrelated." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Different model/version bugs: Python 3.14 import/load failure vs wrong vision_position_ids for qwen2.5-vl video input." + "reason": "Generic Python 3.14 loading failure and Qwen2.5-VL vision position IDs are different bugs." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Completely different areas: DSA indexer ReLU discussion vs DeepseekV3MoE implementation divergence." + "reason": "Both mention implementation differences, but one is a DSA indexer ReLU complaint and the other is DeepseekV3MoE divergence; not the same defect." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different components: CLIPOutput attentions regression vs patchtsmixer post_init behavior." + "reason": "CLIP attentions assignment and patchtsmixer post_init validation are separate model issues." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM while loading a specific Qwen2 model; not the same bug." + "reason": "Tensor parallel training bug vs OOM loading a specific large Qwen2.57B model are different concrete problems." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Loading a sorted state_dict and save_pretrained max_shard_size semantics are unrelated." + "reason": "A load-model state_dict issue is unrelated to the default max_shard_size question in save_pretrained()." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP attentions regression and float16 AMP crash in LwDetrImageLoss are unrelated." + "reason": "Different models and different failures: CLIPOutput attentions vs float16 AMP crash." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Different subsystems: missing PyTorch dependency for AutoModel import vs tokenizer loading regression." + "reason": "Missing PyTorch import support and tokenizer-loading regression are not the same bug." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "CLIPOutput attentions issue is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "CI/test seed flakiness does not match a Phi-4 multimodal model loading failure." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Missing set_seed in tests is unrelated to loading microsoft/Phi-4-multimodal-instruct." + "reason": "CLIP attentions field issue and Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test-related, but one is set_seed coverage and the other is a stale device-override test failure; not the same bug." + "reason": "A flaky SamHQ integration test is not the same as a GraniteSpeech stale device override test." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Different code paths: cache update no_grad decoration vs optimizer SGD args being ignored." + "reason": "Decorator/no_grad cache behavior and SGD argument handling are separate optimizer/model issues." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both concern loading, but one is tokenizer loading in v5 and the other is reloading checkpoints after upgrade; too broad and not the same concrete defect." + "reason": "Both are loading-related, but one is tokenizer loading in v5 and the other is checkpoint reload across versions; too different to merge." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Unrelated test issues: set_seed omissions vs a bug in testing_utils.py." + "reason": "SamHQ test seeding and a bug in testing_utils.py are not the same specific failure." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different problems: local_files_only still triggering API requests vs tokenizers.AddedToken() receiving duplicate 'special' kwargs." + "reason": "local_files_only network leakage and AddedToken() keyword duplication are unrelated tokenizer/config bugs." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "OOM under int4 quantization is unrelated to checkpoint reload failures after upgrading from v4.57 to v5.x." + "reason": "CUDA memory growth under int4 quantization is not the same as checkpoint reload failure after upgrade." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Different MoE/tensor-parallel topics: FP8 save_pretrained versus missing _tp_plan for tensor parallelism." + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are different areas and different bugs." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "No overlap: no_grad decoration for cache updates vs a dummy Conv2d in Sam3PixelDecoder." + "reason": "Torch no_grad on cache update has nothing to do with the dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Different generation/cache bugs; the titles point to separate code paths and symptoms." + "reason": "Cache update decoration and generation kwargs syncing after sync_gpus are different generation-path bugs." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "The Qwen3.5 MoE from_pretrained error may be related to tensor parallelism, but there is no evidence it is the same concrete bug as the missing _tp_plan issue." + "reason": "Missing _tp_plan and a from_pretrained error for Qwen3.5 MoE are related only at a high level, not the same concrete bug." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import-name errors, but they involve different exported symbols (PreTrainedModel vs HybridCache) and likely different causes." + "reason": "Importing PreTrainedModel and importing HybridCache are separate missing-export problems." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen3.5 MoE-related config/loading concerns, but one is missing _tp_plan and the other is a dropped vision config field; different defects." + "reason": "Tensor-parallel plan missing and a dropped vision config field are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and a slowdown after upgrading Transformers are unrelated." + "reason": "Compiled Python file errors and a v4.57\u2192v5.3 data slowdown issue are not the same bug." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "local_files_only API leakage and max_shard_size defaults are unrelated save/load behaviors." + "reason": "A loading hang and a confusing docstring are clearly different." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Sentence Transformers loading hang and a docstring clarification for forward args are not the same bug." + "reason": "Local-files-only network requests and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44075", "right": "issue:44871", "accept": false, - "reason": "Optimizer argument handling and Gemma eos_token_id config mismatch are unrelated." + "reason": "Unused SGD args and inconsistent eos_token_id config are different features." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Different topics entirely: Liger Kernel application in model_init vs a DSA indexer missing ReLU." + "reason": "Liger kernel application in model_init and a DSA ReLU discussion are unrelated." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache update no_grad and a warning about tie_word_embeddings=False are unrelated." + "reason": "Cache/no_grad decoration and a tie_word_embeddings warning are not the same issue." }, { "left": "issue:42890", "right": "issue:44373", "accept": false, - "reason": "Test seed flakiness and a wrong docstring for position_ids are unrelated." + "reason": "A flaky integration test and a wrong docstring for position_ids are unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "API requests despite local_files_only and FP8 save_pretrained for MoE are unrelated." + "reason": "Network requests despite local_files_only and FP8 save_pretrained moe are different bugs." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading break in dev0 and generic checkpoint reload failures after upgrading are similar only at a high level, not the same concrete issue." + "reason": "Qwen3VL MoE loading breakage and checkpoint reload failure across versions are distinct regressions." } ] }, @@ -12928,7 +12948,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:31795", "issue:33357", @@ -12998,11 +13018,11 @@ "issue:43576|issue:44351", "issue:44908|issue:44961", "issue:41628|issue:42548", - "issue:36296|issue:43901", "issue:44485|issue:44961", + "issue:36296|issue:43901", "issue:36296|issue:43526", - "issue:36296|issue:43012", "issue:41628|issue:44355", + "issue:36296|issue:43012", "issue:44273|issue:45003", "issue:44261|issue:44360", "issue:44273|issue:45542", @@ -13017,136 +13037,136 @@ "issue:44704|issue:44908", "issue:44246|issue:44273" ], - "prepared_review_unit_hash": "aae42b06cd365e0f357b9a57d63b6fdee80eb4e2200ddc1a6a471be399d6fe7f", + "prepared_review_unit_hash": "2ff7506432a97cdfed435d4b63f11c244730302d013dc2f31dabfdb2ff54e98a", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 37, - "serialized_chars": 37410, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "serialized_chars": 37406, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely unrelated regression/bug reports across different subsystems. No soft pair looks like the same underlying bug or change, so all proposed edges are rejected. The strongest standalone issue to anchor triage is the broad import-performance report.", - "confidence": 0.84, - "canonical_issue_reason": "If one issue must represent this set, issue 44246 is the best anchor because it is broad, user-visible, and actionable (import performance regression), unlike the more narrowly scoped or highly specialized reports.", + "summary": "This set is mostly a loose similarity cluster of unrelated Transformers issues. Only the lazy-loading/sys.modules pair looks like a plausible duplicate; the rest are adjacent but distinct regressions, import errors, docs, or model-specific bugs.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43576 is the most central and broadly connected issue in the set, with several soft similarity links to other v5 regression/import-related reports; it is concrete enough to serve as the cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 is the most generally applicable and triage-friendly: it affects core import behavior, has a clear symptom, and is not tied to a single niche model or feature path.", + "best_issue_reason": "issue:43576 is the best representative issue overall because it is specific, user-facing, and sits closest to the repeated v5 breakage/import-regression theme in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Unrelated: local_files_only network leakage vs a placeholder/title-only issue." + "reason": "Different problems: local_files_only network access vs an unrelated placeholder issue." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both are FP8/MoE-related, but save_pretrained persistence and inference support are different code paths." + "reason": "Both mention FP8/moe, but one is save_pretrained behavior and the other is inference support; not the same bug." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Different failures: running compiled Python files vs saving Pipeline objects." + "reason": "Compiled Python file errors are unrelated to pipeline save_pretrained missing files." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Different bugs: compiled-file execution errors vs PretrainedConfig type-checking regression." + "reason": "Different failure modes: compiled Python file handling vs PretrainedConfig type checking." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "Different subsystems: FP8 accuracy vs missing image-processor method." + "reason": "Accuracy drift in FineGrainedFP8 is unrelated to a missing image-patch method AttributeError." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they involve different models and different failure modes." + "reason": "Both are loading regressions, but tokenizer loading and Llama 3.2 Vision model loading are different code paths." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Different issues: missing huggingface_hub import vs broken transformers env command." + "reason": "Missing huggingface_hub export is a dependency/import issue, not the transformers env command regression." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() is unrelated to the placeholder issue." + "reason": "Docs referencing pipeline() after v5 removals is unrelated to the placeholder issue." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Tokenizer loading regression and tensor-parallel training bug are distinct." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Both are v5 regressions, but command behavior and type checking are separate problems." + "reason": "env command breakage and PretrainedConfig type checking are separate v5 regressions." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and missing Qwen2.5-VL export are unrelated." + "reason": "Different import/export failures for unrelated symbols." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Cache-missing runtime bug vs a typo in cache strategy text; not the same issue." + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a typo in cache strategies." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to the env command regression." + "reason": "Different issues: missing layer_type_validation export vs broken env command." }, { "left": "issue:33357", "right": "issue:33453", "accept": false, - "reason": "Different regressions affecting different loading paths and models." + "reason": "MacOS bus error with CLIP is not the same as tokenizer loading regression." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue is unrelated to Gemma-4 audio positional encoding." + "reason": "Placeholder issue versus Gemma-4 audio positional encoding bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion vs an ImportError are not the same underlying bug." + "reason": "Documentation confusion and ImportError are unrelated." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Broken env command and missing HybridCache import are separate breakages." + "reason": "Broken env command and missing HybridCache import are different v5 issues." }, { "left": "issue:44908", @@ -13158,122 +13178,125 @@ "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different re-export paths." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug vs pipeline docs mismatch are unrelated." + "reason": "Both are import errors, but for different missing symbols and likely different causes." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." }, { "left": "issue:36296", - "right": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different bugs." + "reason": "Tensor parallel training bug and pipeline docs mismatch are unrelated." }, { "left": "issue:36296", - "right": "issue:43012", + "right": "issue:43526", "accept": false, - "reason": "Training bug vs bfloat16 compile warning are unrelated." + "reason": "Different model/feature bugs: tensor parallelism vs BeitImageProcessorFast label reduction." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Different import/export failure and compiled-file execution problem." + "reason": "AutoImageProcessor import failure is unrelated to compiled Python file errors." + }, + { + "left": "issue:36296", + "right": "issue:43012", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the PyTorch warning during bf16 compilation." }, { "left": "issue:44273", "right": "issue:45003", - "accept": false, - "reason": "Lazy loading symptoms may sound related, but the titles describe different failure modes and code paths." + "accept": true, + "reason": "These look like the same lazy-loading failure: a generic lazy loading breakage with a specific root cause in unsafe sys.modules access from modeling_utils." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Precision error in MLA q_a_layernorm is unrelated to the DSA indexer/ReLU discussion." + "reason": "MLA rms_norm_eps precision bug is unrelated to the DSA indexer missing ReLU." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading issue and TensorFlow backend error are unrelated." + "reason": "Lazy loading problems are unrelated to the TensorFlow backend error caused by tensorboard-only installs." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor.save_pretrained files is not the same as a generic bug report." + "reason": "processor.save_pretrained missing files is unrelated to a generic bug report." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5-related breakages, but a broken CLI/env command is not the same as checkpoint reload incompatibility." + "reason": "Broken env command and checkpoint reload failures after upgrading to v5 are different problems." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/performance issue is unrelated to GenerationMixin cache behavior." + "reason": "Import-star performance regression is unrelated to chunked_prefill cache handling." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox hallucination/error and PretrainedConfig type checking are unrelated." + "reason": "Qwen3-VL bounding-box output issues are unrelated to PretrainedConfig type checking." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "General Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are different concrete issues." + "reason": "General Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are distinct." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve v5 compatibility, but they concern different checkpoint/model incompatibility causes." + "reason": "Both concern v5 checkpoint compatibility, but they describe different models and likely different loading paths." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings and a cache-strategies typo are unrelated." + "reason": "TF32 API settings are unrelated to a cache-strategies typo." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed() is unrelated to scheduler kwargs handling." + "reason": "Test flakiness from missing set_seed is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs passthrough and inverse_sqrt scheduler kwargs are different bugs." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different APIs and bugs." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import performance regression and lazy-loading malfunction are related in theme but not clearly the same underlying bug." + "reason": "Slow import timing is unrelated to lazy loading failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Summary is grounded in the packet and stays conservative: it treats this as a loose cluster with mostly distinct issues, while only tentatively grouping the lazy-loading/sys.modules pair. The best/canonical issue choice is supported by the number of soft links around issue:43576. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13288,7 +13311,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:31795", "issue:33453", @@ -13388,20 +13411,20 @@ "issue:44556|issue:44998", "issue:43525|issue:44861" ], - "prepared_review_unit_hash": "11e42a2b65ae3e14f8046cd1449bbbc79b34adc4ddafdbb3dee411ee01843896", + "prepared_review_unit_hash": "5841439d1bdbc4e8ded142bf817260cf93e7329451ec3ab216ce518dad72b59f", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 47, - "serialized_chars": 41102, + "serialized_chars": 41101, "estimated_input_tokens": 10276, "estimated_eval_tokens": 20808 }, @@ -13410,292 +13433,301 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated; the only plausible duplicate is the v5 tokenizer behavior pair (42913/43066). I would keep the specific decoder-type regression as the main issue target.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43066 is the most concrete tokenizer/v5 regression here: it names the specific wrong decoder-type behavior, making it the clearest duplicate target over the broader symptom report.", + "summary": "This cluster is mostly heterogeneous, but there is a recurring tokenizer/v5 regression theme. None of the soft pairs is strong enough to merge as a true duplicate under strict triage, so I would keep the broad tokenizer-v5 issue as the representative node.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 42913 is the broadest representative of the tokenizer-v5 regression family and best matches the recurring theme across the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43066 is the strongest standalone issue in this set because it is specific, reproducible, and actionable; the broader tokenizer-behavior report fits beneath it.", + "best_issue_reason": "42913 is the most umbrella-like issue here: it describes a general tokenizer behavior change from v4 to v5, which can plausibly subsume several narrower tokenizer-loading/save-path reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Different problems: model-type mismatch warning vs Liger Kernel application in model_init." + "reason": "Different subsystems and failure modes: model-type mismatch warning vs Liger Kernel application issue." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained bug vs a generic bug report; no clear same underlying failure." + "reason": "45230 is too generic to establish identity with a tokenizer save_pretrained mismatch." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Unrelated: broken env command vs inverse_sqrt scheduler kwargs handling." + "reason": "Unrelated features: env command breakage vs inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support error vs Qwen3-VL bbox hallucination; different code paths." + "reason": "Different models and symptoms; one is Flash Attention support, the other is a Qwen3-VL bbox output problem." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python compatibility regression vs Qwen3-VL bounding-box output bug." + "reason": "Python version compatibility regression is unrelated to the Qwen3-VL output issue." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs ignored vs PretrainedConfig type-checking breakage." + "reason": "Scheduler kwargs bug is not the same as PretrainedConfig type-checking breakage." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access issue vs generic bug report; insufficient evidence they are the same." + "reason": "No evidence the generic bug report matches the position_ids buffer error." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to HybridCache import failure." + "reason": "Import-star cleanup and HybridCache import failure are not the same concrete bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Different targets: model import cleanup vs testing_utils bug." + "reason": "Broad import-star performance complaint does not match a testing_utils bug." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo is unrelated to pipeline-parallelism output correctness." + "reason": "Cache strategy typo and pipeline-parallelism output correctness are different issues." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Broad import cleanup does not match a cache-strategy typo bug." + "reason": "These are only loosely related by general code cleanup; not the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied in model_init is different from flash_attention_3 training degeneration." + "reason": "Model-init applying Liger Kernel and flash_attention_3 training degeneration are different code paths." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different models and failures: Qwen3-VL bbox output vs Qwen3.5 MoE from_pretrained error." + "reason": "Both mention Qwen3.5-MoE, but the reported failures are not the same concrete bug." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init policy issue vs tied-weight key AttributeError." + "reason": "Optional post_init validation and _get_tied_weight_keys AttributeError are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() vs scheduler kwargs bug; not the same change." + "reason": "Docs referencing pipeline() and scheduler kwargs handling are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation clarification for model.forward is unrelated to tokenizer loading regression." + "reason": "Confusing forward docs and tokenizer loading regression are not the same underlying problem." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to scheduler behavior." + "reason": "Import-star usage and scheduler behavior are unrelated." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading failure vs Qwen3-VL bounding-box bug; different subsystems." + "reason": "Tokenizer loading in v5 is unrelated to the Qwen3-VL hallucination/bbox issue." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects is unrelated to tied-weight key AttributeError." + "reason": "Pipeline save_pretrained failure and tied-weight key AttributeError are different bugs." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading bug are unrelated." + "reason": "Broken env command and lazy loading malfunction are different features." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion vs Gemma4Audio positional encoding; not the same issue." + "reason": "DSA indexer ReLU discussion does not match Gemma-4 audio positional encoding." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report does not establish the same root cause as the Qwen3.5 MoE from_pretrained error." + "reason": "A generic bug report is insufficient to treat as the same as a specific Qwen3.5-MoE from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problem vs scheduler kwargs bug." + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star usage/performance issue is unrelated to VRAM leak across dataloader threads." + "reason": "Import-star performance and VRAM leak in dataloader threads are different code paths." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation bug vs GLM-5 RoPE implementation issue." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Qwen3VL timestamp bug is unrelated to scheduler kwargs handling." + "reason": "Timestamp calculation bug is unrelated to scheduler kwargs handling." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Model.forward docs issue vs Llama 3.2 vision model loading break." + "reason": "Forward-doc confusion and Llama model-loading regression are not the same bug." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation confusion vs flash_attention_utils import error." + "reason": "Documentation confusion is unrelated to a flash-attention import error." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel/model_init issue is different from old checkpoint meta-init incompatibility." + "reason": "Liger Kernel application and InternVL2 meta-init incompatibility are different failure modes." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak across threads is unrelated to RoPE implementation." + "reason": "VRAM leak in multi-threaded use and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different architectures and failures: GLM-5 RoPE vs Gemma4 audio positional encoding." + "reason": "Both are model-specific, but the model and bug behavior do not match." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API-setting guidance is unrelated to VRAM leak behavior." + "reason": "TF32 behavior settings and VRAM leak in threads are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only API requests vs timestamp calculation bug; different paths." + "reason": "local_files_only API requests and timestamp calculation are different bugs." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:43519", + "right": "issue:44623", "accept": false, - "reason": "Same as above: unrelated documentation issue vs model-loading regression." + "reason": "Processor timestamp math and missing processor.save_pretrained files are unrelated." }, { - "left": "issue:31795", - "right": "issue:37428", + "left": "issue:43519", + "right": "issue:43704", "accept": false, - "reason": "No shared underlying bug: docs wording vs import failure." + "reason": "Timestamp calculation bug does not match the VRAM leak report." }, { - "left": "issue:44315", - "right": "issue:45092", + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer are unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon issue is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "Both involve loading, but one is Liger Kernel application and the other is checkpoint/meta-init compatibility; not the same bug." + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak issue is unrelated to testing_utils bug." + "reason": "VRAM leak and a testing_utils bug are different issues." }, { "left": "issue:42913", "right": "issue:43066", - "accept": true, - "reason": "Both describe the same v5 tokenizer regression; 43066 is the concrete wrong-decoder-type manifestation of the broader behavior change in 42913." + "accept": false, + "reason": "Both concern tokenizer v5, but one is a broad behavior change and the other is a specific decoder-type mismatch." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder 'Unemployment' issue." + "reason": "Scheduler kwargs bug is unrelated to the obviously invalid 'Unemployment' issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and apply_chat_template tool-call crash are different failures." + "reason": "Tied-weight key handling and chat-template tool-call crash are different code paths." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Placeholder issue title is unrelated to testing_utils." + "reason": "Invalid/non-technical issue and a testing_utils bug are unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo does not match the placeholder issue." + "reason": "A typo in cache strategies is unrelated to the invalid issue entry." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions regression and the invalid issue entry are unrelated." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload incompatibility is unrelated to the placeholder issue." + "reason": "Checkpoint reload regression and the invalid issue entry are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config missing pad_token_id vs tied-weight key AttributeError; different code paths." + "reason": "Llama4Config pad_token_id missing and tied-weight key AttributeError are different bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is conservative and grounded in the packet. The only accepted soft pair, issue:42913 / issue:43066, is supported by the titles as the specific v5 tokenizer regression versus the broader tokenizer-behavior report. The remaining pair judgments stay on the cautious side and do not overclaim shared root cause from the available evidence." - }, - "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 }, @@ -13710,7 +13742,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-366", + "cluster_id": "cluster-15354-367", "nodes": [ "issue:31515", "issue:31795", @@ -13736,14 +13768,14 @@ "issue:31515|issue:36683", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "71ff70509adff5f4d7c4fb99dfc5e35ca9465de20eb5b7ae0110da197c9e055c", + "prepared_review_unit_hash": "581c6ccb77eb9c1044476fffdc6585157930bc4c98caacd860142d3809e81318", "component_budget": { - "node_count": 366, - "item_count": 366, - "soft_pair_count": 1367, - "serialized_chars": 705321, - "estimated_input_tokens": 176331, - "estimated_eval_tokens": 352918 + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 }, "budget": { "node_count": 12, @@ -13758,66 +13790,66 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges look like false positives: the paired issues cover unrelated docs, loading, config, tokenizer, fp8, and training problems. No duplicate or merge-worthy issue pair stands out.", + "summary": "This cluster is heterogeneous: most items are distinct loading/configuration/inference issues, plus one documentation issue. The soft similarities are mostly superficial (shared terms like from_pretrained, loading, or model family) rather than the same underlying bug.", "confidence": 0.94, - "canonical_issue_reason": null, + "canonical_issue_reason": "If a single issue must represent the cluster, #45310 is the closest fit because it is a concrete, current from_pretrained regression with a specific model family; however, the set is not truly duplicate enough for a strong canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest standalone report: it is specific, reproducible, and names a concrete from_pretrained regression tied to transformers>=5.4.0 and Qwen3.5 MoE.", + "best_issue_reason": "#45310 is the most actionable and representative of the loading-path failures in this set, while the others are either unrelated, documentation-only, or concern different subsystems/models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Different failures: StableLmConfig pad_token_idx regression vs AttributeError in tied-weight key handling. Not the same bug." + "reason": "Both are runtime errors, but one is a StableLmConfig padding-field regression and the other is an AttributeError in tied-weight-key handling; different code paths and fixes." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading performance issue vs ImportError for layer_type_validation. Different code paths and symptoms." + "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are unrelated bugs." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request for Qwen models vs processor.save_pretrained missing files. Unrelated issues." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is not the same as processor.save_pretrained() omitting files; different functionality." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained slowdown vs tensor-parallel training bug. Not the same underlying problem." + "reason": "from_pretrained performance and tensor-parallel training behavior are separate problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading vs documentation confusion about input_ids/past_key_values. Different scope entirely." + "reason": "Loading speed and documentation confusion about input_ids/past_key_values are not the same underlying issue." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is FP8 inference support and the other is a from_pretrained runtime error. Not mergeable as one bug." + "reason": "Both mention Qwen3.5 MoE, but one is FP8 support/inference and the other is a specific from_pretrained error; not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness vs tokenizer loading regression. Separate loading layers and failure modes." + "reason": "Both concern loading, but one is slow checkpoint loading while the other is a tokenizer-loading regression." }, { "left": "issue:31515", "right": "issue:36683", "accept": false, - "reason": "General loading slowdown vs Gemma3Config missing vocab_size. Different model/config bug." + "reason": "Checkpoint loading slowness and Gemma3Config missing vocab_size are unrelated." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model limitation vs FP8 support for Qwen3.5. Different features and code paths." + "reason": "Continuous batching audio-model support and FP8 Qwen3-VL/Qwen3.5 MoE inference support are different feature gaps." } ] }, @@ -13847,12 +13879,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "3c4d23a14b9ac86b9d8543a753ef90f87db16047fea82ca136ecc9c6d5512e5e", + "prepared_review_unit_hash": "baebfafb0752bddacd5d146084f8a4f91935df26877ca18d273940cecc64234e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -13860,7 +13892,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -13869,18 +13901,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both community-contribution feature requests, but they target different features and code paths: Flash Attention 2 support vs GGUF support. They are not duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 26350 is the stronger representative of the cluster by discussion activity, but the two issues are not the same request, so there is no true canonical duplicate here.", + "summary": "These are not duplicates: one requests Flash Attention 2 support across more architectures, the other requests GGUF support across more architectures. They concern different features, code paths, and implementation work.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 has substantially more discussion activity and is a clearer, higher-signal feature request than 33260.", + "best_issue_reason": "No single issue is a clear canonical representative because the two issues are unrelated feature requests rather than duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features for different backend/architecture support; they do not describe the same underlying bug or change." + "reason": "Different requested capabilities (Flash Attention 2 vs GGUF support); they do not describe the same underlying bug or change." } ] }, @@ -13917,12 +13949,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "3f549b441ca0c48ab82b5271d4b6c621b11270bf9cc00fe7cb5fd1be570a63d9", + "prepared_review_unit_hash": "eac5735c559ad8904cd71fff66e30d66dbf924494c1f2010923c687cdedf47ea", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13930,7 +13962,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13939,48 +13971,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is dominated by nearly identical i18n translation-request templates, but the only concrete item is Turkish. These look like separate language requests rather than duplicates of the same underlying issue, so the high textual similarity is misleading.", - "confidence": 0.89, - "canonical_issue_reason": "issue #27088 is the only specific, actionable request (Turkish) and is the oldest open item; the others are generic placeholder-style translation issues.", + "summary": "These are translation-request issues with very similar template text, but they are not clearly the same underlying task: one is specifically for Turkish, while the others are generic language placeholders. The generic issues look templated rather than true duplicates of the Turkish request.", + "confidence": 0.78, + "canonical_issue_reason": "issue:27088 is the only concrete, language-specific report (Turkish), so it is the clearest representative of this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#27088 is the best representative because it names a real language and can actually be acted on, while the others are template placeholders with no concrete language filled in.", + "best_issue_reason": "issue:27088 is the most specific and informative issue; the others are generic template instances with no concrete language filled in.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Both are translation-request issues, but they appear to be for different language entries / template instances, not the same concrete change or bug." + "reason": "Similar translation template, but one is Turkish-specific and the other is a generic placeholder; not clearly the same underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "The shared wording is just an i18n template; #27088 is specifically Turkish, so this is not the same underlying issue." + "reason": "High textual similarity, but the language-target details are not the same concrete issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "High textual similarity comes from the template, but there is no evidence they target the same language or same work item." + "reason": "Looks like the same template category, not the same exact translation task." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "These are near-identical templates, but without a shared concrete language target they should not be merged as duplicates." + "reason": "Near-identical template text, but no evidence they refer to the same concrete language or request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "The bodies/titles are template-like and likely represent separate language requests rather than one duplicate issue." + "reason": "Template-level similarity only; insufficient evidence of a true duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Same template family, but no concrete evidence of the same underlying translation task; treat as separate issues." + "reason": "Same placeholder-style issue template, but not enough evidence that they are the same underlying issue." } ] }, @@ -14045,178 +14077,178 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "a44b4221c633378924b1ce3284565b95f866975bc4b31b9cd2c4078abdd028df", + "prepared_review_unit_hash": "7249c26c99bd9d35c50d97cf822be25ff964af3ebe920aec3e1f24ab47e1cea3", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16008, - "estimated_input_tokens": 4002, - "estimated_eval_tokens": 8260 + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16008, - "estimated_input_tokens": 4002, - "estimated_eval_tokens": 8260 + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose set of model-add requests spanning different families and modalities (text BERT variants, speech ASR/TTS, audio, OCR, and one sparse-transformer proposal). They are not the same underlying bug/change, so none of the soft links should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are mostly unrelated model-addition requests across different model families and tasks. They share only a broad \"add support\" theme, so there is no true duplicate cluster; 43671 is just the most connected anchor by similarity.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43671 is the most central node in the similarity graph, but it is still a specific Qwen3-TTS request rather than a true umbrella duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:37015 ('Add NeoBERT') is the most generic and actively discussed model-add request in the set, so it is the best loose representative of the cluster\u2014but it is not a true duplicate target for the others.", + "best_issue_reason": "issue:43671 has the strongest connectivity among the issues and is the best available representative anchor for this loose cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert vs DEIMv2 are unrelated model families and likely different implementation paths." + "reason": "EuroBert config support and DEIMv2 are different model requests with no shared code-path evidence." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Text model config request vs Qwen3-TTS speech support; different modality and code path." + "reason": "EuroBert config and Qwen3-TTS are unrelated model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different models for different tasks; not the same change." + "reason": "NeoBERT and Qwen3-ASR are different concrete model support requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "A BERT model addition is unrelated to an OpenAI weight-sparse transformer request." + "reason": "NeoBERT and the weight-sparse transformer request target different model/code paths." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT (text) and LFM2.5 Audio are different model/support requests." + "reason": "NeoBERT and LFM2.5 Audio are different model families." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Both are model-add requests, but for different concrete model families; not a duplicate change." + "reason": "NeoBERT and ModernVBERT are separate model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are different models/modalities, so they should not be merged." + "reason": "NeoBERT and Voxtral-4B-TTS support are unrelated changes." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated requests with different tasks and implementation paths." + "reason": "DEIMv2 and Qwen3-TTS are distinct requests for different models." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different concrete model additions, not one bug fix." + "reason": "ModernVBERT and Qwen3-ASR are different concrete additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS address different model families and modalities." + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs a broad 'BERT-like models with RoPE' proposal is too loose; not the same concrete change." + "reason": "ModernVBERT request and the broad RoPE-themed BERT-like models issue are not a single concrete bug/change." }, { "left": "issue:42503", "right": "issue:45027", "accept": false, - "reason": "ModernVBERT and Voxtral TTS are unrelated model requests." + "reason": "ModernVBERT and Voxtral-4B-TTS support are unrelated model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A general RoPE/BERT-like feature request is not the same as adding Voxtral TTS support." + "reason": "A generic BERT-like RoPE request and Voxtral TTS support do not describe the same change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related but require different support paths and different concrete model integrations." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name only; they are different model capabilities and likely separate work." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Different audio models; same broad area, but not the same underlying change." + "reason": "Qwen3-TTS and LFM2.5 Audio are different models and support paths." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is unrelated to the weight-sparse transformer proposal." + "reason": "Qwen3-TTS support and the weight-sparse transformer request are unrelated." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both mention TTS, but they are different models and likely different integration work." + "reason": "Both mention TTS, but Qwen3-TTS and Voxtral-4B-TTS are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support and DeepSeek-OCR2 are different modalities and code paths." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Both are audio-related, but Qwen3-ASR and LFM2.5 Audio are different concrete model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different concrete model requests." }, { "left": "issue:43837", - "right": "issue:44205", + "right": "issue:44121", "accept": false, - "reason": "ASR support and SAM3-LiteText are unrelated model domains." + "reason": "Qwen3-ASR and the weight-sparse transformer request are not the same underlying issue." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different tasks/models with no shared underlying fix." + "reason": "Qwen3-ASR and EUPE are different model additions." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43837", + "right": "issue:45027", "accept": false, - "reason": "OpenAI weight-sparse transformer and EUPE are unrelated architecture/model requests." + "reason": "Qwen3-ASR support and Voxtral TTS support are separate tasks." }, { - "left": "issue:43837", - "right": "issue:45027", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Both are speech-related, but ASR vs TTS support for different models is not the same change." + "reason": "LFM2.5 Audio and SAM3-LiteText target different models and functionality." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model integrations." + "reason": "Weight-sparse transformer support and EUPE are unrelated requests." } ] }, @@ -14257,7 +14289,7 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "f2801e03c578edf992d7bdb1778d3cb2b615c0c168d4268820def1ad304b6b77", + "prepared_review_unit_hash": "5ed7737059fb436b74e1606eed85113db8803d29db774ec691677aaf92ec4465", "component_budget": { "node_count": 6, "item_count": 6, @@ -14279,60 +14311,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only superficially similar by wording; they cover different models, config annotations, loss plumbing, quantization typos, and a tokenizer warning regression, so none of the soft links look like true duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "No true canonical issue: the set spans distinct bugs and code paths rather than one underlying defect.", + "summary": "No duplicate cluster here: the six issues cover unrelated model, config, loss, quantization, and tokenizer problems, so none should be merged as the same bug.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue stands out because the items are heterogeneous and do not appear to describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "43240 is the best single anchor if one must be chosen: it is a concrete bug report with the most apparent cross-reference activity.", + "best_issue_reason": "No single issue is a good representative duplicate target; each item is about a different code path or even a different class of bug (bug vs typo vs type hint).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization, but one is about Llama4TextL2Norm behavior and the other is a ModernBERT config type hint; different models and fixes." + "reason": "Different concerns: Llama4TextL2Norm behavior vs ModernBERTConfig type annotation. No shared bug or code path." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both concern training/loss plumbing, but Mask2Former ignore_value handling and kwargs forwarding to loss are different bugs in different paths." + "reason": "Both are loss-related, but one is about an unused ignore_value and the other about kwargs not being forwarded to the loss function. Related area, not the same defect." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value usage and tokenizer regex warnings are unrelated subsystems and symptoms." + "reason": "Mask2former ignore_value handling and tokenizer regex warnings are unrelated subsystems with different symptoms." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Loss-argument handling in Mask2Former is unrelated to a quantization typo string." + "reason": "Unused ignore_value in Mask2former is unrelated to a typo in a quantization_operation attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "A model loss-plumbing bug is not the same as an incorrect config type hint; different scope and remediation." + "reason": "Mask2former loss parameter handling and ModernBERTConfig norm_eps typing are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Forwarding kwargs to a loss function and correcting a config annotation are separate issues with no shared code path." + "reason": "Loss kwargs forwarding bug vs config type-hint mistake; different code paths and fixes." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERTConfig type hints and tokenizer regex warnings are unrelated bugs." + "reason": "Incorrect type hint in a config class is not the same issue as tokenizer regex warning regressions." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint typo in config is unrelated to a quantization-operation typo." + "reason": "A type-hint correction and a string-attribute typo are distinct, unrelated issues." } ] }, @@ -14362,7 +14394,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "cc88fe5f819a9686e46d27ffff34b0e5fd1258db9af892bba03b07313ca98249", + "prepared_review_unit_hash": "1f465789384842b4448a871e1bb33d219f79a946fd265250b1e2c164baccca87", "component_budget": { "node_count": 2, "item_count": 2, @@ -14384,18 +14416,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests block decoding, the other requests DeepSeek v3.2 support. They touch different feature areas and describe different needs.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The two issues do not appear to describe the same underlying problem: one is a generic decoding change request, the other is a specific DeepSeek v3.2 support request. I would not cluster them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue for duplication purposes: the titles point to different asks and there is no shared target or evidence of the same bug/change.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue #43037 is the better representative only because it is more specific and actionable; #41084 is too terse and ambiguous to serve as a cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding vs model/version support. No evidence they refer to the same bug or change." + "reason": "The requests are unrelated: \"Set Block Decoding\" is a generic decoding concern, while \"DeepSeek v3.2 support\" is a model-specific support request. No evidence they are the same issue." } ] }, @@ -14425,12 +14457,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "fa3d23b0ceb21d8993c92f8de769fda26035581fd4a814ac8c3a8603df6abeb2", + "prepared_review_unit_hash": "938a106bd0fec204fda2faf9c5f473611537e0d9381060aa996a0826c890a683", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -14438,7 +14470,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -14447,18 +14479,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are about different Trainer concerns: one requests better customizability around `remove_unused_column`, while the other asks FLOPS estimation to account for custom trainers. They are related to Trainer internals but do not describe the same bug or change, so they should not be deduplicated.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are two separate Trainer customization topics: one about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are related at a broad subsystem level but not the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the more concrete and broadly representative Trainer customization request, centered on a specific behavior (`remove_unused_column`) and likely to be easier to use as the cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43598 is the best standalone issue because it has a clearer, actionable scope and directly targets a specific Trainer customization pain point.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying requests: customizability of `remove_unused_column` vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as a duplicate." + "reason": "Both concern Trainer customization, but one is about unused-column handling and the other about FLOPS estimation. They affect different code paths and are not the same bug/change." } ] }, @@ -14488,7 +14520,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "675303e5bfe517616d1b7b783857ea61ca0888674308221762b0eb745aa66918", + "prepared_review_unit_hash": "4c8b175bd2183ed075472800fc75e6e280afd2821d013dd0dfd351439e55a483", "component_budget": { "node_count": 2, "item_count": 2, @@ -14510,18 +14542,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different Qwen-related feature gaps: one requests model registration for Qwen3-Omni on AutoModel/AutoModelForConditionalGeneration, while the other requests sequence-classification support for Qwen3.5. They are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate is evident; if one must be picked, issue #43684 is the broader API-registration request, but it is still a different feature from #44405.", + "summary": "These are two separate feature requests for different Qwen model families and different AutoModel mappings, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43684 is the broader, more central request: add Qwen3-Omni registration to AutoModel and AutoModelForConditionalGeneration.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the more general representative of a model-registration gap, but the cluster is not truly cohesive enough to treat either issue as a duplicate of the other.", + "best_issue_reason": "Issue #43684 is the best representative because it targets core model registration support, whereas #44405 is a narrower request for sequence classification on Qwen3.5.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They affect different model/config paths and are not the same bug or change." + "reason": "Different model families and different tasks: Qwen3-Omni registration for base/conditional generation vs Qwen3.5 sequence classification support. They do not look like the same underlying bug or change." } ] }, @@ -14558,12 +14590,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "d67c337eaeea102fe3702bda9c728c2b2ff119e2b77e8842a50bbbe9b7db1854", + "prepared_review_unit_hash": "9aaaa889ef6b2278228976457b3a5ba8890b0c33277c46b124e5a6a04a01f431", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4266, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -14571,7 +14603,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4266, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -14580,58 +14612,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the identical vague title \"huggingface\" and look duplicate-like; the \"Fett\" issue appears separate. I\u2019d cluster the three huggingface reports together, with 43845 as the canonical duplicate target and 43859 as the most informative representative.", - "confidence": 0.74, - "canonical_issue_reason": "43845 is the earliest of the repeated \"huggingface\" reports and cleanly represents the duplicate-like subgroup.", + "summary": "All four are sparse, closed issues with no actionable details; three share the same vague title, but there is not enough evidence to prove a single underlying bug beyond superficial similarity.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 43845 is the best canonical placeholder because it matches the repeated title used by the majority of the cluster, but the available content is too thin to establish a real root problem.", "canonical_pr_reason": null, - "best_issue_reason": "43859 has the most discussion/activity and likely the richest context, so it is the best triage-facing representative.", + "best_issue_reason": "None of the issues is strongly distinguishable on substance; 43845 is the least arbitrary choice only because it is one of the repeated 'huggingface' entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no concrete shared bug details; the weak similarity is not enough to treat them as the same issue." + "reason": "Only weak lexical similarity; titles are different and there is no body/context tying them to the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Same as above: \"Fett\" does not provide evidence of the same underlying problem as the huggingface reports." + "reason": "Only weak lexical similarity; titles are different and there is no body/context tying them to the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No substantive overlap beyond low soft similarity; insufficient evidence they describe the same bug." + "reason": "Only weak lexical similarity; titles are different and there is no body/context tying them to the same bug." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title and very high similarity; they appear to be duplicate reports of the same issue." + "accept": false, + "reason": "Identical titles are not enough here; no description or issue target confirms the same underlying problem." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title and strong similarity suggest the same underlying report, despite differing body length." + "accept": false, + "reason": "Identical titles are not enough here; no description or issue target confirms the same underlying problem." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title and strong similarity; likely duplicate reports of the same issue." + "accept": false, + "reason": "Identical titles are not enough here; no description or issue target confirms the same underlying problem." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering is grounded in the packet and stays appropriately cautious: 43845/43846/43859 share the identical title and the strongest soft-similarity scores, while 43835 has a different title and only weak similarity. The chosen canonical/representative issue assignments are conservative enough." - }, - "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 }, @@ -14665,7 +14694,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "0f1beca16484909016a6b8dfd2eaec788144cc722c5da7d7ff132f5e30fcde53", + "prepared_review_unit_hash": "43da57b120ef45442d6f37610d2be07998042d9071100e7e4d26bf76c496f906", "component_budget": { "node_count": 5, "item_count": 5, @@ -14687,66 +14716,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated low-information/spam issues, with one generic documentation request. There\u2019s no solid evidence of a shared underlying bug or change across the set, so this cluster should not be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 44418 is the only non-spam-sounding item, so it is the least-bad anchor if a canonical issue must be chosen, but it still does not appear related to the others.", + "summary": "All items look like unrelated low-information/spam issues; none share a concrete bug or change. The only somewhat substantive item is the documentation suggestion, but it still does not match the others.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44418 is the most legible and substantive of the set; the others are clearly spam-like or similarly content-free.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the most substantive of the group and the only one with a real topic in the title; the rest are spam-like placeholders.", + "best_issue_reason": "Issue 44418 is the best representative only because it has an actual topic and reads like a real report, unlike the spam-titled issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders; no concrete shared problem is described." + "reason": "Both are spam-like placeholders with no evidence of the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders; no evidence they describe the same issue." + "reason": "No shared bug, code path, or concrete topic; both appear to be spam." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam, the other is a generic documentation suggestion; different intent and content." + "reason": "One is spam-like, the other is a documentation suggestion; not the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a specific quoted-name topic; not the same underlying issue." + "reason": "Spam placeholder vs. unrelated named-topic issue; no duplicate signal." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation request and spam placeholder are unrelated." + "reason": "Documentation enhancement and spam placeholder are not the same underlying report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation request and spam placeholder are unrelated." + "reason": "Documentation request does not match a spam-like placeholder issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but there is no concrete bug/change to unify." + "reason": "Both are spam-like, but there is no evidence they describe the same concrete problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a specific quoted-name topic; no shared underlying report." + "reason": "No meaningful overlap beyond low-quality titles; not a duplicate." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a specific quoted-name topic; no shared underlying report." + "reason": "These do not describe the same bug or change." } ] }, @@ -14776,7 +14805,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f7bfb66cdd8102dca285d7dedd8a82997bac8fd3aa2e83b044bcf1ab11d2b5c9", + "prepared_review_unit_hash": "837be90f695d49915c46ee966086daabc409b17548a3cef838de9eb9fdbce0a8", "component_budget": { "node_count": 2, "item_count": 2, @@ -14798,24 +14827,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are strong near-duplicates based on identical titles and very similar bodies, but the packet does not prove they are the same underlying report. #45145 is the better canonical representative because it was created first and has an inbound reference.", - "confidence": 0.78, - "canonical_issue_reason": "#45145 is earlier and already has an inbound reference, so it is the best canonical issue to retain.", + "summary": "The two closed issues are very similar and likely duplicate reports, but the evidence is still soft: same title, similar body size, and one inbound reference on #45145, with no explicit links or targets. #45145 remains the better canonical issue candidate, but the soft edge should be treated conservatively and not accepted outright.", + "confidence": 0.82, + "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151 and an inbound reference, making it the slightly more established duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue to keep as canonical because it was created first and has more linkage than #45151.", + "best_issue_reason": "#45145 is the best overall issue candidate because it is the more connected of the two and appears to represent the same underlying report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Identical titles and soft-similarity make this a likely duplicate, but the evidence does not establish identical body content or confirm the same underlying issue. Conservative triage should not mark it as an accepted duplicate on this packet alone." + "reason": "Strong similarity is present, but there are no explicit links, targets, or code references, and the soft-similarity signal is not deterministic. That is enough to rank them as likely duplicates, but not enough to confidently accept the edge as the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical-choice rationale is partly grounded (45145 is earlier and has one inbound reference), but the soft-edge acceptance is too strong for the evidence. The packet only shows identical titles and a soft-similarity signal; it does not establish that the bodies are the same or that these are definitely duplicates. Also, \"slightly more linkage/activity\" is not supported as stated because 45151 has one discussion activity while 45145 does not. A more conservative verdict would be to mark the pair as a likely duplicate rather than an accepted duplicate." + "feedback": "The packet supports strong similarity, but the analyst overstates the certainty. We only have same titles, similar body lengths, no explicit links/targets, and a soft-similarity signal with deterministic_accept=false; that is not enough to say the issues are \"near-identical duplicates\" or that they have the \"same title/content.\" The inbound reference does make #45145 a reasonable canonical candidate, but the soft-edge verdict should stay conservative rather than accepted outright." }, "evaluator_used": true, "retried": true, @@ -14880,7 +14909,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -14888,7 +14917,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-11", + "cluster_id": "cluster-39895-10", "nodes": [ "pull_request:39895", "pull_request:42668", @@ -14899,8 +14928,7 @@ "pull_request:43995", "pull_request:44827", "pull_request:45170", - "pull_request:45213", - "pull_request:45435" + "pull_request:45213" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -14908,169 +14936,134 @@ "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", "pull_request:43424|pull_request:44827", - "pull_request:43424|pull_request:45435", "pull_request:43424|pull_request:43823", - "pull_request:43823|pull_request:45435", "pull_request:43823|pull_request:43995", "pull_request:43823|pull_request:44827", - "pull_request:43995|pull_request:45435", + "pull_request:43823|pull_request:45213", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:45213", - "pull_request:45213|pull_request:45435", - "pull_request:43823|pull_request:45213", - "pull_request:44827|pull_request:45435", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "39ec3bb4ea751e1f7b383e73ec3002f0a5c4b0afaaad2bba16c7a50c33869f3d", + "prepared_review_unit_hash": "ceb48e1e4dc2622130fc591837e0399b00709a73f3a106d462142e3d6f177771", "component_budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 19, - "serialized_chars": 31458, - "estimated_input_tokens": 7865, - "estimated_eval_tokens": 15986 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 27589, + "estimated_input_tokens": 6898, + "estimated_eval_tokens": 14052 }, "budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 19, - "serialized_chars": 31458, - "estimated_input_tokens": 7865, - "estimated_eval_tokens": 15986 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 27589, + "estimated_input_tokens": 6898, + "estimated_eval_tokens": 14052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is mostly unrelated PRs spanning model additions, refactors, docs, and tests. The only true duplicate-like pair is the two `fixed_cross_entropy` fixes for issue #43240, which target the same function and underlying missing kwargs support.", - "confidence": 0.97, + "summary": "This cluster is mostly a set of unrelated pull requests. The only true duplicate-looking pair is the two fixed_cross_entropy patches (43251 and 43254), which both change the same function in the same file to forward extra cross-entropy kwargs. All other soft-similarity pairs touch different model additions, refactors, or tests and should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the clearest canonical representative: it explicitly targets issue #43240 and fixes `fixed_cross_entropy` to forward missing `cross_entropy` kwargs in the same code path as #43254.", + "canonical_pr_reason": "PR 43251 is the best canonical PR because it is the more complete cross-entropy kwargs fix, explicitly targets issue #43240, and makes the concrete code-path change in loss_utils.py; 43254 is just a smaller variant of the same patch.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best representative overall because it is tightly scoped, issue-linked, and addresses the same concrete loss-function bug as #43254.", + "best_pr_reason": "PR 43251 is the strongest representative of the only real duplicate cluster here: it has the explicit issue link, the main implementation change, and broadest completeness for the fixed_cross_entropy kwargs support.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated changes: new VideoPrism model/docs versus an ExecuTorch dynamic-shape test." + "reason": "Videoprism model addition vs executorch dynamic-shape test; different code paths and unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different workstreams: processor auto-loading robustness versus adding MobileLLM." + "reason": "Processor robustness refactor vs adding a new MobileLLM model; not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs fix is unrelated to adding MobileLLM." + "reason": "Cross-entropy kwargs fix vs new model addition; no shared bug or implementation target." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Same broad library area, but one is a loss-function fix and the other is Mistral4 test/model work." + "reason": "Loss utility patch vs Mistral4 test/model cleanup; unrelated functionality." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test and Mistral4 tests are different concrete changes." - }, - { - "left": "pull_request:43424", - "right": "pull_request:45435", - "accept": false, - "reason": "Dynamic-shape export test versus Whisper tokenizer bugfix; no shared underlying change." + "reason": "Executorch dynamic-shape test vs Mistral4 fix; different subsystems and goals." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different features: ExecuTorch testing versus new MobileLLM model support." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45435", - "accept": false, - "reason": "MobileLLM model addition and Whisper tokenizer fix are unrelated." + "reason": "Executorch export test vs MobileLLM model addition; not the same concrete change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition versus Falcon output-interface refactor; not the same bug/change." + "reason": "New MobileLLM model vs Falcon output-interface refactor; distinct work." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "New MobileLLM model work is unrelated to Mistral4 test fixes." + "reason": "MobileLLM addition vs Mistral4 test/model fix; no shared underlying bug." }, { - "left": "pull_request:43995", - "right": "pull_request:45435", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and Whisper tokenizer fix touch different code paths and problems." + "reason": "MobileLLM model addition vs model-creation skill/docs meta-change; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor is unrelated to the model-creation skill draft PR." + "reason": "Falcon refactor vs model-creation skill/meta PR; not the same change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output collection refactor and Mistral4 tests are not the same underlying change." + "reason": "Falcon standardized-output refactor vs Mistral4 fix; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes versus a broad `layrnorm` rename across CLIP-like models; different bugs." + "reason": "Mistral4 test/fix PR vs layernorm typo rename across CLIP-like models; separate issues." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and the model-creation skill PR are unrelated." - }, - { - "left": "pull_request:45213", - "right": "pull_request:45435", - "accept": false, - "reason": "A meta skill/documentation PR is not the same as a Whisper tokenizer bugfix." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "MobileLLM model addition and the model-creation skill draft do not fix the same concrete code-path problem." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45435", - "accept": false, - "reason": "Mistral4 test fixes and Whisper tokenizer bugfix are unrelated." + "reason": "Mistral4 fix PR vs model-creation skill; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` kwargs forwarding bug in `loss_utils.py` for issue #43240, and could plausibly be merged into one change." + "reason": "Both patch src/transformers/loss/loss_utils.py to add the same fixed_cross_entropy kwargs support for the same underlying issue; they are plausibly mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is well-grounded in the packet. The summary stays conservative, and the only accepted soft-edge pair, PR #43251 and PR #43254, is supported by the shared `loss_utils.py` change and the same issue target (#43240). The other pairwise rejections are also appropriately cautious and do not overclaim mergeability." + "feedback": "Grounded overall. The only accepted pair, 43251/43254, is a conservative mergeable duplicate: same file, same function, same issue target, and the diffs are near-identical kwargs-forwarding fixes. The other soft pairs are reasonably rejected as unrelated or at least not clearly the same bugfix based on the packet." }, "evaluator_used": true, "retried": false, @@ -15081,7 +15074,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15097,7 +15090,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "dc199947d14aa90df5aa9dda5c5859c2b9fa98c59bca603d9e9847506b0bf208", + "prepared_review_unit_hash": "f19069bb41e72ee23a7689547797e4c59c570fbd67bbdf868544319caea37d9b", "component_budget": { "node_count": 2, "item_count": 2, @@ -15119,18 +15112,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not duplicates: #40546 adds the initial VibeVoice implementation, while #42781 adds a broader realtime variant plus an acoustic tokenizer and additional generation/model changes. Overlap is mostly shared model scaffolding and docs, not the same concrete fix/change.", - "confidence": 0.93, + "summary": "Both PRs target VibeVoice, but they are not duplicates: #40546 is the base VibeVoice integration, while #42781 is a separate VibeVoice Realtime extension with extra tokenizer/model and generation changes. The overlap is mostly in shared model plumbing and docs, not the same concrete fix or one mergeable change set.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#42781 is the broader and later VibeVoice PR, covering the realtime path and acoustic tokenizer in addition to the base model, so it is the better representative if one PR must be chosen for the cluster.", + "canonical_pr_reason": "#40546 is the more canonical PR for the cluster because it establishes the initial VibeVoice support and broader integration surface; #42781 is a later, narrower realtime follow-on rather than the primary implementation.", "best_issue_reason": null, - "best_pr_reason": "#42781 is the most complete VibeVoice PR in this set and subsumes more of the related implementation surface, making it the better anchor candidate for triage.", + "best_pr_reason": "#40546 is the best representative PR for this cluster because it is the foundational VibeVoice implementation and has the broader, more complete scope. #42781 is better treated as a separate enhancement.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: they share VibeVoice infrastructure files, but the PRs target different changesets\u2014initial VibeVoice support vs. realtime + acoustic tokenizer expansion. They do not look like the same underlying bug or a single mergeable fix." + "reason": "Reject: both are about VibeVoice, but #42781 adds a realtime variant with additional component changes; it is not the same concrete code-path problem as the base implementation in #40546 and would not naturally merge into one PR." } ] }, @@ -15144,7 +15137,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15160,12 +15153,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "fea9054a212e574d7670f8c791e82c42a65e33d59924b7cbcf1105f30cfd44c2", + "prepared_review_unit_hash": "4b16aef37077ebfb3a69b5d139dc7c84f7b44c6684b37ece61239dae2f589590", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15173,7 +15166,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15182,18 +15175,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one adds TimesFM covariate-based forecasting, the other adds DINOv3 image classification support. They do not fix the same bug or implement the same change, so they should not be merged as duplicates.", + "summary": "These are two unrelated pull requests that both add new model functionality, not the same underlying change: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster: the two PRs target different model families and different features, with no shared underlying code-path problem.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #40755 is the broader, more feature-complete TimesFM change, but it is not a representative duplicate of the DINOv3 classification PR; overall, neither PR is a good cluster-wide canonical.", + "best_pr_reason": "PR #41224 is the stronger representative because it is a focused, concrete feature addition with aligned code, tests, and docs for a single model path.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and features: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not the same underlying change and would not be merged into one PR." + "reason": "Different models and different capabilities: TimesFM covariate forecasting vs. DINOv3 image classification. They do not fix the same code-path problem and would not be merged as one PR." } ] }, @@ -15207,7 +15200,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15223,7 +15216,7 @@ "soft_pairs": [ "pull_request:41356|pull_request:44339" ], - "prepared_review_unit_hash": "a3c962d2540926578e2da616c4d35ea269f16dd241073ecbf1aac9c482085f67", + "prepared_review_unit_hash": "83aaab8646470ad87eff0522aecb453ed5557310ff76056dd9f5eca14805867e", "component_budget": { "node_count": 2, "item_count": 2, @@ -15245,35 +15238,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about adding DEIMv2 to Transformers. PR 44339 is the more complete, later integration and appears to supersede the earlier basic implementation in 41356.", - "confidence": 0.91, + "summary": "Both PRs are for adding DEIMv2, but #44339 is the substantially more complete integration (auto mappings, converter, modular files, loss/utils updates, config checks) whereas #41356 is an earlier, narrower model/image-processor/test drop-in. They overlap in files and target the same issue, but they are not a clean duplicate pair.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "44339 is the more complete DEIMv2 integration and supersets 41356 with broader model wiring, auto-mapping updates, conversion tooling, loss support, and config checks.", + "canonical_pr_reason": "#44339 is the better canonical PR because it is the fuller end-state implementation: it adds the model plus conversion tooling, auto-mapping wiring, loss/util updates, modular code, docs, and broader test coverage.", "best_issue_reason": null, - "best_pr_reason": "44339 is the strongest representative of the cluster because it covers the full DEIMv2 addition rather than only the initial model/image-processor scaffold.", + "best_pr_reason": "#44339 is the best PR for the cluster because it most completely represents the DEIMv2 addition and integration into Transformers.", "soft_edge_verdicts": [ { "left": "pull_request:41356", "right": "pull_request:44339", - "accept": true, - "reason": "Both PRs implement the same underlying change: adding DEIMv2 support. 44339 is effectively a superset of 41356, so they are close enough to treat as the same feature change." + "accept": false, + "reason": "Shared DEIMv2 scope and issue target, but #44339 is a broader follow-up/superset rather than the same concrete change; the overlap is too coarse to treat them as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs target issue 41211 and add DEIMv2, with 44339 clearly extending the earlier scaffold in 41356 via auto-mapping, conversion, loss, and config-related changes. The soft-edge verdict is conservative enough because the two changes look like mergeable iterations of the same feature work." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 5, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15289,12 +15279,12 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "7443f734b60321912bc7423de9cf15dee6ff9d8a12b1d8eeed23ba618e973839", + "prepared_review_unit_hash": "2f8b076ed799a1ac2907658e6dacd7d505295a8005be415cc38fd780dbd137d5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6721, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -15302,7 +15292,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6721, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -15311,18 +15301,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-introduction PRs (DeepSeek OCR vs Isaac). They share the same Transformers integration pattern and some registry/doc files, but they target different models and different code paths, so they are not duplicates.", + "summary": "These are two unrelated model-addition PRs that happen to share Hugging Face model-registration scaffolding. They do not fix the same bug or implement the same change, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs implement different models and cannot be collapsed into one duplicate change.", + "canonical_pr_reason": "No single PR is a canonical duplicate target here; if one must be chosen as the representative, PR #41797 is slightly more established and reviewed, but it covers DeepSeek OCR, not Isaac.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduping here; neither PR subsumes the other because they add unrelated model integrations.", + "best_pr_reason": "PR #41797 is the better representative only because it has more review activity and a fuller implementation/test set, but it is not a duplicate of PR #45186 and should not be merged with it.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Reject: both are new-model integration PRs, but for different models (DeepSeek OCR vs Isaac) with distinct configs, models, processors, tests, and docs. Shared registry/docs scaffolding does not indicate the same underlying bug or change." + "reason": "Different model additions for different concrete code paths (DeepSeek OCR vs Isaac). Shared auto-registration and docs plumbing is expected for independent model PRs, not evidence of the same underlying change." } ] }, @@ -15336,7 +15326,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15352,12 +15342,12 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "33b1ba550b4994f8e2a9729e5c43b0b60e3a40ae4e20035663a4a4352064cb3a", + "prepared_review_unit_hash": "5e8eb21b6b05542698babb6054ba5fd64481e08559f788e46eda4ef76c82c709", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5408, + "serialized_chars": 5407, "estimated_input_tokens": 1352, "estimated_eval_tokens": 2960 }, @@ -15365,7 +15355,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5408, + "serialized_chars": 5407, "estimated_input_tokens": 1352, "estimated_eval_tokens": 2960 }, @@ -15374,18 +15364,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated model-addition PRs: one adds InternVLFlash, the other adds AXK1. They share only generic auto-registration plumbing and are not the same underlying change.", - "confidence": 0.97, + "summary": "These two PRs are both model-addition scaffolds that touch shared registry files, but they implement different models entirely: InternVLFlash vs AXK1. The overlap is boilerplate, not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42166 is the more established representative of the cluster, with much higher review activity and a fuller docs/test-oriented model addition, but it is not a duplicate of PR 45426.", "best_issue_reason": null, - "best_pr_reason": "No strong canonical PR exists here; if one must be chosen as the cluster representative, PR #42166 is slightly more substantial and established (more files changed and higher review activity), but it is not a duplicate of PR #45426.", + "best_pr_reason": "If a representative PR is needed, 42166 is the better anchor because it has more discussion and a broader, more complete implementation surface; however, it still addresses a different model than 45426.", "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Reject: these are different model-feature PRs for different architectures (InternVLFlash vs AXK1). Shared auto-registration files are incidental and do not indicate the same concrete code-path fix or change." + "reason": "Reject: these are separate feature PRs for different model families. The shared files are only auto-registry boilerplate; the concrete additions and code paths (InternVLFlash vs AXK1) are unrelated and not plausibly mergeable into one PR." } ] }, @@ -15399,7 +15389,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15407,13 +15397,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42227-5", + "cluster_id": "cluster-42227-4", "nodes": [ "pull_request:42227", "pull_request:43291", "pull_request:43665", - "pull_request:44815", - "pull_request:45574" + "pull_request:44815" ], "soft_pairs": [ "pull_request:42227|pull_request:43291", @@ -15421,86 +15410,72 @@ "pull_request:42227|pull_request:44815", "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", - "pull_request:43665|pull_request:44815", - "pull_request:43665|pull_request:45574", - "pull_request:44815|pull_request:45574" + "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "e4d67011c963b429746bb6e144ec1c0e6cf89f2279da7af0cbff645a5afddd40", + "prepared_review_unit_hash": "952f8d0cba5211a97978d8bfd693fdaa72a18591214204ed04115b2f9dfdef1d", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 13477, - "estimated_input_tokens": 3370, - "estimated_eval_tokens": 6996 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 13477, - "estimated_input_tokens": 3370, - "estimated_eval_tokens": 6996 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All candidates are pull requests; none are strong duplicate/merge candidates with each other. The Whisper PR and the Whisper tests/tokenization PR touch related area but fix different behaviors, while the remaining PRs are clearly unrelated or broad cosmetic/test-only changes.", - "confidence": 0.89, + "summary": "These four PRs are not duplicates of one another. They span unrelated areas: Whisper pipeline language return, Whisper tokenizer/tests, vision model test files, and FP8/dequant model loading changes.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42227 is the clearest focused fix: it directly targets an explicit issue, changes one concrete ASR code path, and has a narrowly scoped diff for Whisper return_language handling.", + "canonical_pr_reason": "PR #42227 is the strongest representative of the cluster because it is a concrete, narrowly scoped bug fix with an explicit linked issue and a clear code-path change in Whisper ASR handling.", "best_issue_reason": null, - "best_pr_reason": "PR #42227 is the best standalone candidate because it has a specific bug report link, a small targeted change, and a clear functional purpose compared with the broader or test-only alternatives.", + "best_pr_reason": "PR #42227 is the best standalone representative: it addresses a specific runtime bug, has an explicit issue target, and its diff is directly about the underlying behavior rather than test-only or broad refactoring changes.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both are Whisper-related, but #42227 fixes ASR pipeline return_language propagation while #43291 changes tokenizer decode/test behavior; different code paths and different bugs." + "reason": "Both are Whisper-related, but they fix different things: #42227 propagates return_language through the ASR pipeline, while #43291 changes tokenizer decoding behavior and tests. They are not the same underlying bug or mergeable into one fix." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "#42227 is a Whisper runtime fix; #43665 is a broad test-only edit across CLIP/ViT with no shared bug or concrete code-path overlap." + "reason": "Unrelated domains. #42227 fixes Whisper ASR language return; #43665 only edits CLIP/ViT tests. Same broad repo, but not the same code-path problem." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "#42227 addresses Whisper return_language in the pipeline; #44815 is a larger FP8/dequant loading change. They are unrelated fixes." + "reason": "Completely different functionality: Whisper ASR language return versus FP8/dequant loading logic and Mistral-related integration changes. Not a duplicate." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "#43291 is a Whisper tokenizer behavior change; #43665 only alters tests in unrelated vision models." + "reason": "These are test-oriented changes in different model areas (Whisper tokenizer/tests vs CLIP/ViT tests) and do not indicate the same bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "#43291 concerns Whisper decode logic, while #44815 concerns FP8 dequant/loading infrastructure. Different subsystems and bugs." + "reason": "Whisper tokenizer decoding changes are unrelated to FP8/dequant and model loading fixes. No shared underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "#43665 is test noise in CLIP/ViT; #44815 is a substantive quantization/loading fix. No shared underlying change." - }, - { - "left": "pull_request:43665", - "right": "pull_request:45574", - "accept": false, - "reason": "#43665 is unrelated vision test edits; #45574 adds a new model/docs/registry support. Different changes entirely." - }, - { - "left": "pull_request:44815", - "right": "pull_request:45574", - "accept": false, - "reason": "#44815 is an FP8/dequant fix; #45574 is new model onboarding plus docs and registry updates. Not the same bug or change." + "reason": "CLIP/ViT test edits are unrelated to the FP8/dequant implementation change; they do not fix the same concrete issue." } ] }, @@ -15514,7 +15489,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15530,12 +15505,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "84970cd01fbd704304ff489ebaab2dd47fc3cda0aba17a576072b0f522501473", + "prepared_review_unit_hash": "8eb4d0d874e9472100c5ddc8c59bdf4b00d18ed50b0dee117fb21648571708aa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15543,7 +15518,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15552,18 +15527,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions dependencies, but they target different action families and different maintenance goals. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Both pull requests are workflow dependency bumps in GitHub Actions, but they target different action families and different upgrade goals: one is specifically for Node 24 compatibility across several JS actions, while the other updates docker/build-push-action and related workflow actions to newer versions. They are related, but not the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more central maintenance change: it updates core GitHub Actions used across many workflows for Node 24 compatibility.", + "canonical_pr_reason": "No single canonical PR: these are separate workflow maintenance changes with different action sets and different upgrade intents.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative PR for the cluster because it has the wider impact and clearer compatibility-driven scope.", + "best_pr_reason": "PR 42975 is the broader umbrella upgrade and most representative of the cluster because it touches more workflows and has the explicit Node 24 compatibility goal.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but 42975 updates actions/checkout, actions/cache, and upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and related workflow versions. They touch overlapping CI files but fix different action-version maintenance issues, not the same concrete bug or change." + "reason": "Different underlying changes: 42975 upgrades several GitHub actions for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and a smaller set of workflow actions. Overlapping workflows alone is not enough to treat them as one PR." } ] }, @@ -15577,7 +15552,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15600,7 +15575,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "0ae72507573ba71181825e6c0fc141d452861230c5bdf97f4275d46b8d8a1c13", + "prepared_review_unit_hash": "910ac29c81cb83f5e53b77100e4e2e96b52edbeb5694430c676b74c9918312c1", "component_budget": { "node_count": 4, "item_count": 4, @@ -15622,48 +15597,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition PRs that only overlap on Transformers boilerplate (docs, auto mappings, tests). They do not describe the same underlying change, so no soft pair should be merged.", - "confidence": 0.97, + "summary": "These PRs are four separate model-addition changes (ViT NEPA, Molmo, Molmo2, CTSM). They share transformer-registration/docs patterns, but they do not fix the same underlying bug or implement the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out as a duplicate target; if forced to pick one representative, 43451 is the most substantial/complete, but it is still a distinct Molmo2 addition rather than a duplicate of the others.", + "canonical_pr_reason": "No canonical PR exists here: the items are distinct model integrations rather than duplicates of one another, despite overlapping auto-mapping and docs edits.", "best_issue_reason": null, - "best_pr_reason": "43451 is the strongest standalone PR in the set by scope and review activity, but it is not duplicate-equivalent to the others.", + "best_pr_reason": "PR 43451 is the most substantial and broadest integration, but it still represents a different model addition and should not be treated as the cluster canonical.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo: different model families and different implementation files, so this is not the same code change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry files are incidental, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA vs Molmo2: unrelated model additions; shared auto/docs scaffolding is too generic to indicate a duplicate." + "reason": "ViT NEPA and Molmo2 are unrelated model integrations with different code paths and model families." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are distinct model integrations with different configs/modeling paths; not the same underlying feature." + "reason": "ViT NEPA and CTSM are separate model additions; overlap is only in common Transformers plumbing." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo vs Molmo2 are related by naming but they add different models and codepaths, not one mergeable fix/change." + "reason": "Molmo and Molmo2 are related by naming but implement different model families and files, so they are not the same PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; overlap is limited to shared registration/docs updates." + "reason": "Molmo and CTSM address different model additions; shared registration/docs do not make them duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are different model implementations with no concrete shared bug or change to merge together." + "reason": "Molmo2 and CTSM are distinct model integrations with different concrete implementations and targets." } ] }, @@ -15677,7 +15652,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15696,7 +15671,7 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "37be47827d08eb8738a1bb676fff354d941e4ea415dea2086a19c2a47569ad4b", + "prepared_review_unit_hash": "0961dd83ad0107402e162949af3c6994d395a0d26617bc48dcc0028c0585057a", "component_budget": { "node_count": 3, "item_count": 3, @@ -15718,30 +15693,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated '[don't merge]' demo PRs with only incidental overlap in a shared test file; they do not look like duplicates or the same underlying fix.", - "confidence": 0.94, + "summary": "All three PRs are unrelated \u201c[don\u2019t merge]\u201d test/instrumentation changes, not the same underlying fix. The only pair with automatic soft similarity still does not look like one mergeable change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the best representative of the cluster because it is the broadest example PR, with the most files and workflow-related changes, while the others are narrower demo changes.", + "canonical_pr_reason": "PR #43532 is the most coherent representative: it focuses on CI/comment/diff-display plumbing and related test utilities, whereas #43488 and #45476 are more clearly ad hoc bot-check PRs with unrelated dummy edits.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the most representative open PR here: it has the largest surface area and the clearest 'show diff' purpose, making it the best cluster anchor despite not matching the others semantically.", + "best_pr_reason": "#43532 is the best single representative of this cluster because it has the clearest unified intent and the broadest but still coherent code-path change; the other two are more synthetic and less representative of a real fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared only the vit test file; one PR is a setup/version/dependency tweak, the other is workflow/testing-utils demo changes. Different code paths and purposes." + "reason": "Both touch tests/CI-adjacent files, but one is a setup/version/dependency bump and the other is workflow/test-diff plumbing; they are not the same concrete change and would not plausibly merge into one PR." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "Only incidental overlap on a test file. #43488 is packaging/version/dependency related; #45476 is a CI-workflow call plus unrelated tokenization/test edits." + "reason": "#43488 is a packaging/version check PR, while #45476 is a CI workflow caller plus unrelated model/test edits; the overlap is only superficial." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch CI/test areas, but the concrete edits are different: workflow/testing-utils versus a workflow-caller plus clip/chinese_clip test and tokenizer stubs. Not the same change." + "reason": "Despite shared test filenames and soft similarity, #43532 is about showing diffs in CI/comments, while #45476 is about calling a CI workflow and contains unrelated dummy edits; not the same underlying bug or change." } ] }, @@ -15755,7 +15730,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15771,12 +15746,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "50d5c410d340e7f730b38bad6591181a007e3e897b1946062a59703f75cc1a53", + "prepared_review_unit_hash": "b50a142e8dde3e88a76a40cf16f5af11b467b9b7b2b69e52f72c16ff8921689f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -15784,7 +15759,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -15793,18 +15768,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. The overlap is mostly shared registration/docs scaffolding; the actual targets, pipeline names, and model/test files differ, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These are two separate PRs adding different pipeline features: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding and doc/test patterns, but they do not implement the same underlying change or fix the same concrete code path.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43613 is the better representative because it is the broader, more feature-complete pipeline addition, with more backend/model coverage and a larger integration surface.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the stronger representative of the cluster because it includes broader concrete implementation and test coverage across multiple segmentation model families, making it the more complete standalone change.", + "best_pr_reason": "PR 43613 is the strongest standalone candidate to represent the cluster since it is more comprehensive and touches more of the related visual-segmentation stack.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features with different task names and model support; shared docs/registration code is generic scaffolding, not evidence of the same underlying change." + "reason": "They are different features: concept segmentation vs visual segmentation. Shared docs/tests/registration changes are generic pipeline boilerplate, not evidence of the same bug or change." } ] }, @@ -15818,7 +15793,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15834,12 +15809,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "08af0f941814e2205b1c5d106a540c0fd98b05df8352d43c45273b45a800f28d", + "prepared_review_unit_hash": "8af79e504fb82a09872d8e296bb58c4ea45f5b069846673dc44bd3f9f7917e29", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -15847,7 +15822,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -15856,18 +15831,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests add small extensibility hooks to `Trainer`, but they address different code paths: gradient-accumulation loss scaling vs. dataset column/signature filtering. They are not duplicates.", - "confidence": 0.97, + "summary": "These are two distinct Trainer PRs that both modify src/transformers/trainer.py but address different behaviors: one changes gradient-accumulation loss scaling, the other adds an overridable signature-column helper for column filtering. They are related in scope but not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete bugfix-style change: it directly alters training_step loss scaling behavior and adds a helper to let custom trainers control that path.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43651 is the best representative because it targets a specific runtime behavior with clear user impact, whereas 43663 is a separate Trainer extensibility refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes in `trainer.py`: one alters training-step loss scaling, the other extracts signature-column inspection for column filtering. They are related only at the subsystem level, not the same fix." + "reason": "Do not merge: they touch the same file but fix different code paths. 43651 changes gradient-accumulation loss scaling in training_step; 43663 adds a signature-column helper for column filtering. Same subsystem, not the same underlying bug/change." } ] }, @@ -15881,7 +15856,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15899,63 +15874,63 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "7a91a46c8f5292986da50d6dd5e1711474a63c04818142f29065b4bbe4508c3b", + "prepared_review_unit_hash": "43159e0cb5863f756b7a620adbbef6fbfdaf6c7bde39f192acd7c62633ec7fb3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs target the same TypeAdapter annotation/import problem in `src/transformers/cli/serve.py`. PR 43842 is the most focused fix; 43656 and 43836 look like earlier or broader variants of the same underlying NameError issue.", - "confidence": 0.86, + "summary": "#43842 remains the best standalone PR: it is the narrowest, most targeted fix for the `TypeAdapter`/pydantic import NameError in `serve.py`. #43836 is related but looks broader in the visible diff, with a serve.py refactor and typing cleanup, so it is not safe to treat as the same concrete fix. #43656 is also related but appears to be a different, wider annotation cleanup rather than the same bugfix.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleanest and most specific fix: it directly addresses the `TypeAdapter` NameError when pydantic is absent, with minimal surface area.", + "canonical_pr_reason": "#43842 is the cleanest canonical PR because it directly targets the `TypeAdapter` NameError with a minimal, focused change and the clearest bug-specific intent.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because it targets the exact runtime failure with the smallest, most explicit change set.", + "best_pr_reason": "#43842 is the best overall PR because it is the most precise and least disruptive standalone fix for the runtime import/typing problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both appear to fix the same `TypeAdapter` annotation NameError in `cli/serve.py`; 43656 does it via future annotations/type-hint cleanup, while 43842 uses a more explicit TYPE_CHECKING import/quoted annotation. Same underlying bug, mergeable into one fix." + "accept": false, + "reason": "They overlap in `serve.py` and `TypeAdapter`, but #43656\u2019s visible diff is broader typing cleanup/refactoring, not clearly the same concrete pydantic import bugfix as #43842." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": true, - "reason": "Both are about the same `TypeAdapter` NameError in the CLI serve path and touch the same code locations. 43836 is broader, but the concrete bug being fixed is the same and could plausibly be handled in one PR." + "accept": false, + "reason": "The packet only shows soft similarity and a shared issue target; #43836\u2019s visible diff is a broader `serve.py` refactor plus annotations cleanup, so it is not confidently the same fix or cleanly mergeable into one PR with #43842." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and both soft-edge accepts are conservative enough: 43836 and 43842 clearly overlap on the same serve.py TypeAdapter fix, and 43656 is at least plausibly the same runtime-annotation bug in the same file. No evidence of an overstatement that would justify rejecting." + "accept": false, + "feedback": "The verdict on 43836 vs 43842 is too strong for the evidence in the packet. 43842 is a narrow `TypeAdapter`/pydantic import fix, but 43836\u2019s visible diff is a broader `serve.py` refactor plus annotations cleanup; the packet only shows soft similarity and a shared issue target, not enough to confidently say the two PRs are the same concrete bugfix or cleanly mergeable into one PR. The rejection of 43656 vs 43842 is conservative and fine, but the overall summary overstates the 43836 relationship." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 14, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16021,7 +15996,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16029,56 +16004,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43838-3", + "cluster_id": "cluster-43973-2", "nodes": [ - "pull_request:43838", "pull_request:43973", "pull_request:45283" ], "soft_pairs": [ - "pull_request:43838|pull_request:45283", "pull_request:43973|pull_request:45283" ], - "prepared_review_unit_hash": "a577666818cc64ae8e846b3dd2c6891718952d9bcd7f6c422d518f83a0ae1523", + "prepared_review_unit_hash": "d6c7bd944f59acfc27935dd7a1b4ea5eb4511346f4a24dd7af3c5b6c181287cd", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 8697, - "estimated_input_tokens": 2175, - "estimated_eval_tokens": 4606 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5195, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 8697, - "estimated_input_tokens": 2175, - "estimated_eval_tokens": 4606 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5195, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only by broad Qwen/audio metadata, not by the same underlying change. 43838 is the strongest standalone PR here; 45283 is a separate GGUF-loading mapping update, and 43973 is another distinct audio model addition. None of the soft pairs should be merged as duplicates.", - "confidence": 0.89, + "summary": "These two PRs are unrelated: #43973 adds a new Lfm2Audio model integration with docs/tests, while #45283 adds GGUF loading support for Qwen3.5. They do not share the same underlying bug or code change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43838 is the most mature and self-contained candidate: it has an explicit issue target, much more discussion/review activity, and a full implementation/test/docs footprint.", + "canonical_pr_reason": "No canonical PR: the changes target different features and code paths, so they are not duplicates or mergeable as one fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43838 is the best representative for the cluster because it is the most complete, most reviewed, and most clearly scoped model-support addition; the other PRs are separate feature tracks.", + "best_pr_reason": "Neither PR is a strong global representative of the other; they address separate subsystems and different user-visible goals.", "soft_edge_verdicts": [ - { - "left": "pull_request:43838", - "right": "pull_request:45283", - "accept": false, - "reason": "43838 adds Qwen3-ASR model support and docs; 45283 only adds Qwen3.5 GGUF metadata/mapping support. They touch different code paths and could not plausibly be merged into one PR." - }, { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "43973 adds Lfm2Audio model support, while 45283 is a GGUF-loading integration change for Qwen3.5. Same broad audio/modeling area, but not the same bug or change." + "reason": "Different workstreams: Lfm2Audio model addition vs Qwen3.5 GGUF mapping/loading support. No shared concrete bug or fix path." } ] }, @@ -16092,7 +16059,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -16158,8 +16125,8 @@ "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", @@ -16167,11 +16134,11 @@ "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:44071|pull_request:44086", - "pull_request:43997|pull_request:44073", "pull_request:44059|pull_request:44071", + "pull_request:43997|pull_request:44073", "pull_request:44017|pull_request:44071", - "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44068", + "pull_request:44073|pull_request:44101", "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", "pull_request:44073|pull_request:44161", @@ -16205,250 +16172,280 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "675923cc03cb926bfc0681b295d1d1d5f3958ccfc2817c163fee1432f6876ce0", + "prepared_review_unit_hash": "ade9e98caf599ae9204c27749bc325fafea1163ff67b460a19f8f2f6930a048f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76932, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a family of model-specific refactors to standardized output tracing/decorator-based return handling. Most PRs are related only by the umbrella output-tracing effort, not by the same concrete code change. The only strong near-duplicate is the GPT-J/CodeGen refactor pair.", - "confidence": 0.72, + "summary": "This cluster is mostly a topical set of model-specific output-tracing refactors. Most PRs share the same modernization pattern but touch different model code paths, so they are not duplicates. The only clear duplicate-like subclusters are GPT-Neo and GPTJ/CodeGen variants of the same decorator migration.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative: it is an explicit output-tracing refactor with the shared 43979 target, touches the concrete GPT-J/CodeGen code path, and reads like the most complete version of that specific change.", + "canonical_pr_reason": "PR 44722 is the best representative of the GPTJ/CodeGen output-tracing refactor subcluster: it is the latest, broadest instance of that exact decorator migration and overlaps directly with 44066 and 44085.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 best captures the cluster\u2019s core change pattern and is the clearest anchor for the GPT-J/CodeGen duplicate candidate set.", + "best_pr_reason": "PR 44722 is the clearest single representative for the repeated GPTJ/CodeGen standardized output-tracing change, with the most complete-looking implementation among the near-duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same general output-tracing theme, but different model scope; not the same concrete change." + "reason": "Different model families and files; only the output-tracing theme is shared." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are standardized output refactors, but they target different models and code paths." + "reason": "Both are output-tracing refactors, but they target different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Very similar theme, but 44066 also changes CodeGen; scope is not clearly the same PR." + "accept": true, + "reason": "Both modify GPTJ output tracing in modeling_gptj.py and look like the same decorator-migration change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are refactors for output tracing, but one is ResNet/RegNet and the other is EfficientNet; not duplicates." + "reason": "RegNet/ResNet-family refactors with different implementations; same general pattern, not the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and different forward paths; umbrella issue match is not enough." + "reason": "EfficientNet and GPTJ/CodeGen are unrelated code paths despite similar output-tracing cleanup." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Unrelated model families; only share the broad output-tracing migration theme." + "reason": "GPTJ/CodeGen vs EfficientNet: different models and different concrete changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different backbones and different implementation details; not the same underlying bug/change." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Both are decorator refactors, but they affect different models and code paths." + "reason": "GPTJ/CodeGen refactor and MGP-STR refactor are different model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Same broad refactor theme, but MPT and GPT-J are distinct code paths." + "reason": "GPTJ/CodeGen and MPT are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "Related output-tracing refactors, but GPT-Neo and GPT-J are not the same change." + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same file and appear to be the same decorator migration." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; shared refactor style is not enough." + "reason": "GPTJ/CodeGen versus GPT-Neo; same pattern, different model code." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models and different forward implementations." + "reason": "GPT-Neo and GPTJ/CodeGen are distinct model changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; only the umbrella refactor pattern matches." + "reason": "ResNet output tracing and GPTJ/CodeGen output tracing are unrelated changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model-specific changes." + "reason": "MGP-STR and GPTJ/CodeGen are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet refactor and GPT-J refactor are distinct code changes." + "reason": "ResNet and GPTJ are different refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different implementations; not a duplicate." + "reason": "GPT-Neo and ResNet are unrelated changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different backbone families; same migration style only." + "reason": "ResNet and MPT are unrelated model refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; not the same bug/change." + "reason": "GPT-Neo versus Flaubert; same theme, different model implementation." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors despite similar goals." + "reason": "GPT-Neo and GPTJ/CodeGen are different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model paths." + "reason": "MPT and GPTJ/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "Different models and different output-handling implementations." + "reason": "GPT-Neo and Flaubert are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated; only the output-tracing theme is shared." + "reason": "GPT-Neo and MGP-STR are unrelated changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "Different models and different scopes." + "reason": "GPT-Neo and GPTJ are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are distinct code paths." + "reason": "GPT-Neo and MGP-STR are not the same underlying change." }, { "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are unrelated refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44085", "accept": false, - "reason": "RegNet and VisualBert are different models; not the same change." + "reason": "MPT and GPTJ are different model refactors." }, { "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MPT are separate implementations; same refactor theme only." + "reason": "GPT-2 and MGP-STR touch different code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J output tracing versus MGP-STR output tracing; different code paths." + "reason": "GPTJ and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing and GPTJ/CodeGen output tracing are different changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are unrelated model-specific refactors." + "reason": "ViLT and Flaubert/XLM are different models and different refactors." }, { "left": "pull_request:44073", - "right": "pull_request:44161", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are distinct code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBert and LongT5 are different models; not duplicates." + "reason": "SegFormer and GPTJ/CodeGen are different model refactors." }, { - "left": "pull_request:44101", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert and LongT5 target different architectures and return paths." + "reason": "SegFormer and LongT5 are unrelated changes." }, { "left": "pull_request:44017", - "right": "pull_request:44018", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and GPT-Neo are unrelated changes." + "reason": "SegFormer and VisualBert touch different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPNet are different models; no shared concrete bug." + "reason": "GPT-Neo and MPT are different refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "MPT and ImageGPT are separate output-tracing refactors." + "reason": "RegNet and MPNet are unrelated refactors." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are different code paths." + "reason": "TextNet and Flaubert/XLM are different model changes." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated beyond the generic refactor theme." + "reason": "MPNet and LongT5 are unrelated changes." }, { "left": "pull_request:43997", @@ -16456,151 +16453,94 @@ "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." - }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 do not share the same underlying change." + "reason": "TextNet and LongT5 are unrelated refactors." }, { "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPT are different backbones; same umbrella issue is insufficient." + "reason": "RegNet and MPT are different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are separate model-specific refactors." + "reason": "SqueezeBert and MPT are unrelated model changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different architectures and code paths." + "reason": "SqueezeBert and VisualBert are different model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model families." + "reason": "GPT-Neo and SpeechT5 are unrelated changes." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are different implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet and SpeechT5 are not the same underlying change." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are separate refactors." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 have different forward/output paths." + "reason": "RegNet and TextNet are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated beyond the refactor pattern." + "reason": "CVT/FNet and LongT5 are unrelated model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT and SegFormer are different model-specific changes." + "reason": "CVT/FNet and SegFormer are different model changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are not the same code-path fix." + "reason": "SqueezeBert and DeBERTa are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and TextNet are separate output-tracing refactors." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code path; 44722 looks like a later rebased/expanded version of the same change." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": false, - "reason": "Very similar topic, but 44085 is GPT-J-only while 44722 also includes CodeGen; not clearly the same exact change." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J output tracing versus SpeechT5 output tracing are unrelated." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet and ResNet/RegNet are different model families; no duplicate evidence." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are separate model-specific refactors." + "reason": "DeBERTa and TextNet are different model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and VITS are different code paths and architectures." + "reason": "DeBERTa and VITS are unrelated changes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated models; same refactor theme only." + "reason": "FocalNet and ImageGPT are different model code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about non-duplicate model-specific refactors. The accepted soft-edge pairs (GPT-Neo and GPTJ/CodeGen variants) look mergeable into single PRs for the same bugfix, and the rejected pairs are appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 16, - "component_count": 24, + "component_count": 23, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -16624,20 +16564,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "ef6a9f020cda65bc8a8cccc2827232d9d7a6745c8804f9843d2c59f8c3a80b42", + "prepared_review_unit_hash": "ab5fd9960a19b8b59ff4e0a037ea9f39eb3a3087d500964c589aa796c4477df9", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13068, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -16646,42 +16586,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all separate model-by-model refactors for standardized output tracing/capture, not duplicates of the same code change. They share the same migration theme but touch different model implementations and code paths.", + "summary": "These PRs are all related to the same framework-wide output-tracing refactor pattern, but they touch different model implementations and code paths, so they should not be treated as duplicates or merged together.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical duplicate PR stands out; the closest representative is 44073 because it cleanly wires in capture_outputs and _can_record_outputs for one model, but the other PRs are still distinct model-specific changes.", + "canonical_pr_reason": "PR #44129 is the strongest representative because it has an explicit issue target and a concrete standardized output-capture refactor in one model implementation.", "best_issue_reason": null, - "best_pr_reason": "44073 is the best representative of the cluster\u2019s theme: a focused, self-contained standardized output-tracing refactor with explicit model output-recording setup.", + "best_pr_reason": "PR #44129 is the best global representative of the cluster: it is clearly titled, tied to a tracking issue, and shows a substantive end-to-end output-tracing migration.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) with different code paths; same migration pattern, not the same underlying change." + "reason": "Same refactor theme, but VisualBert and TextNet are separate model code paths; this is parallel implementation work, not one shared bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both add standardized output capture, but they target different models (MPNet vs VisualBert) and different model internals; not mergeable as one duplicate PR." + "reason": "Both standardize output tracing, but MPNet and VisualBert have distinct model internals and files, so they are not the same concrete PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor family, but distinct model implementations (MPNet vs TextNet) and separate forward/output wiring; not the same concrete bug or change." + "reason": "Related output-capture migration only; MPNet and TextNet changes are independent model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; these are parallel refactors, not duplicate fixes." + "reason": "RegNet and SqueezeBERT are unrelated implementations; similarity is only at the refactor pattern level, not the underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert output-collection refactor and SpeechT5 output-tracing refactor are different model-specific changes despite similar terminology." + "reason": "Both update output tracing, but they target different models and different forward paths, so they should not be collapsed into one duplicate set." } ] }, @@ -16695,7 +16635,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16760,7 +16700,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "e39351b5510747e009cf6432229fb40128fe942d1722c5dc313c88a77262b824", + "prepared_review_unit_hash": "63c1b9e1f428e203d9a81d7497ed245031af481a5f61f6d0814cbce058b061a8", "component_budget": { "node_count": 13, "item_count": 13, @@ -16782,252 +16722,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a family of independent PRs that all refactor output tracing / `can_return_tuple` handling across different model implementations. They share the same theme, but each targets a different concrete code path, so they should not be merged as duplicates.", - "confidence": 0.96, + "summary": "This cluster is a set of similarly themed but model-specific output-tracing refactors. They share implementation patterns and naming, but they do not look like the same underlying bug or change, so they should not be deduplicated together.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No issues are present; among the PRs, #44003 is the best representative because it touches two closely related Mamba implementations and shows the shared output-capturing refactor most clearly.", + "canonical_pr_reason": "No canonical PR: these are separate model-specific refactors in different code paths, not one change that subsumes the others.", "best_issue_reason": null, - "best_pr_reason": "#44003 is the strongest representative of the cluster: it is a more substantial refactor, spans related model files, and best exemplifies the shared output-tracing change pattern.", + "best_pr_reason": "No best PR for deduping; at most these are related by a common refactor pattern, but each PR targets a different model implementation.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different models (`timm_backbone` vs `upernet`) and unrelated code paths." + "reason": "timm_backbone and upernet are different model code paths; same refactor theme, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different model families (`timm_backbone` vs `vision_text_dual_encoder`)." + "reason": "Different models and files; only the output-tracing pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Shared output-tracing cleanup, but `timm_backbone` and `univnet` are unrelated implementations." + "reason": "Separate model implementations; no shared concrete bug or patch." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks (`timm_backbone` vs Mamba/FalconMamba); same pattern, not the same bug/change." + "reason": "timm_backbone vs mamba/falcon_mamba are unrelated model internals." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Both refactor tracing, but `timm_backbone` and `rwkv` are separate code paths with no shared concrete fix." + "reason": "Different architectures and code paths; similarity is only at the refactor level." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Similar tracing refactor, but `mobilenet_v1` and `univnet` are different models and changes are not mergeable as one PR." + "reason": "MobileNetV1 and UnivNet are unrelated models; same helper migration pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` and `upernet` share a theme only; they fix different model-specific forward paths." + "reason": "Different model families and files; not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both are tracing refactors, but they apply to different depth-related models and distinct code paths." + "reason": "MobileNetV1 vs Depth Anything are separate changes in separate models." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated architectures; same refactor pattern is not enough." + "reason": "Different model code paths; shared tracing refactor theme is too broad." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `speech_encoder_decoder`), so this is not one underlying change." + "reason": "MobileNetV1 and Speech Encoder-Decoder are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Both modernize output handling, but `vision_text_dual_encoder` and `univnet` are separate concrete implementations." + "reason": "Vision-Text Dual Encoder and UnivNet do not fix the same concrete issue." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Same broad refactor style, but `vision_text_dual_encoder` and `upernet` do not share a single code-path fix." + "reason": "Different model-specific API refactors; not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` vs Mamba/FalconMamba: different subsystems, so not duplicates." + "reason": "Vision-Text Dual Encoder vs Mamba/Falcon Mamba are distinct code paths." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Same output-tracing theme, but these are separate model refactors with different forward signatures." + "reason": "Separate models and separate output contracts; not a duplicate patch." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated; the overlap is only in output-tracing cleanup." + "reason": "UnivNet and UperNet are unrelated models; only the refactor pattern is shared." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model code paths (`univnet` vs Mamba/FalconMamba); not the same bug or fix." + "reason": "Different model families and different implementation targets." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Both are tracing refactors, but `univnet` and `depth_anything` are distinct model implementations." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "`univnet` and `codegen` target different forward logic; shared theme only, no duplicate change." + "reason": "UnivNet vs Depth Anything is not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated model paths; the PRs are not the same concrete fix." + "reason": "UperNet and RWKV are separate model implementations with different patches." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`upernet` vs Mamba/FalconMamba), so these are separate refactors." + "reason": "UperNet and Mamba/Falcon Mamba are unrelated code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba output tracing vs `codegen` cache/output handling are different code paths." + "reason": "Both are output refactors, but CodeGen and Mamba/Falcon Mamba are different concrete model changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated implementations; same refactor pattern does not make them duplicates." + "reason": "timm_backbone and CodeGen are unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` differ in model architecture and forward semantics." + "reason": "UnivNet and CodeGen do not share a single code path or bug." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` touch different subsystems and are not one mergeable change." + "reason": "UperNet and CodeGen are separate changes in different models." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are separate code paths; only the refactor style matches." + "reason": "Vision-Text Dual Encoder and CodeGen are unrelated beyond the generic refactor theme." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are output-tracing refactors, but `depth_anything` and `vision_encoder_decoder` are different model families." + "reason": "Depth Anything and Vision-Encoder-Decoder are distinct model-specific PRs." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated implementations, so not the same underlying change." + "reason": "Depth Anything and Speech Encoder-Decoder are separate implementations." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` vs `superpoint`: different model code paths with only thematic overlap." + "reason": "Depth Anything and SuperPoint are unrelated models and patches." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated; same output-tracing cleanup pattern only." + "reason": "Depth Anything and RWKV are different code paths with no shared concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` target different architectures and cannot be merged as one PR." + "reason": "Depth Anything and DPR are separate model refactors, not one mergeable change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` share only the tracing-refactor theme, not a concrete bug fix." + "reason": "Vision-Encoder-Decoder and RWKV are unrelated model families." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related in naming, but still separate code paths and PRs." + "reason": "Vision-Encoder-Decoder and Speech Encoder-Decoder are different model-specific changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are different model implementations, so this is not duplicate work." + "reason": "Vision-Encoder-Decoder and SuperPoint do not share the same concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are distinct forward paths; same general refactor style only." + "reason": "Different models and different output-handling code." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model changes, despite similar output-tracing cleanup." + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated model implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` affect different code paths and are not the same concrete change." + "reason": "Speech Encoder-Decoder and RWKV are distinct patches for different code paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate models; no shared duplicate bug is evident." + "reason": "Speech Encoder-Decoder and DPR are not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated implementations; same refactor theme is insufficient." + "reason": "SuperPoint and RWKV are different models; similarity is only thematic." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are different code paths, so they should remain separate PRs." + "reason": "SuperPoint and DPR are separate refactors in separate models." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are distinct model changes with no shared concrete fix." + "reason": "RWKV and DPR are unrelated concrete changes." } ] }, @@ -17041,7 +16975,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17060,12 +16994,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "b968fb6bc2fe42f3ed81c540ecec7177b3978c1b75a1d2c84ef7dff5e2b1ef2b", + "prepared_review_unit_hash": "a6804fbf456883f0f64206da648370eaf7865071a474d758f725c0c78aa0f1a8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11071, + "serialized_chars": 11072, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -17073,7 +17007,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11071, + "serialized_chars": 11072, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -17082,30 +17016,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). The shared file patterns are just Transformers boilerplate, not the same underlying change.", - "confidence": 0.98, + "summary": "All three PRs are separate model-implementation additions that happen to share the same Transformers boilerplate and auto-registration files; they are not duplicates of one another.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR here: each PR implements a different model and code path, so they should stay separate.", + "canonical_pr_reason": "No single canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are different models with distinct codepaths and test suites.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest standalone candidate: it is non-draft, has a full model integration including conversion tooling and tests, and appears more complete than the draft Voxtral TTS PR.", + "best_pr_reason": "None of these is a better global representative than the others; each is an independent model addition rather than the same fix/change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and tasks (PenguinVL vs Voxtral TTS); the overlap is only in shared Transformers scaffolding and docs/auto-registry files." + "reason": "Different model integrations (PenguinVL vs Voxtral TTS). Shared auto/docs scaffolding is expected boilerplate, not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both add unrelated model implementations for different architectures; shared filenames are generic integration points, not evidence of the same bug or change." + "reason": "Different models and implementations. Similar registration/docs files do not indicate the same bug or mergeable combined PR." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model additions with different code paths and assets; they are not plausibly mergeable into one PR." + "reason": "Distinct model support additions (DeepSeek-OCR-2 vs Voxtral TTS) with different codepaths; overlap is only template-level Transformers integration." } ] }, @@ -17119,7 +17053,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17135,7 +17069,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "740406d4aba4a9eef4c26cdcd9008e7364af201a307f74c44f2e12bbd9ce2d47", + "prepared_review_unit_hash": "59c9ada948fc2080d23c66590cbcd737af0887a930b61588dd75e2eb19c4b85b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17157,18 +17091,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about fusion, but they target different layers: one introduces a general Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and related integration changes. They are thematically related but not the same underlying change.", - "confidence": 0.91, + "summary": "Both PRs are about fusion mechanisms in Transformers, but they address different layers: one introduces a generic module-fusion API, the other adds `KernelConfig`-driven n-to-1 kernel fusion and integration plumbing. They are related in theme, not the same concrete change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "Choose PR 45363 as the representative PR because it spans the actual end-to-end kernel-fusion integration path across core modules, config, and an example, whereas PR 44979 is a narrower standalone API addition.", + "canonical_pr_reason": "PR #44979 is the more foundational, self-contained fusion API change: it adds a new `module_fusion.py` abstraction and tests, making it the clearest representative of the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the strongest cluster representative: it is a concrete, multi-file implementation of kernel fusion behavior and is more complete than the standalone Module Fusion API proposal in PR 44979.", + "best_pr_reason": "PR #44979 is the best single representative because it defines the underlying fusion API directly, while #45363 is a separate, more implementation-specific kernel-fusion integration.", "soft_edge_verdicts": [ { - "left": "pull_request:44979 (Module Fusion API)", - "right": "pull_request:45363 (n-to-1 kernel fusion via `KernelConfig`)", + "left": "pull_request:44979", + "right": "pull_request:45363", "accept": false, - "reason": "Related fusion infrastructure, but different artifacts and different concrete changes: a new module-fusion API versus kernel-fusion integration and example code. They do not look mergeable as one PR." + "reason": "Related fusion topic, but not the same change: #44979 adds a generic module-fusion API, while #45363 wires `KernelConfig` into model loading for n-to-1 kernel fusion. They could not realistically be merged as one PR without conflating distinct features." } ] }, @@ -17182,7 +17116,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17198,12 +17132,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "bcadfdf72acceb8dc1cfbea34780e84b56ef5305fe9e4f1c12fb4c06e20a01aa", + "prepared_review_unit_hash": "915a547f788c2f1239d646fbde2d4334a86a30f1eb578bca81dadc748813a826", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17211,7 +17145,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17220,18 +17154,18 @@ "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`; 45317 is the more complete version because it adds tests and has clearer context.", - "confidence": 0.98, + "summary": "Both PRs implement the same fix for the Mistral regex patch AttributeError in the same file; 45317 is a more complete version with tests, so these look like duplicate PRs for the same underlying bug fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical choice: it addresses the same bug as 45086 but includes test coverage and a fuller implementation description, making it the more complete fix.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster because it fixes the concrete Mistral pre-tokenizer AttributeError and verifies the behavior with tests.", + "best_pr_reason": "PR 45317 is the strongest representative overall: same code-path fix, same target issue, and added tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code path in `src/transformers/tokenization_utils_tokenizers.py`; 45317 is essentially an expanded version of 45086 with tests, so these are duplicate fixes that could plausibly be merged into one PR." + "reason": "Same bug fix in the same function and file, with identical core code change; the second PR just adds test coverage, so they are the same underlying change." } ] }, @@ -17245,7 +17179,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17261,40 +17195,40 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2585854094ac5783b4115ee2ded38e437fd8e270b30c53381b74f1b7f65c5aa7", + "prepared_review_unit_hash": "e248c62f136eeddad1d0d7c4e4d95143d3ceded5a43b78479c127910e652e9a5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6137, - "estimated_input_tokens": 1535, - "estimated_eval_tokens": 3326 + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6137, - "estimated_input_tokens": 1535, - "estimated_eval_tokens": 3326 + "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": "Both PRs work on Nemotron-H, but they target different concrete changes: #45115 is a narrower refactor around inheriting GraniteMoeHybrid and conversion/key renaming, while #45569 is a broader model-family split that adds dense/sparse variants, auto-mapping, config updates, and tests. They are related but not duplicates.", - "confidence": 0.94, + "summary": "These PRs are related to NemotronH, but they are not the same change: #45115 is a focused inheritance/refactor plus conversion-mapping work, while #45569 is a broader implementation split that introduces distinct Dense/Sparse model packages, docs, auto-mapping updates, and tests.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better representative PR for this cluster because it is the more complete, newer implementation of the Nemotron-H family split and includes the full set of codepaths and tests, whereas #45115 is a narrower refactor focused mainly on inheritance and checkpoint conversion naming.", + "canonical_pr_reason": "#45569 is the better canonical PR for this cluster because it is the broader, more complete NemotronH architecture change and includes the concrete model/package split, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the strongest standalone PR: it covers the actual model/configuration registration work for Nemotron-H dense and sparse variants across auto mappings and tests. #45115 is useful background but is too narrow to serve as the main cluster representative.", + "best_pr_reason": "#45569 best represents the cluster because it covers the larger end-state change; #45115 is a narrower precursor/refactor centered on inheritance and conversion mappings.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related Nemotron-H work, but not the same underlying bug/change. #45115 is a focused GraniteMoeHybrid-style refactor and conversion-mapping rename, while #45569 introduces separate dense/sparse model variants, config enum updates, auto-class wiring, and tests. These would not plausibly be merged as one PR." + "reason": "Reject: they share a subsystem and some files, but the concrete change is different. #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid-compatible structure and mapping keys, while #45569 introduces separate NemotronHDense/NemotronHSparse models, docs, auto-mapping, and tests. They would not plausibly merge as one single PR without collapsing distinct workstreams." } ] }, @@ -17308,7 +17242,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17324,7 +17258,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "06c45e7a2683c407ff688dd9a6a0c90e4a0ff32effbc9fccd9f68e1b2b04c6ea", + "prepared_review_unit_hash": "59449caedd769c3a356725ea8f1d27c3894895ae06e3ea3dc58835882c44a8d5", "component_budget": { "node_count": 2, "item_count": 2, @@ -17346,18 +17280,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target heterogeneous-layer support, but they are not the same change: #45333 is config-only, while #45332 extends the feature into cache/modeling paths and multiple model files. Related, but not duplicate enough to merge as one PR.", + "summary": "Two related feature PRs in the heterogeneous-config/modeling area, but they are not the same concrete change: one adds per-layer config plumbing, the other adds broader heterogeneous runtime/model support. They overlap in shared helper/config files but target different layers of the feature stack.", "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the broader end-to-end implementation of heterogeneous model support, covering config plus modeling/cache integration, so it is the better representative PR for the cluster.", + "canonical_pr_reason": "PR #45332 is the broader representative: it covers heterogeneous modeling/runtime support in addition to the config plumbing, so it best captures the combined feature direction of the cluster.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the more complete and central change; #45333 looks like a narrower prerequisite/subfeature rather than a duplicate of the full implementation.", + "best_pr_reason": "PR #45332 is the most complete and central artifact for the heterogeneous feature work; PR #45333 is narrower and mainly foundational config support.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share heterogeneous-config code, but #45333 only adds per-layer config while #45332 also changes cache/modeling logic and model-specific files. Same feature area, not the same concrete change or code path." + "reason": "Related, but not duplicate: #45333 adds per-layer configuration support, while #45332 adds heterogeneous model/runtime behavior that consumes such config. They touch overlapping helpers but do not fix the same concrete code-path problem and would not be merged as one PR without losing separation of concerns." } ] }, @@ -17371,7 +17305,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 24, + "component_count": 23, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17387,7 +17321,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "45b9a731de260927adf80c4322c007a33d08ee64acba4a009b3319e61400c0cd", + "prepared_review_unit_hash": "f3ca094bb5f7a2dbe8b71b86b15f4868b20cad39a174e6c2dacdc9621cc8e94d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17409,81 +17343,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-focused maintenance, but they target different scopes: one is a broad type-checking sweep across many transformers modules, while the other adds specific typing support around modeling_utils/PEFT integration. They are related, but not the same underlying change.", + "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 adds specific typing protocols/aliases and updates a few targeted files. I would not merge them as duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more focused and self-contained typing change, centered on concrete protocol/alias additions and modeling_utils integration; PR #45415 is a broad repo-wide type-checking pass.", + "canonical_pr_reason": "#45425 is the better canonical PR for this cluster because it is a focused typing-infrastructure change centered on _typing.py and model-related annotations, whereas #45415 is a much broader mechanical type-checking pass across many files.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the best representative of the cluster because it is narrower and more specific, making it a cleaner exemplar than the wide-ranging type-checking sweep in #45415.", + "best_pr_reason": "#45425 is the best representative PR here: it is more self-contained and easier to identify as a concrete typing fix/change. #45415 is too broad and looks like a general sweep rather than the same underlying patch.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they address different changes: #45415 is a broad type-checking cleanup across many files, while #45425 adds focused typing support for modeling_utils/PEFT. They do not look mergeable as one 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": 24, - "component_count": 24, - "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-45565-2", - "nodes": [ - "pull_request:45565", - "pull_request:45575" - ], - "soft_pairs": [ - "pull_request:45565|pull_request:45575" - ], - "prepared_review_unit_hash": "32f68244295d4371bc1aa86f3721e6c39c2b73a85a273a0be48febffd38798d8", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4253, - "estimated_input_tokens": 1064, - "estimated_eval_tokens": 2384 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4253, - "estimated_input_tokens": 1064, - "estimated_eval_tokens": 2384 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Both PRs patch the same continuous-batching warning block in `src/transformers/generation/utils.py` and address the stale `num_return_sequences` warning; they look like two variants of the same fix, with 45575 being the narrower direct edit.", - "confidence": 0.88, - "canonical_issue_reason": null, - "canonical_pr_reason": "45575 is the cleaner, more directly scoped fix: it removes the stale `num_return_sequences` warning and leaves the remaining `num_beams` check/message aligned with the code path.", - "best_issue_reason": null, - "best_pr_reason": "45575 best represents the cluster because it most precisely matches the underlying warning bug with minimal code churn.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45565", - "right": "pull_request:45575", - "accept": true, - "reason": "Same file, same `generate()` continuous-batching branch, same stale warning problem; the two diffs are close enough that they could plausibly be merged into one PR." + "reason": "Reject: both are about typing, but they address different scopes and concrete changes. #45415 is a wide package-level type-checking pass, while #45425 adds specific typing aliases/protocols for modeling_utils/peft-related code. They do not look like the same underlying fix and would not plausibly be merged as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 7c0e6df6a98965b7d780ee95060571144562fb4c..70436907c0130d870fa77d11f3b76d31dd73b395 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260422t120052z", + "analysis_id": "hybrid-model-20260422t180025z", "archived_artifacts": { - "hybrid": "snapshots/20260422T120052Z/analysis-runs/hybrid-model-20260422t120052z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260422T120052Z/analysis-runs/hybrid-model-20260422t120052z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { 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closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44514-6", + "canonical_pr_number": 44535, + "duplicate_pr_numbers": [ + 44543 + ], + "target_issue_number": 44521, + "reason": "PRs in cluster-44514-6 are treated as duplicates because they converge on issue #44521 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-44514-6", + "issue_number": 44521, + "reason": "Issue #44521 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 8 discussion comments plus 5 inbound references.", + "score": 181.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..d7b35fefd97e01f8d7545b7138b97a8577e4e810 --- /dev/null +++ b/snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17369 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260422T180025Z", + "generated_at": "2026-04-22T18:09:32Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "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": "dfe6a0a7ff27be9c299961655d69ea55daa906853cef8388929fbccc1533780f", + "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 look like two model-loading/download complaints and one unrelated tokenization bug; the broadest and most representative issue is the general model-load failure in 16618.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 16618 is the most general user-facing model-loading problem, while 15980 is specifically about private-model auth/error wording and 13244 is a separate Tapas tokenization mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 best captures the cluster\u2019s shared theme of failing to load a model and is the broadest candidate for deduping nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problem: Tapas tokenization parity with TensorFlow vs a model-loading failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is about private-model download/auth error messaging; 16618 is a generic inability to load a specific public model, so the concrete bugs do not clearly match." + } + ] + }, + "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": 13, + "review_unit_index": 1, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + 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"issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43716|issue:44918", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43866|issue:44863", + "issue:43039|issue:44560", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43404|issue:43866", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "1d45e9f2626283393ba1a8f1d44e10970986d33bdd899613e91e76a710122e52", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + 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I only see one true duplicate pair: the two DeepSpeed ZeRO-3 Bert index-out-of-bounds reports. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43596 is the cleaner canonical issue: it reports the same DeepSpeed ZeRO-3 + Bert index-0 out-of-bounds failure as issue:43638, and it is the earlier report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best representative of the only confirmed duplicate group in this set, with the clearest same-code-path failure description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but they describe different failures and code paths: missing config field vs streaming chat/completions behavior." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and failure modes: Mistral-3 image/text dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different models and different bugs: autocast dtype mismatch in Phi-tiny-MoE vs GPU backend failure in GPT-OSS." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model implementations and error types; no shared concrete code-path bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and subsystems: Qwen-3 NVFP4 runtime error vs GPT-OSS AMD GPU issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different problems: DeepSpeed collective mismatch in training vs ModernBERT ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export bug versus Qwen3MoE FP8 config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert are unrelated failures." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup issues, but they target different removed features and different pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems: ONNX export vs GenerationMixin import path breakage." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index errors, but the specific symptoms and contexts differ; not the same underlying bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error shape/context: Bert ZeRO-3 index-0 OOB vs mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model and failure mode: tensor/mask shape mismatch vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different bugs: mask shape mismatch vs Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping model addition bug is unrelated to the mask/tensor shape error." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but collective mismatch and Bert index-out-of-bounds are distinct failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 + Bert index-0 out-of-bounds error on the same code path; these look like duplicate reports." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different model/task issues: detokenization bug vs LoRA merge/save/reload output mismatch." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy path and GPT-OSS tensor-parallel failure are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and different failure modes: Qwen-3 NVFP4 runtime error vs LoRA weight merge/save inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputed size mismatch is unrelated to the mask shape error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed training issues, but the concrete errors and triggers differ." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Different models and domains: detokenization vs AMD GPU runtime failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP size mismatch is unrelated to the custom trainer loss signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and code paths; same distributed-training theme is too broad for duplicate triage." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 preprocessing dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config attribute error and Mistral tokenizer patch crash are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different failures: collectives mismatch in Deepspeed vs trainer API change." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy usage is unrelated to the mask/tensor shape mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP bug and GenerationMixin import error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are DeepSpeed-related, but Qwen/Gemma-style loading issues are not the same as the Bert ZeRO-3 index bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different removed APIs and should not be merged as duplicates." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3TextConfig missing sliding_window_pattern and Qwen3 cuda assert are different failures." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loading failure are different underlying problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different issues: Liger kernel cross-entropy call vs Qwen3-vl video StopIteration." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model load failure and checkpoint corruption are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3/Gemma sliding-window problems with different configs and symptoms." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask shape/index tensor mismatch is unrelated to Bert ZeRO-3 index-out-of-bounds." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5, but one is transformers chat crash and the other is streaming chat/completions failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic model breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Phi-tiny-MoE autocast mismatch are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding-window config issue are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are different code paths." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM config error and Qwen3 auto device mapping cuda assert are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the lone accepted duplicate pair (issue:43596 / issue:43638) is supported by the titles and the high similarity score. The other soft-edge verdicts are conservatively rejected rather than overstated. No PR-pair concerns apply because there are no PRs in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:44661|issue:45464", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:43828|issue:44928", + "issue:39692|issue:43054", + "issue:41553|issue:43883", + "issue:43866|issue:44403", + "issue:36331|issue:41762", + "issue:44560|issue:45507" + ], + "prepared_review_unit_hash": "da7f744214f9226c785285d5928d31b8e78187e6a1702bc70686eaba85ed9e29", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft similarities are too weak to treat as duplicates from the packet alone. The only clearly duplicate-like chain is the non-persistent-buffer regression cluster around issue:43950; the SigLIP2 pair is not strong enough to merge conservatively.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer regression: it directly names the v5 loading corruption and is the most specific statement of the bug in this group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the most actionable standalone report here: it is specific, clearly described, and captures the core regression without overgeneralizing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 config-related regressions, but the concrete failures differ: missing StableLmConfig field vs a PretrainedConfig/pydantic field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both touch v5 and model weights, but one is an int4 memory/OOM regression while the other is a tied-weights issue on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but the failures are different: torch dynamo grouped_mm tracing vs tensor-parallel support not working." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and different failure modes: autocast dtype mismatch in Phi-tiny-MoE versus streaming chat/completions failure on Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized is a model-loading API break; the other report is a pydantic/PretrainedConfig regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF support for gpt-oss and Qwen3.5 streaming inference are unrelated problems." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling is unrelated to the PretrainedConfig/pydantic break." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer mapping/add-new-model-like failure is a different code path from the Qwen3.5 streaming issue." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading/config errors, but they concern different models and different missing attributes/key errors." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are about SigLIP2, but the packet only shows a docs/example plus quantization-failure report versus a broader bad-output/embedding-quality report; that is not enough to call the same bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing on Mixtral and missing Float8 storage are unrelated runtime failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index/shape errors, but one is a mask-length mismatch and the other is a DeepSpeed ZeRO-3 init/index-out-of-bounds problem." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "Different MoE-related failures: FineGrainedFP8Config vs torch dynamo grouped_mm tracing." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and a GLM5 issue are not the same bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and TRL unpacking failure are different training/runtime issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader translation-model v5 report." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading is a different model-loading bug from tied weights." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior does not match the tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to a docs command reference issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3MoE and flash-attn2 fallback blocking are different subsystems and symptoms." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT unpacking on Qwen3.5 is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and removed run-command docs are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization and Qwen-3-8B-NVFP4 runtime errors are different model-specific bugs." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same v5 regression where non-persistent buffers are corrupted or filled with junk during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying non-persistent-buffer regression: one report states the corruption directly and the other describes the same junk-filled buffer behavior." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention Qwen/MoE-style runtime problems, but autocast dtype mismatch is not the same as the 3D position_ids/BF16-collapse report." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "The packet does not establish the same bug: one is a docs/example plus quantization-failure report, the other is a broader poor-embedding result report." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "AutoTokenizer loading error for Voxtral and missing all_tied_weights_keys on MolmoForCausalLM are different loader/model-class bugs." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Ovis2 checkpoint corruption and generic loading noise are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss kwarg mismatch and DeepSpeed ZeRO-3 index-out-of-bounds are unrelated training bugs." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl embedding video StopIteration and GraniteMoEHybrid invalid-method calls are different failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is slightly overstated. The non-persistent-buffer pair (43950/44534 and 43644/43950) is well supported by the titles, but the SigLIP2 pair (43054/43994) is not clearly the same bug from the packet alone: one is a docs/example + quantization-failure report, the other is a broader bad-output/embedding-quality report. Also, the canonical/best-issue wording leans on a duplicate linkage that is not established in the packet. Please keep the soft-edge verdicts more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520" + ], + "soft_pairs": [ + "issue:43872|issue:44589", + "issue:41553|issue:43881", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:42947|issue:43856", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43054|issue:43278", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:45081|issue:45399", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "aad49452eeb67c998348888deac397242ad1f42295b7ce51458d3f8635e85508", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38577, + "estimated_input_tokens": 9645, + "estimated_eval_tokens": 19546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with a few clear duplicates in the same sub-bug families: SigLIP2 quality regression, docs regressions around removed pipeline tasks, Qwen3 ZeRO-3 weight loading, and the _is_hf_initialized / init_empty_weights loading bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the set: it captures a current, user-facing loading regression class around remote_code, and is more general than the model-specific symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best overall issue candidate because it is open, broadly scoped, and describes a concrete regression class rather than a narrow one-off model failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading/type errors, but they point to different underlying failures: an unexpected _is_hf_initialized argument vs a missing Float8 storage type." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure modes; one is a bad error message, the other is a load failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": true, + "reason": "Both describe SigLIP2 output regressions and are consistent with the same underlying model implementation discrepancy." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are training/memory complaints, but one is LoRA gradient checkpointing and the other is int4 quantization OOM; not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 regression family; 43493 is the broader implementation discrepancy, and 43054 is a symptom of it." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-specific loading bugs with no clear shared code-path." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure; not the same underlying issue." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training/memory, but they involve different subsystems and failure mechanisms." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and flash_attn import lookup are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote_code, but one is missing fields from AutoConfig and the other is a broader loading regression; not enough to treat as the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading complaints, but about different models and different root causes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different errors." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3/MoE configuration warnings or incompatibilities, but they are not the same concrete failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are DeepSpeed-related, but one is Gemma3 ZeRO-3 loading and the other is Qwen3 MoE weight conversion; different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Detokenization bug vs a model loading failure; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading regressions and a Kimi tokenizer regression are different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping edge case vs general remote_code loading regressions; not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Both mention embeddings, but one is a quality regression and the other is a dtype change between train/eval." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a VL class and bitsandbytes _is_hf_initialized incompatibility are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both say removed pipeline tasks are still documented after v5 removals." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same audio feature-extraction bug: the Whisper model failure is plausibly caused by _torch_extract_fbank_features()." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash and flash-attn fallback gating are different problems." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug and non-persistent buffer corruption are distinct initialization/loading regressions." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different model families and different loading/data integrity problems." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is not the same as generic remote_code loading breakage." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Key error while loading a specific model and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A model-specific key error is not the same as the broader remote_code regression." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different load errors." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both report Qwen3-family ZeRO-3 weight-loading failures; same underlying DeepSpeed loading path is likely broken." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same unexpected _is_hf_initialized argument regression during empty-weight/model initialization." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model load failures with no clear shared root cause." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion failure and GAS gradient averaging regression are separate DeepSpeed issues." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but they concern different models and different symptoms." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature mismatch and mask/tensor shape mismatch are unrelated errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The accepted pairs are plausibly same-bug families based on their titles/body context, while the rejections avoid over-connecting superficially similar but distinct failures. No clear overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584" + ], + "soft_pairs": [ + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:44155|issue:45584", + "issue:24643|issue:30064", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:43644|issue:44534", + "issue:43317|issue:44756", + "issue:45313|issue:45357", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:44451|issue:44488" + ], + "prepared_review_unit_hash": "7045a11735340c7f06cf4a00a94c1575ea90f6c824a96e126016cd4cfa510a59", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of transformer/model-loading bugs with a few clear duplicate pairs. Only a small number of soft edges look like the same underlying issue; most others are related only at a broad subsystem level and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "For the clearly duplicated non-persistent-buffer regression, issue #44534 is the cleanest representative: it states the bug plainly and matches the earlier report #43644.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43950 is the strongest standalone report overall because it most precisely describes the from_pretrained corruption bug and provides the most actionable framing of the regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError mask/tensor shape mismatch symptom; the titles are near-identical and point to the same off-by-one-style bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-related, but one is a v5.3.0 input regression and the other is a StopIteration during embedding handling; not the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: bitsandbytes Int8Params constructor incompatibility vs CLIPTokenizer max_length behavior." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different code paths and symptoms: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different model families and different failure modes; shared broad loading context is not enough." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch-leak bug and Whisper empty-transcription failure are unrelated code paths." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed training weight shape error vs image processor void segmentation handling." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3-MoE/GGUF-ish areas, but one is architecture support and the other is sliding_window behavior; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and distinct failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids crash." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Both are custom-model-init regressions, but one is Jupyter-specific and the other is generic initialization; not enough to merge as one bug." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent-buffer corruption and Qwen2.5-VL rope scaling are unrelated issues." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support request is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.x video/text workflows, but the reported failures are different and not clearly the same code-path." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class is distinct from meta-device loading regressions." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and meta-device loading issues are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to GGUF model-architecture support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 inference corruption on google/siglip2-base-patch16-224; both describe broken outputs for the same model family and likely same fix." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regressions and non-persistent-buffer corruption are different issues, even though both involve Transformers 5.x loading behavior." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: a Qwen3-vl-embedding video StopIteration vs a mask/tensor shape mismatch IndexError." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3-MoE FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3 Bert index error is not the same as add-new-model-like/tokenizer mapping validation." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config blocking granite_speech and tiny-random glm4v config validation are different loading issues." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 empty-index error with BertModel is unrelated to tokenizer mapping-name validation." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in Transformers v5; the titles describe the same bug almost verbatim." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 ZeRO-3 weight loading failure and save_pretrained visual-encoder key regression are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 context, but 39692 is a docs-example/model-processor mismatch plus quantization failure, not the same concrete runtime bug as zero probabilities." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/qwen3_moe hf4.x vs hf5.x compatibility is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated model-specific issues." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints for different checkpoints, but the available evidence is not enough to conclude the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft pairs are defensible: 41093/44805 and 43644/44534 are near-verbatim duplicate regressions, and 38175/43994 is a reasonable conservative match on the same SigLIP2 output-corruption symptom. The rejects are appropriately cautious and do not overclaim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:44661|issue:44683", + "issue:42491|issue:43856", + "issue:43404|issue:43454", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:44387|issue:44756", + "issue:43425|issue:43957", + "issue:44292|issue:44912", + "issue:43854|issue:45216", + "issue:42947|issue:43381", + "issue:44291|issue:44756", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:44479|issue:44877", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:43645|issue:44164" + ], + "prepared_review_unit_hash": "7f2d7383e6fde3637a5a1bd896236fae67c50eb0c3f1332e8c4eebaac87827fb", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39470, + "estimated_input_tokens": 9868, + "estimated_eval_tokens": 19992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issue pairs. The only clear duplicate subgroup is the `resize_token_embeddings` regression, plus one strong pair about untied `lm_head` weights in vision-language generation models.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45276 is the best canonical issue for the `resize_token_embeddings` regression cluster: it is the broadest report and directly covers the downstream embedding/output-head propagation problem that also appears in 45292 and 45335.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest global issue anchor in this set because it represents the clearest multi-report duplicate cluster; the other pairs are mostly unrelated or only loosely similar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint resumption step calculation vs unused SGD optimizer args." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different root symptoms." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated: LoRA compatibility across versions vs token-embedding resizing behavior." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Same model family, but different failures: device-map CUDA assert vs FineGrainedFP8Config load failure." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different loading paths; no concrete shared bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is a doc-example/quantization issue and the other is incorrect runtime outputs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory OOM." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the reports are on different models and the underlying cause is not specific enough to merge." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and different failures: chat crash vs Gemma4Processor attribute error in serve." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but they describe different breakages." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems: Qwen3 MoE FP8 loading vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model/version compatibility problems with no shared concrete code path." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping logic vs compiled flex attention on newer torch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: LoRA portability across versions vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Same underlying bug pattern: missing `lm_head` weight tying causes bad generation in related vision-language conditional generation models." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same regression class: `resize_token_embeddings` does not propagate updated embeddings/output heads to model-specific components." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Completely different issues: import error for `GenerationMixin` vs Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different serialization/init failures: `extra_state` handling vs `init_empty_weights` unexpected argument." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different bugs: Qwen3 device-mapping assert vs AudioFlamingo3 track-to-track leakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but not the same concrete defect." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Related to quantization and memory, but the failures are distinct." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and unrelated symptoms." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are OOM reports, but one is int4 quantization memory growth and the other is mmap on specific hardware." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/runtime compatibility, but they are different torch/version-specific failures." + }, + { + "left": "issue:44291", + "right": "issue:44912", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument vs MXFP4 fallback to bf16 are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading and save-pretrained regressions." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is an eval-mode restriction." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: init_empty_weights argument handling vs mmap OOM." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` bug: downstream output embeddings are not updated correctly." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model-specific recurrence/cache bug vs GLM5 issue." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different training/runtime failures: checkpointing in eval mode vs SDPA fallback causing gradient explosion." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different causes and code paths: meta-device loading vs mmap-induced OOM." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: save/load extra_state vs mmap on Strix Halo." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression vs checkpoint resume step counting are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same bug family: `resize_token_embeddings` fails to update model-specific embedding/output modules." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model-loading regressions: video-input path vs strict config loading." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model loading failures without evidence of the same root cause." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to `extra_state` save/load handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The three accepted duplicate links around `resize_token_embeddings` are well supported, and the `lm_head`-tying pair is also plausibly the same bug class. No pair is overstated into a merge where the packet evidence only shows loose similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 6, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44811", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45584" + ], + "soft_pairs": [ + "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:39404|issue:44912", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:44991|issue:45081", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43883|issue:44488", + "issue:43425|issue:45161", + "issue:43611|issue:43644", + "issue:44811|issue:45584", + "issue:42947|issue:44756", + "issue:44206|issue:44220" + ], + "prepared_review_unit_hash": "642228e3e48f6478b3226f547d49c164a42ee086f976a1217408c7ba44c01f4d", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38178, + "estimated_input_tokens": 9545, + "estimated_eval_tokens": 19346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges here: the soft pairs are mostly broad-topic lookalikes (v5 regressions, Whisper issues, tokenizer loading, model loading) but they point to different concrete bugs/code paths. I\u2019d treat them as separate issues.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must stand in for the set, issue #43611 is the broadest core regression: it targets a central Transformers v5 model-loading breakage and is more representative than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43611 is the best single representative candidate because it describes a core loading regression in v5 and sits closest to the common theme among the similar-looking reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a Torch 2.10 compatibility claim; the other is a Phi-tiny-MoE autocast dtype mismatch. Different failures." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for one model vs meta-device loading breakage across models; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage serialization error vs Strix Halo mmap/OOM behavior; unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of an older issue vs a Qwen3.5 PagedAttentionCache group-type crash; different problems." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different root causes/code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading regression vs custom model initialization in Jupyter notebooks; distinct regressions." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression vs MXFP4 quantization fallback on git-oss-20b; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic Torch compatibility complaint vs Mistral-3 image preprocessor/model dtype mismatch; different issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 cache/group-type crash vs a template compilation error; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline-task deprecations and behavior changes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different load-time failures; too broad to merge." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with torch_compilable_check vs Perceiver resize/interpolation failure; separate code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video regression vs a mask/tensor shape IndexError; not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Model output quality issue vs a ModelOutput key-assignment bug; different layers of the stack." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression vs tokenizer loading failure for est-roberta; unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage vs Strix Halo mmap/OOM workaround; different problems." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline bug vs CamemBERT MLM predictions; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b vs gradient checkpointing/LoRA behavior; not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup error vs template-node compilation failure; different failures." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3/BERT index error vs flex_attention compile failure on newer Torch; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility complaint vs Qwen3.5 embedding unpacking with TRL; different concrete bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer method-name conflict vs gguf_file loading breakage; distinct tokenizer/model-loading paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs Whisper return_language regression; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; separate issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading bugs for different models and different mechanisms." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading regression vs save/from_pretrained extra_state handling; different lifecycle stages." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/model-quality issue vs special-token post-processor update bug; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load extra_state bug vs Qwen VL video regression; different subsystems." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading sleng-bert fails vs Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM vs model-loading failure for a different checkpoint; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch 2.10 incompatibility vs GPT-OSS MoE tensor-parallel issue; different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is loading models via base_model_prefix and the other is non-persistent buffer initialization; not the same fix." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skipping special tokens and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "LoRA gradient checkpointing effectiveness vs Strix Halo mmap/OOM; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio feature-extraction area, but one is an unsupported-arg crash and the other is a generic _torch_extract_fbank_features issue; not clearly 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": 2, + "component_count": 13, + "review_unit_index": 7, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:41553", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44220", + "issue:44265", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43716|issue:45084", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:44451|issue:44987", + "issue:36032|issue:42915", + "issue:43541|issue:45084", + "issue:39404|issue:43825", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43262|issue:43377", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:45216|issue:45357", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:44403|issue:45081", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:41553|issue:43582", + "issue:43632|issue:44756", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:42915|issue:45084", + "issue:44479|issue:45325", + "issue:44987|issue:45081" + ], + "prepared_review_unit_hash": "75e22df5a2acf91198120031ec5ebe5c94f7d18256a29b543447e5c1311baa6f", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38187, + "estimated_input_tokens": 9547, + "estimated_eval_tokens": 19350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issue reports with only a couple of clear duplicate pairs: GGUF loading regressions and Qwen3.5 save_pretrained regressions. The rest are different bugs that only share broad subsystem themes.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43452 is the broadest clean duplicate candidate: it describes a generic GGUF/from_pretrained loading regression affecting both tokenizer and causal LM code paths, making it a better anchor than the more model-specific follow-up reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the most reusable representative issue in the cluster because it names the shared API/code path and likely covers the duplicate GGUF-loading reports with the least model-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they target different models and different failure modes." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count bookkeeping is unrelated to the iterable-dataset multimodal loading failure." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image dtype mismatch and template compilation errors are unrelated bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failure paths; only a broad tokenizer-loading theme is shared." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "One is about non-persistent buffer initialization, the other about custom model initialization; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig remote-code field loss is unrelated to PagedAttention cache group-type handling." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF/from_pretrained loading regression in v5; one is the generic API report, the other a model-specific manifestation." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload/dequantized-model loading is a different code path from the GGUF loading failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "These are separate model-specific tokenizer/load failures with no clear shared bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to the template compilation error." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper return_language regression and pipeline error-message wording are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen3-family failures with different triggers and code paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Hidden-states output bug and RoPE temporal-position scaling bug are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI padding-mask batching bug are different problems." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a missing tie and the other is serialization inconsistency; not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer junk are separate regressions." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model loading failures; no shared underlying bug is evident." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoE invalid method call are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Model output quality issue and processor/model size mismatch are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init breakage is not the same as the buffer-initialization regression." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a later, more specific report about incorrect visual-encoder keys." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are distinct failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask mismatch is unrelated to DAC from_latents STE behavior." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading-noise complaint and Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failure versus tokenizer regex patch crash." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to the OmDet processor size mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad error message for tokenizer loading and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap OOM workaround are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction issue and compiled flex_attention failure are separate code paths." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization and LoRA-merge model collapse are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure and template compilation failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression and still-image RoPE scaling bug are not the same issue." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure and Mistral regex patch crash do not share a concrete underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft-edge pairs are reasonably supported by the titles, and the remaining rejections avoid overclaiming duplicate status from broad subsystem similarity alone. The canonical/representative choice for the GGUF loading cluster is also defensible from the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:43296|issue:43531", + "issue:42175|issue:45542", + "issue:40990|issue:44811", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:43611|issue:44534", + "issue:43317|issue:43856", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:43425|issue:44403", + "issue:44403|issue:44991", + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:43792|issue:44589", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43531|issue:44291", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "642079e48ef2694d0212721d6ab6665ae611659d4f0b6461c369e98362eef172", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38396, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically similar but mostly contains distinct transformers regressions and model-specific failures (loading, tokenizer, config, FP8, attention, multimodal position IDs). I do not see true duplicate pairs; the best representative issue is the broad open loading-regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest open report and best umbrella for the recent transformers loading/compatibility regressions, while the other issues are narrower and describe different concrete failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest global representative because it is open, broad, and covers the shared theme of recent transformers breakages without being tied to a single model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different bugs: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TF packaging, but one is missing TensorFlow in the torch extra and the other is an undefined tf backend from tensorboard-only install." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: GPT-OSS perplexity regression vs Whisper processor.batch_decode skipping special tokens." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken kwarg conflict vs model loading failure for a specific remote_code model; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are transformers-v5 loading regressions, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Distinct model-init issues: base_model_prefix loading regression vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: device_map/offload loading failure vs Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict vs a model key error during load; not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one fails on iterable multi-image finetuning and the other is a still-image temporal position-id scaling bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they concern different internals: _is_hf_initialized vs non-persistent buffers." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs granite_speech strict-config loading; unrelated failures." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different FP8-related failures: FineGrainedFP8Config vs missing Float8 storage object." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA visual-tower issue vs Qwen3.5 save_pretrained key mapping regression; different models and code paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update bug vs add_special_tokens not adding BOS/EOS for one tokenizer." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict vs Qwen3 auto device mapping cudaErrorAssert; not the same underlying issue." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading breakage in transformers v5 vs CLIPTokenizer max_length being too large; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training behavior, but one is flash_attention_3 degeneration and the other is the single-label num_labels=1 zero-loss bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different layers: compiled flex_attention on torch>=2.9 vs transformers remote_code loading regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are vision-language training issues, but Qwen2 multi-GPU training and Qwen2.5-VL multi-image iterable loading are different problems." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility issue vs loading noise/logging issue; not a duplicate." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise vs tokenizer load failure for a specific model; different symptoms and fixes." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs non-persistent buffer initialization bug; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable dataset finetuning." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention padding-related behavior, but MIMI encoder batch-vs-single mismatch and Gemma3 NaNs from all-padding sliding windows are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs missing Float8 storage type; separate issues." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading regression vs missing pad_token_id on Llama4Config; distinct model/config bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Init-empty-weights argument mismatch vs Float8 storage lookup failure; different failure modes." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression vs ModelOutput key assignment bug; unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key handling vs dtype mismatch in bfloat16 inference; different concerns." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk vs ModelOutput key assignment; no shared concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/exportability issue vs bfloat16 dtype mismatch in inference; different code paths." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is multi-image finetuning and the other is video position-id logic." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related area, but still-image temporal position scaling and video vision_position_ids are not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights argument error; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are transformers-v5 loading regressions, but one is base_model_prefix handling and the other is custom initialization; too different to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 9, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43881|issue:44488", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43701|issue:45325", + "issue:43792|issue:43957", + "issue:43262|issue:43746", + "issue:43632|issue:45563", + "issue:40990|issue:45584", + "issue:43317|issue:43873", + "issue:43881|issue:44991", + "issue:43606|issue:44265", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:44291|issue:44877", + "issue:43606|issue:43819", + "issue:43377|issue:44898", + "issue:35707|issue:41720", + "issue:44610|issue:45325", + "issue:43454|issue:45072", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43296|issue:44877" + ], + "prepared_review_unit_hash": "3d656a95d7d743cd48d6a28579bd50fa695c36af79cefcdeb6019ad8d256285e", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37331, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous and mostly consists of unrelated single-issue bug reports. The only plausible duplicate family is the offloading/quantization loading failures around issue 43873 and 43317; the rest look distinct by model, subsystem, or failure mode.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43873 is the broadest and most reusable anchor in the only overlapping family here: offloading/quantization failures. It can subsume 43317 as a specific device_map=auto reproduction.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best global issue candidate because it is broad enough to represent the shared offloading/quantization bug family and is already framed as an umbrella problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different loading failures; no sign of the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "One is a CUDA assert during Qwen3 auto device mapping, the other is a Mistral tokenizer patch crash; unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend packaging mismatch vs PaddleOCR-VL/vLLM model loading failure; clearly separate problems." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is a failed tie causing bad generation and the other is inconsistent serialization; different concrete bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure modes; both are vision/model-output issues but not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is a model-specific CUDA OOM; too broad to merge." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention failures on newer torch." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and different loading/configuration paths; no shared underlying defect." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label reduction bug vs missing all_tied_weights_keys attribute; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope position scaling." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are model loading/runtime failures, but the titles point to different causes and different affected models." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Transformers v5 internal flag regression vs a stale warning in paged generate; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on GPT-OSS and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe offloading/quantization loading failures in the same general code path; 43873 is the broader umbrella and 43317 is a specific device_map=auto reproduction." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model load failures for different repositories; no shared root cause visible." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small is unrelated to torch.export issues with torch_compilable_check." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset bug and inputs_embeds/past_key_values generation bug are different areas and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs export failure from torch_compilable_check; different failure surfaces." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading/config regressions in v5, but one is init_empty_weights argument handling and the other is strict config validation; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch in Bark CPU offload and DAC forward/from_latents mismatch are distinct audio-model bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency is unrelated to Perceiver image classification resolution issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map CUDA asserts." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor output size mismatch and Qwen2.5-VL temporal position scaling are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization issues are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weights generation/serialization bug is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI encoder padding-mask bug and OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL finetuning failures are different model-specific issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure and non-persistent buffer junk initialization are separate regressions." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization/loading in v5, but one is tied-weight serialization and the other is incorrect visual encoder keys; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure and strict granite_speech config validation are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately cautious. The only accepted duplicate-family link (43317 \u2194 43873) is supported by the shared offloading/quantization theme, and the other pairwise rejections are conservative rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 10, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44423", + "issue:44479", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45464" + ], + "soft_pairs": [ + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43792|issue:44683", + "issue:41720|issue:44977", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43526|issue:43881", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44877|issue:44991", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:44671|issue:44743", + "issue:43316|issue:44913", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:41720|issue:42617", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44186|issue:44361", + "issue:43388|issue:45059", + "issue:43540|issue:43782", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "81ae8958578aabc55058b5cd2f3782a7d025d03ca305721a05b60af0f755f7ec", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38021, + "estimated_input_tokens": 9506, + "estimated_eval_tokens": 19268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports across Qwen, multimodal serving, configs, offloading, tokenizers, and trainer behavior. Only one clear duplicate pair stands out: the two Qwen2_5_VLProcessor apply_chat_template batched-padding reports.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the only true duplicate pair in this cluster; it matches issue:44514 on the same batched padding=False crash and has the clearer canonical title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best global issue representative here because it is the clearest canonical example of the only duplicate pair; the rest of the cluster is too heterogeneous to unify.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: lm_head weight tying vs packed-weight unpacking during Accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failure modes and code paths: Qwen3 auto device mapping CUDA assert vs Llava Next segfault." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and torch>=2.9 flex_attention compilation regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but one is a device-mapping CUDA assert and the other is a flash-attention generation regression." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are model-weight issues, but Mistral3 lm_head tying and Qwen3.5 visual-encoder key saving are distinct." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Different serve crashes: a multimodal '.to()' path bug vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to bf16 dtype mismatches in model inference." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessor label reduction bug and glm-4v-9b load failure are different problems." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading, but one is quantization/offload behavior and the other is mmap-related OOM on Strix Halo." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading bug vs Trainer resume/max_steps calculation bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA regression is not the same as packed-weight unpacking during loading." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision input-size issues, but they affect different models and different preprocessing expectations." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regression are distinct issues." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen VL models is different from TRL SFT embedding unpacking." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching crash is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API break and Qwen3Moe FP8 config failure do not share a code path." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature change is unrelated to 3d_parallel.py failing." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy and GPTNeoX rotary_pct reload bug are not the same underlying issue." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different problems: torch.compile SDPA regression vs CPU offload device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized-model offload loading are distinct offload/config bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping assert and 3d_parallel runner failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime issue and Qwen VL video-input regression are separate bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping CUDA assert is not the same as GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and MLuke tokenizer AttributeError are different tokenizer bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric label dropping and SAM3 text/bbox odd behavior do not share a code path." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video processing ValueError and Qwen3VL weight_only loading error are different failures." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Device-mapping CUDA assert is not the same as the quantization/offloading bug in 43873." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure are different server bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss API change and Qwen3 auto device mapping assert are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same Qwen2_5_VLProcessor apply_chat_template batched padding=False crash; clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted duplicate pair in the packet is indeed issue:44514 / issue:44545, and the rejection reasons for the soft-edge pairs stay conservative. The summary does not overclaim a larger unification beyond that one clear duplicate pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:44368|issue:45357", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:44077|issue:44625", + "issue:44451|issue:44991", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:44918|issue:44936", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:45183|issue:45479", + "issue:39692|issue:43873", + "issue:43746|issue:45381" + ], + "prepared_review_unit_hash": "b8c1265a2d0d30a979591bf8bd19b3c8ffceb792714de41f48859e489eb2fd5c", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36687, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are overwhelmingly distinct bugs/features across different models and code paths; none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44843 is the most concrete, actionable open bug with a clear code-path description (_patch_mistral_regex / offline mode) and a strong reproduction-oriented report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the best representative issue here because it is specific, current, and directly points to an implementation fault rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve accelerate/offload, but Bark CPU offload device mismatch and BitNet packed-weight unpacking are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and GraniteSpeech PEFT local-checkpoint loading are separate model/load bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor void segmentation maps and BarkProcessor voice_preset are unrelated processor issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are different subsystems and bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 tie_word_embeddings warning and incorrect visual encoder keys are different save/load and config issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation and zero-loss single-label classification are related only loosely; the bugs are distinct." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload device mismatch and BigBirdTokenizer mask-token decoding are unrelated bugs." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates and save/load of custom token IDs are different tokenizer lifecycle problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size handling and bfloat16 dtype mismatches are separate inference failures." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video position IDs are different VL bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with past_key_values are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different model/runtime issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode checkpointing restriction and ZeRO-3 gradient explosion are not the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/tokenizer loading, but 44843 is a specific mistral-regex network call while 42886 is a broader cache-load failure." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBird mask-token registration are different tokenizer issues." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "These are tokenizer/model-load failures for different models and likely different regressions." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-arg duplication is not the same as a model/tokenizer load failure for ScandiBERT." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression and a PIL processor torchvision dependency bug are different classes of issue." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "SFT embedding unpacking and train-then-evaluate failure do not share a concrete code path." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Float8 storage lookup are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and CamemBERT MLM regressions affect different models and paths." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs/example mismatch and OmDet-Turbo 640px vs 224px processor mismatch are separate issues." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor updates and LayoutLMv2Tokenizer crashes are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one crashes on backend_tokenizer access and the other is a Kimi-K2.5 codec regression; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id and Qwen3-MoE sliding_window are unrelated config/model problems." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and single-label zero-loss behavior are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example issues and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Qwen2.5-VL video position IDs are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 12, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:40444", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45381" + ], + "soft_pairs": [ + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:40444|issue:43746", + "issue:44220|issue:44661", + "issue:43716|issue:44008", + "issue:43720|issue:43819", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:44843|issue:45081", + "issue:43421|issue:44811", + "issue:44186|issue:44898", + "issue:30064|issue:36010", + "issue:43550|issue:45072", + "issue:43577|issue:43818", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:45381", + "issue:43643|issue:44877", + "issue:43577|issue:43582", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:44186|issue:44442", + "issue:43825|issue:43827" + ], + "prepared_review_unit_hash": "0dd42a3d8cf6a65b165b5816b2047787a6f4e4fa6c8e239931f4d09c9adbc36d", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37218, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs share broad subsystems or recurring transformers themes, but they do not look like the same underlying bug/change. I would not merge any of the proposed soft edges.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45020 is the broadest current issue in the set and is the best umbrella for a family of recent-version / remote_code regressions, even though the overall cluster is too diverse to treat as one duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest representative issue: open, broad in scope, and closest to the recurring theme of recent transformers regressions affecting remote_code models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and failures: Deepspeed zero3/BertModel indexing vs audio fbank feature extraction." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "One is a local checkpoint load failure for GraniteSpeech PEFT adapters; the other is a quantization/offloading behavior report." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions regression vs RTDetrV2 output drift in v5; different models and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs Gemma3n variable-name collision in forward(); unrelated bugs." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs tokenizer-mapping model-addition failure; no common underlying defect." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch vs Gemma3n audio tensor attribute collision; different models and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading bug in BitNet vs DAC latent/STE mismatch; distinct code paths." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug and Smollm3 RoPE layer dropping are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs BitNet packed-weight loading bug; different components." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; same helper, different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update bug vs Whisper batch_decode skip_special_tokens handling; not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash vs Perceiver non-default-resolution image classification failure." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void-segmentation-map handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 vs dtype mismatch in SwitchTransformers/TimmWrapperModel; different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation issue vs Video-LLaVA temporal-attention/weight-sharing issue; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Compile/SDPA failure vs DiaConfig custom token ID loss after save/load; different failure modes." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor argument clash vs model-loading failure for cjvt/sleng-bert; not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal/video bugs affecting different models and code paths." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code config field loss vs strict config rejection for granite_speech; related area but distinct issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype mismatch vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and remote_code config field loss do not share an underlying code change." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only error vs Qwen3.5 flash-attention generation bug; different model paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption in Transformers 5.0 vs FSDP CPU RAM efficient loading breakage; not duplicates." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM regressions are separate model-specific issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code regressions, but 44561 is specifically about is_torch_fx_available removal while 45020 is a broader catch-all; not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording vs SigLIP2 nonsensical outputs; different problems." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DAC from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer; different tokenizer paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error-message bug, the other is stale docs referencing removed pipeline APIs." + } + ] + }, + "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": 13, + "review_unit_index": 13, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45488", + "issue:45538" + ], + "soft_pairs": [ + "issue:43650|issue:43906", + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:43606|issue:45072", + "issue:44805|issue:44936", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:34634|issue:36010", + "issue:43720|issue:45072", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43653|issue:44671", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:43653|issue:44912", + "issue:45084|issue:45538", + "issue:43454|issue:43577", + "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "071141a6d5efbb2c88b5063cfffbdaae7320c861c981d26b471d407eed38b103", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36846, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports spanning tokenizers, processors, loading, dtype, and training paths. No soft duplicate pair is strong enough to merge, so the cluster should not be collapsed aggressively.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45081 is the most actionable representative: it is an open, concrete crash report with multiple inbound references and a clearly described code-path failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the best global issue candidate because it is specific, reproducible, and currently active, making it the most suitable anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Completely different problems; one is a vague data request, the other is a reproduction of an unrelated issue." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and failures: image processor URL loading vs template compilation error." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different model/load paths; one is CUDA auto device mapping, the other is tokenizer loading for a specific model." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference mismatches, but they affect different models and have different root causes." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor shape/mask IndexError is not the same as trainer.evaluate() failing after training." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different components entirely: image processor segmentation handling vs CustomTrainer signature mismatch." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Unrelated topics: GLM RoPE implementation vs docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging issue is unrelated to a tokenizer regex crash." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor input-size mismatch is a different bug from dtype mismatches." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/VL failures with different loading and position-index code paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading for BitNet is a different issue than bfloat16 dtype mismatches." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but the affected models and warning mechanisms differ." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are different loader bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading failure is not the same as init_empty_weights rejecting an extra argument." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to DAC latent reconstruction." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are different platform-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "Tokenizer special-token registration and CamemBERT masked-LM output regressions are not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetrV2 output differences are separate image-model issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction has no meaningful overlap with the MPS attention correctness report." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird token decode failure and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different multimodal model-loading bugs with different symptoms and root causes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Processor preset behavior and trainer loss-signature mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and different behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MOE weight conversion during loading and multimodal token counting are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "GGUF loading support and a specific tokenizer loading regression are different problems." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 index error during training is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test-loading issue and Qwen3.5 flash-attention generation bug are different model-specific regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 14, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45538" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43257|issue:43931", + "issue:36010|issue:36331", + "issue:43257|issue:43756", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43577|issue:45072", + "issue:43697|issue:45357", + "issue:42175|issue:44938", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:33357|issue:34567" + ], + "prepared_review_unit_hash": "3ba5a4ae1ef1c371ec82c037cd705cd01cedcf735aece03c74682daedc372a89", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37117, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span many unrelated bugs across audio, vision, tokenization, loading, quantization, and training. No single canonical issue or PR stands out, and all soft-edge pairs should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and the items do not share one underlying bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is representative enough to serve as a canonical duplicate target; the set spans unrelated subsystems and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but one is GraniteSpeech PEFT checkpoint loading and the other is Whisper batch_decode special-token handling; different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: siglip2 zero probabilities vs OmDet-Turbo processor shape/size mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated issues: Float8 storage lookup error vs image processors unnecessarily requiring torchvision." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same bug as GPT-OSS MXFP4 loading falling back to bf16." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion/loading under accelerate+deepspeed vs GPT-oss OOM." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate is unrelated to OmDet-Turbo processor output shape." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to GPT-OSS quantization fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers changes, but one is GenerationMixin import failure and the other is custom model definition in notebooks." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaulting is a different bug from Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token insertion regression is unrelated to Kimi-K2.5 codec/regex warning behavior." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory, but FSDP RAM-efficient loading is not the same as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is undefined variables in _get_num_multimodal_tokens and the other is a broader video-input regression across Qwen VLMs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to image processors requiring torchvision." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: Qwen3 MoE weight conversion under accelerate/deepspeed vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are distinct API breakages." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight-loading issues are unrelated to Smollm3 RoPE-layer mismatch." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting undefined variables and batched video processor shape errors are different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to GPT-oss perplexity being too high." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different models and symptoms: Blip2 dtype remaining float32 vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 is unrelated to Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend in pip extras is unrelated to Python 3.14 import/load failure." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading issues are unrelated to the AppleSilicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen video input regressions, but one is a broad multi-model regression and the other is a specific vision_position_ids bug; not enough to treat as the same concrete issue." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence and GPT-oss quantization fallback are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast under v5.1.0 is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload loading and CLIPTokenizer max_length are different subsystems and bugs." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to MobileLLM-125M key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to torchvision being required by PIL image processors." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP model loading is unrelated to TrainerState token counting." + } + ] + }, + "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": 13, + "review_unit_index": 15, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44560", + "issue:44561", + "issue:44704", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44991", + "issue:45081", + "issue:45137", + "issue:45290", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538" + ], + "soft_pairs": [ + "issue:43540|issue:44560", + "issue:43906|issue:45381", + "issue:43540|issue:44479", + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:42915|issue:44821", + "issue:43526|issue:45479", + "issue:42175|issue:44488", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:28282|issue:34689", + "issue:43646|issue:43749", + "issue:43582|issue:43782", + "issue:43643|issue:45375", + "issue:43756|issue:45325", + "issue:43493|issue:43994", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:36010|issue:42175", + "issue:44484|issue:44704", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:43688|issue:43749", + "issue:44514|issue:45290", + "issue:43643|issue:44561", + "issue:43452|issue:43577", + "issue:44514|issue:45381" + ], + "prepared_review_unit_hash": "d24c3b13f82400cc74d846f5c582681715b84f56f28da2d4219048215223f264", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37180, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue set. I\u2019d merge only two clear duplicate-style pairs: the Qwen chat-template crash on assistant tool-call messages, and the SigLIP2 regression/symptom report pair. The remaining soft pairs are related by subsystem or model family but look like distinct bugs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44514 is the clearest, most actionable duplicate anchor: it states the exact crash condition in `apply_chat_template(tokenize=True)` with assistant tool calls and no content, and it is directly duplicated by a later report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best global issue anchor because it has a precise repro, a narrowly defined failure mode, and a near-exact duplicate in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but they hit different Qwen model families and report different failures (`ValueError` vs `StopIteration`)." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "`43906` is a reproduction of a different issue; `45381` is a Qwen2.5-VL video-position regression. No clear shared bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related to video handling, but one is Qwen3OmniMoe-specific and the other is a broader Qwen2.5/Qwen3 video regression. Too broad to merge." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different components and failures: FP8 config loading vs CLIP tokenizer max-length behavior." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package backend installation issue vs missing exported model class; no shared code-path bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8/config issue and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different sequence/image-processing bugs with different symptoms and APIs." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Dependency/backend install bug vs a specific model-loading failure; not the same defect." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision is a tokenizer constructor bug; `est-roberta` loading is a different tokenizer/model issue." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision models, but they involve different architectures and distinct failures." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency error and Llama 3.2 Vision loading regression are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are separate code paths." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup `TypeError` and Qwen3VL `weight_only=True` loading error are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config/loading behavior, but one is generic `trust_remote_code` field loss and the other is a specific model config field being dropped." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen2.5-VL temporal position scaling are different model-specific bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same underlying regression: HF output disagrees with the original JAX behavior and yields nonsensical predictions." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different import/error-message problems with no shared failure mode." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and `init_empty_weights` unexpected-argument failure are distinct loading issues." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Different import/backend problems with no shared root cause." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "`max_shard_size` question and missing kwargs forwarding to `cached_file` are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state token counting and custom `compute_loss` signature breakage are different trainer bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` constructor issue and remote `AutoImageProcessor` loading are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer `AddedToken` argument collision vs Mistral regex patch/backend-tokenizer attribute error are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading failure and a specific model failing to load are not the same defect." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal loading regression are different multimodal issues." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP loading are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": true, + "reason": "Near-exact duplicate: both report `apply_chat_template` crashing for assistant messages with tool calls and no content." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Generic `trust_remote_code` field handling and removal of `is_torch_fx_available` affecting custom models are different regressions." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF tokenizer/model loading and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crash and Qwen2.5-VL video position-id regression are unrelated bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate-style pairs are plausible from the titles and issue descriptions, and the rejected soft pairs are mostly distinct enough to justify non-mergeability. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43122", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45356", + "issue:45440" + ], + "soft_pairs": [ + "issue:43742|issue:44589", + "issue:43697|issue:45216", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43688|issue:45440", + "issue:43720|issue:44898", + "issue:43653|issue:44568", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:41720|issue:43906", + "issue:43525|issue:43643", + "issue:44361|issue:44442", + "issue:43577|issue:43697", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:44843|issue:44991", + "issue:28282|issue:32090", + "issue:28282|issue:35141", + "issue:28282|issue:33357", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:30064|issue:33666" + ], + "prepared_review_unit_hash": "03ea53bfe8a4ea2a532aed2712a06be0cf706a0a59f271f5504e16f021ac850e", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36682, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, training, vision, config, and serialization bugs. The soft-similarity pairs are mostly superficial matches on broad vocabulary rather than the same underlying defect, so none should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue; the items span unrelated bug classes and subsystems rather than one shared problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because the cluster does not share a single underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: a KeyError for MobileLLM-125M vs a missing Float8 storage object." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and symptoms: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained regression." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated areas: image processor torchvision dependency vs Mistral regex patch crashing in tokenizer loading." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding window behavior vs AutoImageProcessor loading from URL." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Config propagation bug for Qwen3.5 text config vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE-style models, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different code paths: packed-weight unpacking during accelerate loading vs Perceiver image classification at non-default resolution." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and different missing tokens." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is gguf_file breakage and the other is an offline-mode model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Completely different bugs: DAC from_latents mismatch vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model issue; not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image handling breakage vs Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but the affected models and failure modes differ." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 model loading index error vs trainer.evaluate failing after trainer.train are different problems." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "No evidence they are the same bug; one is a Qwen3 device-mapping cuda assert, the other is only an isolated reproduction of another issue." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is not the same as a general trust_remote_code config field omission." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures on different models, with no shared code path evident." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated issues: Blip2 dtype propagation vs RTDetrV2 output differences." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different model classes and bugs: siglip2 zero probabilities vs tokenizer/processor regression in v4.57.5." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but one is offline-mode network access and the other is a specific tokenizer load failure." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely unrelated: missing PyTorch import vs NoneType broadcast error in Trainer." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "No overlap: import dependency error vs tied-embedding reinitialization during post_init." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different problems entirely: PyTorch import error vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs trainer lifecycle failure after training are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "A version-to-version tokenization change is not the same as an isolated reproduction of another issue." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different Qwen3.5 regressions: flash-attention generation behavior vs tokenizer codec/fix_mistral_regex handling." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different domains: image processor void-segmentation handling vs Qwen2-VL multi-GPU training." + } + ] + }, + "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": 13, + "review_unit_index": 17, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:41720", + "issue:43012", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45325", + "issue:45357" + ], + "soft_pairs": [ + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43329|issue:45325", + "issue:43577|issue:44554", + "issue:43531|issue:43742", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43012|issue:43577", + "issue:43504|issue:43720", + "issue:41720|issue:44464", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:32090|issue:34567", + "issue:43504|issue:44610", + "issue:43262|issue:45084", + "issue:43278|issue:43688", + "issue:43452|issue:44451", + "issue:45200|issue:45229", + "issue:44849|issue:45357", + "issue:43334|issue:43572", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:43540|issue:43716", + "issue:43742|issue:44821", + "issue:43525|issue:43572", + "issue:33666|issue:36010", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43688|issue:43873", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43720|issue:44361" + ], + "prepared_review_unit_hash": "f7fa68e3938d21a432d232a640da192891936c75fa151571de90e78c8713f0e0", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37293, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "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 subsystem or model family, not the same underlying bug. No soft-edge pair should be merged as a duplicate.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a safe canonical for this set; the items span unrelated regressions in loading, generation, tokenizer/config handling, multimodal/video logic, and training.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43257 is the most concrete and actionable bug report in the set, but it still does not represent the other items closely enough to serve as a cluster-wide duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config behavior, but one is about BigBird special-token registration and the other about custom token IDs surviving save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation problems, but they affect different models and different code paths: compiled forward inconsistency vs flash-attention generation." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen multimodal/video logic, but one is an undefined variable bug in token counting and the other is a rope-index temporal position scaling regression." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "These are unrelated: one is a dtype-loading issue in Blip2, the other is an attention correctness problem on MPS." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different failures and different models: sliding_window behavior in Qwen3-MoE versus a key error loading MobileLLM-125M." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "No common bug: torch.compile/SDPA failure in Bamba versus an MLuke tokenizer attribute error on tasks." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a video-input regression across Qwen VL models; the other is missing num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention precision/dtype, but one is a PyTorch warning during compile and the other is an actual model/qformer dtype mismatch on load." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and bugs: legacy field blocking BEiT semantic segmentation load versus packed weights not unpacked in BitNet accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3 auto device-mapping CUDA assert versus chunked generation divergence under compiled forward." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "These are separate loader/runtime issues affecting different models and mechanisms." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both are training/multi-GPU related, but one is a NoneType broadcast error and the other is a Qwen2-VL multi-GPU training question/bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast failure and TrainerState token counter not updating are distinct training bugs." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: BEiT legacy-field loading versus OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and template-node compilation errors are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Both involve numerical behavior, but one is dtype drift in evaluate and the other is auxiliary-loss normalization." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Different loading failures: gguf_file breaks tokenizer/model from_pretrained paths, while ScandiBERT cannot be loaded for another reason." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but one is a missing mm_token_type_ids default and the other is a multi-GPU inference OOM." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained writing incorrect visual-encoder keys." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-field shape, but different configs/models and different attributes: pad_token_id versus pad_token_idx." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-related but not the same bug: Smollm3 layer-dropping versus GPTNeoX rotary_pct reload defaulting." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different scope: SigLIP2 implementation discrepancy versus pipeline error messaging about translation support." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different multimodal bugs: video-processing ValueError in Qwen3OmniMoe versus image preprocessor/model dtype mismatch in Mistral-3." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError on MobileLLM loading and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing token-id attribute issues after v5 changes, but they affect different config classes and different model families." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "One is a Qwen2-VL multi-GPU training topic; the other is an import failure for GenerationMixin." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Both involve loading/accelerate behavior, but packed-weight unpacking in BitNet is unrelated to DiaConfig custom token IDs being lost." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark and DiaConfig token-ID loss are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Different optimization issues: auxiliary-loss normalization versus quantization/offloading behavior." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Both mention gradients/dtypes in training contexts, but one is dtype drift and the other is ZeRO-3 gradient inflation." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE loading issues, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading regression in Qwen3VL MoE." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated bugs: BitNet accelerate loading versus MLuke tokenizer task handling." + } + ] + }, + "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": 13, + "review_unit_index": 18, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:15354", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43329", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44060", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43540|issue:44977", + "issue:43329|issue:43606", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:33666|issue:36331", + "issue:43756|issue:44060", + "issue:44589|issue:45520", + "issue:44625|issue:45584", + "issue:43646|issue:44466", + "issue:44521|issue:45290", + "issue:43688|issue:43746", + "issue:44423|issue:44734", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:39692|issue:43295", + "issue:43504|issue:43606", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43257|issue:45405", + "issue:43606|issue:44112", + "issue:15354|issue:38175" + ], + "prepared_review_unit_hash": "db2d4417fb9d0ba7dccf03da1f946f33704a3e5f6b310e87796d8f447966fca8", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36141, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in multimodal processing, tokenizers, model loading, training, serving, serialization, and docs. None of the soft pairs look like the same underlying defect, so all soft edges are rejected and there is no safe single canonical issue for the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No safe canonical issue: the cluster is too broad and the apparent overlaps are only superficial (same model family or subsystem, but different code paths and failure modes).", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a strong global representative; the closest topics still map to distinct bugs rather than one duplicate thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is a model-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different problem types: multimodal model loading regression vs a PEFT version bump / unreleased dependency issue." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is a video-processing ValueError in Qwen3OmniMoe and the other is a flash-attention generation bug in Qwen3.5." + }, + { + "left": "issue:43329", + "right": "issue:43606", + "accept": false, + "reason": "Undefined variable in multimodal token counting is unrelated to the bark-small CPU offload device mismatch." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "One is a model loading failure for cjvt/sleng-bert; the other is an offline-mode regression in AutoTokenizer's Mistral regex patch." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are different bugs with different failure surfaces." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support for Qwen2-VL is unrelated to the CustomTrainer.compute_loss signature regression." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Qwen3-Next tied-weights warning are different model/config issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage deserialization failure is unrelated to the Python 3.13 flash_attn import key error." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is distinct from Whisper's empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Transformers 5.0 custom model initialization breakage is not the same as device-dependent lm_head serialization inconsistency." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs and tool-call content crashes are separate chat-template bugs." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Auxiliary loss normalization in MoE models does not match the PEFT/local-checkpoint loading issue in GraniteSpeech." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug affect different serve paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2.5-VL and missing Float8 storage objects are unrelated failures." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Mac bus error on CLIP model load is unrelated to the Qwen2-VL multi-GPU training issue." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are distinct from the processor.tokenizer regression in v4.57.5." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading failure in BeitForSemanticSegmentation is not the same as the bark-small CPU offload device mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs are a model behavior issue, while unexpected position-id keys point to a different config/state bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty transcription after token alignment." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are different issues in different subsystems." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig losing custom token IDs and MLukeTokenizer AttributeError are separate configuration/tokenizer bugs." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and init_empty_weights receiving _is_hf_initialized are different compatibility regressions." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to the unreleased PEFT version bump." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift during evaluate and resume_from_checkpoint key mismatch are distinct training-state bugs." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image-generation test failure is not the same as the PEFT release/versioning issue." + }, + { + "left": "issue:43257", + "right": "issue:45405", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are GraniteSpeech CI-related, but one is a device mismatch and the other is a stale test override; different root causes." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Old torch.jit.script GeneratorExp export failure and SigLIP2 zero-probability outputs are completely unrelated." + } + ] + }, + "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": 13, + "review_unit_index": 19, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:37428", + "issue:39401", + "issue:43232", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45563" + ], + "soft_pairs": [ + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:43844|issue:44964", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:39401|issue:44568", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:43493|issue:43701", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43873|issue:44464", + "issue:44792|issue:45563", + "issue:43388|issue:43526", + "issue:44514|issue:44521", + "issue:43844|issue:44936", + "issue:37428|issue:43824", + "issue:43572|issue:44987", + "issue:43295|issue:43450", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:44442|issue:45198", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "fcd39cbce4303384afbc27fd90a43541b3796a625f6d0baf111b0f779ee8d547", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "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. The only strong duplicate-like edges are two Qwen2.5-VL chat-template reports and two model-loading regressions about missing pad_token_id on config objects.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44521 is the clearest and broadest statement of the shared Qwen2.5-VL apply_chat_template/multimodal masking bug; issue:44514 looks like a specific batched-padding=False manifestation of the same path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative for the duplicated multimodal chat-template subcluster: it is open, clearly scoped, and covers the broader assistant_masks failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems and failures: MPS attention correctness vs a flex_attention import/version check." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated bugs: Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different import/compile failures in separate code paths; no clear shared bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal-related, but one is video preprocessing in Qwen3OmniMoe and the other is Gemma 4 token-type defaults." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: ZeRO-3 gradient behavior vs loading Phi-4 multimodal." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different model families and failures: dtype mismatch in inference vs speech tokenizer save/load failure." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation bugs with different triggers and code paths." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer issues, but different models and different symptoms (offset mapping vs special token insertion)." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/importing, but the missing flash-attention helper and meta-device loading failure are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Unrelated: Liger Kernel application in model_init vs a Qwen3.5 hidden-states bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Different models and fixes; MPS attention correctness is unrelated to Qwen3.5 tokenizer regression." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same regression pattern: loading fails because a config object is missing pad_token_id." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both touch processors, but one is a processor.tokenizer regression and the other is an input-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation mismatch vs checkpoint resume key mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs in different models: missing mm_token_type_ids default vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Image resolution/interpolation failure is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights/serialization themes, but the concrete failures differ enough that they do not look like the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Unrelated: quantization/offloading issue vs compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generation/test warning issues with no shared code-path evidence." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is gather_for_metrics batching and the other is BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": true, + "reason": "Same Qwen2.5-VL apply_chat_template path; one is a crash on batched padding=False input, the other is the same family of multimodal masking failure." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation problems with no shared underlying change." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different subsystems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Different loading failures; no evidence they stem from the same pad_token_id-related regression." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor-related, but one is custom tokenizer/image handling and the other is batched video shape handling." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated config default issue vs a PyTorch storage lookup TypeError." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different tokenizer/model bugs: missing export vs incorrect detokenization." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are speech/tokenizer related, but they are different models and different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated processor regression vs quantization/offloading behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative about the cluster being mostly unrelated reports, and the two accepted soft edges are plausible duplicate/same-bug pairs based on the packet: the Qwen2.5-VL chat-template/multimodal masking issues, and the pad_token_id config regressions. I don\u2019t see an overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 20, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44849", + "issue:44857", + "issue:44991", + "issue:45003", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45412", + "issue:45478", + "issue:45584" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:38175|issue:45412", + "issue:44360|issue:44561", + "issue:43295|issue:43994", + "issue:44206|issue:45584", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44849|issue:45003", + "issue:42915|issue:43824", + "issue:43653|issue:44112", + "issue:44568|issue:44991", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:43819|issue:45083", + "issue:43450|issue:43575", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44448|issue:44743", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:45310|issue:45478", + "issue:37428|issue:43425", + "issue:43611|issue:43931", + "issue:43335|issue:43550" + ], + "prepared_review_unit_hash": "9095d74277dbca8a22257fac71ee11259dfa04a9ffaf33065c04f18278d1500d", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36342, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated despite superficial keyword overlap. The only strong duplicate pair is the Qwen3.5 MoE from_pretrained regression, where the later report appears to be the same underlying bug as the earlier one.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it states the concrete Qwen3.5 MoE from_pretrained failure, is more detailed, and has a near-exact follow-up duplicate in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best global issue candidate because it is specific, reproducible, and directly matched by a duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: dtype change during evaluation vs MoE training memory usage." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 zero probabilities vs RT-DETR memory not released." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated: a DSA indexer activation issue vs a v5 compatibility break in trust_remote_code models." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Both involve processor/pipeline behavior, but the models and symptoms differ too much to be the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated audio processor center-arg crash vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one report is specifically zero probabilities while the other is a broad HF-vs-JAX discrepancy; not enough to merge." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/API-deprecation complaints, but they target different APIs and behaviors." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Different areas: Qwen3.5 hidden-state bug vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 failure vs Qwen2.5-VL import error." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: tokenizer special-token registration vs a stale CI device-override test." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and distinct code paths." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Different subsystems: batched video processor shapes vs SigLIP2 model discrepancies." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Completely unrelated: LoRA merge collapse vs category-count runtime limit." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs in chat templating vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model internals: DAC latent conversion mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated: batched video shape bug vs TP/OOM on Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Different problems: tokenizer.json loading vs removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5-related tokenizer/model regressions, but the concrete failures are different." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failure modes: processor output size mismatch vs AMP/CUDA loss crash." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "No shared underlying bug; DAC latent mismatch is unrelated to GraniteSpeech CI device override." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different media types and bugs: audio chat-template sampling rate vs video batching shape." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Unrelated: Pegasus v4/v5 output differences vs Qwen3.5 recurrent-state reset bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Device mismatch on CPU offload is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different issues: dtype regression in evaluation vs pipeline error-message/docs behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated: Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete regression: both report Qwen3.5 MoE from_pretrained failures under transformers>=5.4.0." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different compatibility problems: missing flash-support import vs Torch 2.10 incompatibility." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated loading failures: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer creation vs Bamba torch.compile/SDPA failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical issue choice is supported by the packet, and the only accepted pair (45310/45478) is an exact-title duplicate with matching failure context. The remaining soft-edge verdicts stay appropriately cautious given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43404", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43873", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45491", + "issue:45520", + "issue:45563" + ], + "soft_pairs": [ + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:37428|issue:44351", + "issue:43450|issue:43526", + "issue:45200|issue:45381", + "issue:44855|issue:45083", + "issue:43404|issue:45200", + "issue:39692|issue:44493", + "issue:43335|issue:43653", + "issue:29127|issue:32090", + "issue:44448|issue:44779", + "issue:44977|issue:45229", + "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:43335|issue:45072", + "issue:44568|issue:45491", + "issue:43720|issue:44112", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43723|issue:44554", + "issue:43335|issue:44112", + "issue:34689|issue:35141", + "issue:44857|issue:45072", + "issue:43606|issue:44857", + "issue:43066|issue:44462", + "issue:45372|issue:45406", + "issue:44977|issue:45563", + "issue:43873|issue:45229", + "issue:43873|issue:44493", + "issue:43278|issue:43329", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "7dd17096215e804082f0387683d06a56c7260aea66aedca8e9cbf1a49b8b7024", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 39030, + "estimated_input_tokens": 9758, + "estimated_eval_tokens": 19772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy mixed cluster of unrelated Transformers issues; the soft pairs are mostly false positives across different models, code paths, and failure modes. No soft edge looks like the same underlying bug/change, so I would not merge any of these artifacts as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "If one issue must be chosen as the representative, 43066 is the cleanest broadly phrased v5 tokenizer regression. That said, the set is too heterogeneous to treat as a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43066 is the best single issue target because it is concise, broadly applicable, and centered on a core v5 tokenizer compatibility problem rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs/example errors in SigLIP2 are unrelated to BEiT fast processor label reduction." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents/STE mismatch is a different bug from the position-id key regression." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: missing _flash_supports_window_size vs missing HybridCache." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Batched video shape handling is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL video position ids are different multimodal bugs." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 indentation parsing failure is unrelated to qwen3_omni_moe helper logic." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 is a separate issue from Gemma4 token-type defaults." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example failures are not the same as the unexpected key/position-id regression." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error-message clarity is not the same bug as the Trainer NoneType broadcast error." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "These are separate tokenizer/generation regressions in different models with different failure modes." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU OOM are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities and position-id key regressions are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "NVFP4 runtime failure is distinct from the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and qwen3_omni_moe length helper issues are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config bug is not the same as BEiT legacy-field loading failure." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to the GraniteSpeech stale device-override CI test." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Sparse-layer config creation and dtype-mismatch inference failures are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens/BOS-EOS regression is unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading is a different bug from the GraniteSpeech CI test flake." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image dataset handling is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both involve output differences, but they are different models and distinct underlying causes." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage and output-embedding reinitialization are separate problems." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP crash in LwDetr and dtype-mismatch inference issues are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch is distinct from the float16 AMP crash." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both are tokenizer-v5 regressions, but one is wrong decoder type and the other is tokenizer.json loading; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and serve-time missing _tokenizer failure are different issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to the stale num_return_sequences warning." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Offloading/quantization issues do not match the unexpected key/position-id regression." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the multimodal token counting video-branch bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is not the same as qwen3_omni_moe helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token-embedding reinitialization in post_init." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA issues are unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "CUDA assert from auto device mapping is a different failure from multi-GPU OOM." + } + ] + }, + "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": 13, + "review_unit_index": 22, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43504", + "issue:43653", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563" + ], + "soft_pairs": [ + "issue:45245|issue:45563", + "issue:37428|issue:44987", + "issue:43976|issue:45440", + "issue:32090|issue:33357", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:44265|issue:45198", + "issue:43257|issue:43278", + "issue:44361|issue:45198", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43504|issue:44857", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:33357|issue:39692", + "issue:45103|issue:45372", + "issue:32090|issue:33290", + "issue:29127|issue:34567", + "issue:45072|issue:45229" + ], + "prepared_review_unit_hash": "4a8628685548a2bc87c9f044b37faf46e4c446d968ffcccc50132699d147dbe3", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36725, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the soft pairs are only loosely similar and describe different bugs, features, and failure modes across unrelated subsystems, so all candidate edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "One is a category-cardinality runtime error; the other is a stale warning in paged generate(). Different code paths and symptoms." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/imports, but one is a flash-attention helper import error and the other is a model loading failure for a specific repo. Not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression vs model-implementation divergence. No shared concrete failure." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are unrelated failures in different runtime paths." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure from a missing symbol vs tokenizer error masking when protobuf is absent. Different problems." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different-output generation regression vs state serialization of tied weights. Not the same underlying bug." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for one repo vs flash_attn import lookup on Python 3.13. No concrete overlap." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 bad outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder layer issue is unrelated to an RT-DETR memory leak." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug and trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval dtype drift is not the same as gradient checkpointing being unsupported in eval mode." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs recurrent-state reset in a Qwen model. Different components." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation, while the other issue is Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure due to torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization problems." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "MoE weight conversion/loading problem vs embedding dtype mismatch. Different layers and failure modes." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save and tokenization failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong predictions and RT-DETR memory reclamation are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs Gemma3 NaN embeddings from sliding-window attention. Not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is FP8 inference failure and the other is saving quantized models. Different code paths." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression and video-input regression for Qwen models are distinct issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs DeepSeekV3 implementation divergence are different model-specific bugs." + }, + { + "left": "issue:43504", + "right": "issue:44857", + "accept": false, + "reason": "Legacy field blocks BEiT model loading; the other is an AMP/CUDA loss crash. Not the same problem." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor output-size mismatch vs model memory leak; no shared bug." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a CLIP model and SigLIP2 doc-example failures are different bugs, not duplicates." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation crash and Gemma processor import error affect different subsystems." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and DeepSpeed Adafactor OOM are unrelated training issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue and TrainerState token counter not updating are not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Bfloat16 dtype mismatch in inference and Gemma4 multi-GPU CUDA OOM are different failure classes." + } + ] + }, + "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": 13, + "review_unit_index": 23, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:36010", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44186", + "issue:44188", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44964", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584" + ], + "soft_pairs": [ + "issue:43824|issue:44279", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:29942|issue:36010", + "issue:44977|issue:45245", + "issue:29127|issue:33357", + "issue:43262|issue:44206", + "issue:29127|issue:35141", + "issue:43761|issue:44079", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43232|issue:43388", + "issue:43526|issue:44857", + "issue:44479|issue:45290", + "issue:43526|issue:44610", + "issue:43723|issue:45479", + "issue:44743|issue:44811", + "issue:45003|issue:45440", + "issue:43575|issue:43701", + "issue:43931|issue:45216", + "issue:44977|issue:45584", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:29942|issue:33666" + ], + "prepared_review_unit_hash": "2e151d5c2013cd7d8412fb91ec44854199de61ce2b72aaf010aa542107a68706", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36403, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "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 only broad transformer/modeling themes, not the same underlying bug. I would not merge any of the suggested soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "There is no clear cluster-wide duplicate target. If an anchor is needed, issue 43761 is the strongest standalone report because it describes a specific v5 regression, has a clear expected/actual behavior, and is actionable.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43761 is the best representative issue: concrete, reproducible, and narrowly scoped to one code path; it is a better triage anchor than the more generic or speculative reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class is not the same bug as a vague dependency complaint." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are unrelated failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config is unrelated to the sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "reduce_labels returning one label and LayoutLMv2Tokenizer NER padding crashes are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation divergence is not the same as Gemma3 sliding-window NaNs." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures do not match a GenerationMixin import error." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues are unrelated to the 2^24 category limit error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging is unrelated to a MacOS bus error on CLIP." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaults and an unsupported center arg in LasrFeatureExtractor are different problems." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box validation messaging has nothing to do with token embedding reinitialization after resize." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel missing hidden_states and ModelOutput key assignment semantics are distinct code paths." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading failures." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are not the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric-label truncation are unrelated distributed-training bugs." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast and float16 CUDA loss crashes are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen VL variants is unrelated to chat template crashes on empty tool-call messages." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Beit label reduction and OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading regression in v5 is unrelated to zero-loss single-label classification behavior." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are different components." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model weight-shape mismatch on load is not the same as an incorrect saved checkpoint from save_pretrained." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems are unrelated to Whisper empty-transcription generation failures." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Breaking custom model initialization in v5 is broader and different from patchtsmixer's optional post_init rule." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states not returned and attention-kernel divergence under torch.compile are separate bugs." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4-multimodal loading failure is unrelated to DeepSeekV3MoE parity issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are only loosely similar, not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:33666", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to Qwen2-VL multi-GPU training." + } + ] + }, + "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": 13, + "review_unit_index": 24, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43575", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45491" + ], + "soft_pairs": [ + "issue:43575|issue:44387", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:43673|issue:44743", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44077|issue:44479", + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43873|issue:44871", + "issue:44190|issue:44496", + "issue:43381|issue:43856", + "issue:33290|issue:36331", + "issue:44855|issue:45137", + "issue:34689|issue:36010", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:42175|issue:43316", + "issue:43404|issue:43441" + ], + "prepared_review_unit_hash": "78be58d9f035125e73b6f13c6620694b1e1841707f84ac84643b94a9f22c666f", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35702, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports that only share broad themes like loading errors, memory use, or config/API regressions. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate merges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "issue:44387 is a high-signal, well-scoped regression report with strong discussion activity around a concrete OOM/memory behavior, making it the best representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44387 has the clearest, most actionable bug description and the strongest engagement, so it is the best standalone issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory growth; different code paths and root causes." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "Unrelated regressions: SigLIP2 inference quality vs an audio feature extractor argument crash." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 do not match a Gemma3 GPU NaN embedding bug." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache behavior, but one is a missing GenerationMixin cache in v5.0.0 and the other is Qwen3.5 recurrent state reset in a specific modular implementation." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Completely different failures: DeepSpeed Adafactor OOM versus TrainerState token-count bookkeeping." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different subsystems and symptoms: tokenizer loading failure versus Perceiver image-classification resolution handling." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but one is a specific Llama 3.2 vision breakage and the other is a base_model_prefix-related v5 loading issue." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime behaviors with different failures." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during optimizer use is not the same bug as output embeddings being reinitialized after resizing." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Only a loose loading/memory theme; the concrete bugs are different." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different missing imports for different classes; no shared underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to a tokenizer loading failure." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure is not the same as a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but one is trust_remote_code returning missing fields while the other is GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different bugs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config error." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Eval-mode gradient checkpointing and Qwen3 MoE memory inefficiency are distinct issues." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM is unrelated to a Trainer compute_loss signature change." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python parsing/import failure in DebertaV2Model has no overlap with a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression and a GenerationMixin import error are different breakages." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both touch vision/video processing, but the concrete failures are different processor paths and symptoms." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading problems with different models and failure modes." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage and a Janus test failure are not the same underlying bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics-gathering tuple truncation is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging for TensorFlow is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3 and FlashAttention failure in Ministral-3 are separate model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 25, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43452", + "issue:43475", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43316|issue:43716", + "issue:41950|issue:43475", + "issue:43065|issue:44617", + "issue:43295|issue:43825", + "issue:45127|issue:45200", + "issue:44871|issue:45584", + "issue:43761|issue:44479", + "issue:44077|issue:44534", + "issue:43550|issue:43701", + "issue:43295|issue:44871", + "issue:43606|issue:43701", + "issue:44734|issue:45406", + "issue:43646|issue:44913", + "issue:43906|issue:45290", + "issue:43452|issue:44496", + "issue:43761|issue:44242", + "issue:45563|issue:45584", + "issue:43575|issue:43742", + "issue:43931|issue:44060", + "issue:42617|issue:43575", + "issue:44617|issue:45584", + "issue:44521|issue:45381", + "issue:43575|issue:43873", + "issue:32090|issue:35141", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44464|issue:44871", + "issue:44792|issue:44977" + ], + "prepared_review_unit_hash": "7364df1ec800937d31132d982c4fd5fddeb256b72abfed221e3863b8d26eb1e4", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only look superficially similar because they involve Transformers regressions, multimodal inputs, loading, or configuration. I do not see any true duplicate pair here.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 43873 is the broadest and most active open item in the set, with multiple references and discussion, so it is the closest thing to a hub; however, the cluster is heterogeneous rather than a single duplicate chain.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best representative only in a loose sense: it is open, active, and broadly phrased. It is not a strong canonical duplicate target for the rest of the items because the underlying bugs differ.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Different problems: model_max_length handling for DeBERTa-v3 vs a missing transformers.onnx import/module path." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to an AutoModel PyTorch dependency import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is separate from the Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using image processors is not the same bug as Sam3VisionEncoderOutput missing fpn_position_embeddings." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs Sam3Video CUDA OOM are different SAM 3 issues with different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer access regression is distinct from the pipeline translation-task error message regression." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab causing collapse is unrelated to Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is separate from Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is not the same as the multi-model video-input regression in v5.3.0." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init allowance is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile/SDPA failure is a different bug than resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both mention model/processor config regressions, but one is about processor.tokenizer access and the other is about eos_token_id consistency." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device-mismatch in bark-small does not match resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is distinct from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of another issue is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading failures for tokenizer/model are different from an unrecognized model_type in config.json." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states regression in CLIPVisionModel is separate from missing load-balancing loss when output_router_logits=False." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning for num_return_sequences is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP loading OOM for Qwen2-57B is not the same as a key error loading facebook/MobileLLM-125M." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is different from Qwen3-Next tied-weights warning wiring embed_tokens to dt_bias." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to TP loading OOM for Qwen2-57B." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM is a resource issue, not the Whisper empty-transcription regression." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks for multimodal apply_chat_template is a different bug from qwen2.5-vl video vision_position_ids being wrong." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Qwen2-57B TP OOM and offloading-with-quantization are both memory-related but are different concrete failure paths." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to output embeddings being reinitialized after resizing token embeddings." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across several models is distinct from serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B crashing with transformers chat." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is not the same as the paged-generate stale warning." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward generation inconsistency is different from Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure for image generation is unrelated to Qwen3.5 flash-attention generation issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 26, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43827", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44355", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45584" + ], + "soft_pairs": [ + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44938|issue:45542", + "issue:44190|issue:44964", + "issue:43388|issue:43582", + "issue:43650|issue:44220", + "issue:45127|issue:45357", + "issue:43761|issue:44743", + "issue:45276|issue:45584", + "issue:43644|issue:44913", + "issue:44355|issue:44855", + "issue:44077|issue:44079", + "issue:43540|issue:44734", + "issue:43976|issue:44855", + "issue:44496|issue:45372", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:43404|issue:45216", + "issue:43295|issue:45276", + "issue:43116|issue:44190", + "issue:45245|issue:45584", + "issue:39692|issue:44190", + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:36246|issue:38617", + "issue:38175|issue:43065" + ], + "prepared_review_unit_hash": "47a7bcc3fac626a93685d66b4e5ec102015e19b34d43f66809d374f45fc49853", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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 Transformers issues with a few superficial overlaps around multimodal processors, pipelines, and version regressions. None of the soft-edge pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43295 is the broadest, clearest regression here: a processor/tokenizer API break that affects custom multimodal code and has a concrete, user-facing failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the strongest triage anchor: explicit regression, clear repro surface, and broader applicability than the more model-specific or narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model-related, but one is about a dummy Conv2d in Sam3PixelDecoder and the other is an OmDet-Turbo processor size mismatch; different code paths and failures." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is documentation still using removed pipeline() calls; the other is bad SigLIP2 inference results with AutoModel/pipeline. Same ecosystem, not the same bug." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping and a categories-limit RuntimeError are unrelated failures." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and a TensorBoard-without-TensorFlow backend error are different issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an image-classification script is unrelated to loading a Phi-4 multimodal checkpoint." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Metrics gathering tuple-label truncation and an Apple Silicon allocator warmup TypeError do not share a code path." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue does not match the audio feature extraction bug." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5 serialization/weight handling, but one is LoRA + extended vocab collapse and the other is wrong visual encoder keys on save_pretrained; distinct root causes." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3 recurrent states resetting with cache." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not updating Gemma4 embeddings/output is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Global non-persistent buffer junk and GPTNeoX config reload losing rotary_pct are different bugs." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors are not the same as DebertaV2Model import parsing failure on Python 3.13." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "A model-specific post_init constraint and ModelOutput key assignment semantics are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and transformers serve KV-cache tensor indexing are separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version compatibility problem and @torch.jit.script parsing/indentation import error are different failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45372", + "accept": false, + "reason": "Unrecognized model_type in config.json is unrelated to a mistral_common ReasoningEffort import breaking Gemma 4 processor loading." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and DebertaV2 Python 3.13 import parsing are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in an image-classification example." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and incorrect Qwen3.5 save_pretrained checkpoint contents are different serialization/model bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer/images-to-tokenizer regression is unrelated to Gemma4 resize_token_embeddings not propagating." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification returning empty results is unrelated to loading a local dataset in a different example script." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization example problems are not the same as local dataset loading failures." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline using image processors and a syntax error in a notebook are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both involve multimodal config fields, but one is default vision/audio config initialization and the other is a missing deepstack_visual_indexes field dropped by strict serialization; not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Cannot import Qwen2_5_VLImageProcessor and cannot import AutoImageProcessor are different import failures in different APIs." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crashes and serve KV-cache continuation tensor indexing are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Importing Qwen2_5_VLImageProcessor and missing layer_type_validation in configuration_utils are distinct import errors." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder do not describe the same underlying problem." + } + ] + }, + "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": 13, + "review_unit_index": 27, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45542", + "issue:45584" + ], + "soft_pairs": [ + "issue:44466|issue:44913", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:44112|issue:44792", + "issue:43295|issue:45335", + "issue:43643|issue:44496", + "issue:43299|issue:45216", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44112|issue:44964", + "issue:45335|issue:45584", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43854|issue:44964", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43526|issue:43901", + "issue:43976|issue:44279", + "issue:43299|issue:45357", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:43901|issue:44496", + "issue:44242|issue:45200", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "5877d7e3888fca4554eff7f9c425f18b6b33dcd46d5cce5411c6ca46c3ada4d6", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36077, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly loose semantic neighbors around Transformers regressions, imports, model loading, config handling, and backend dependencies, but they do not describe the same underlying bug or fix. None of the soft-similarity pairs are strong enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45278 is the broadest representative: it reports widespread import failures after upgrading to 5.5.0, which makes it the most umbrella-like issue in this set. It is still not a duplicate of the others, but it is the least specific and best canonical anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue representative because it is user-facing, broad, and captures a whole class of regression complaints rather than one narrow model-specific case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/serialization behavior, but one is about tied-weight serialization on save and the other about rotary_pct not persisting on reload; different code paths and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a runtime failure on torch>=2.9 and the other is a bad version check for an import path; not the same concrete bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error versus feature extraction helper issue; no shared underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import-time behavior, but one is intermittent slow imports and the other is unsafe sys.modules access; related area, not the same defect." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a specific extras/install dependency packaging bug, the other is a generic dependency issue with no matching failure mode." + }, + { + "left": "issue:44112", + "right": "issue:44792", + "accept": false, + "reason": "Both are CI/test failures, but they are for different models and different failure surfaces." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression versus t5gemma embedding resize bug; unrelated functionality." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading errors, but one is about trust_remote_code missing fields and the other about missing model_type in config.json; distinct causes." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One is a load-time breakage for Qwen3VL MoE models, the other is a save_pretrained checkpoint regression for Qwen3.5; different operations and bug types." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is about saving dequantized models and the other is about FlashAttention loading/runtime failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error versus AddedToken keyword conflict; unrelated bugs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-specific failures, but for different models and different error modes." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize issue versus Whisper generation on empty transcription; different subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression versus ANSI escape leakage in loading_report; no common bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility problem versus model-loading failure on a specific checkpoint; not the same change." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Two model-loading failures, but on different models and with different likely root causes." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Config/model-type recognition bug versus PIL backend unnecessarily requiring torchvision; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols/modules and different causes." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction bug versus pipeline docs/behavior mismatch; not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency complaint versus Python-version incompatibility; too vague to merge." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3.5-VL save/load regressions, but one is loading MoE models and the other is incorrect visual encoder keys during save; distinct bugs." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model dtype/save behavior, but one is Blip2 loading dtype propagation and the other is Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling versus a warning about tie_word_embeddings; no shared code path." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal/chat-template related, but one is all-zero assistant masks and the other is rope-index temporal scaling for Qwen2.5-VL." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline versus model config loading error; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Mixture-of-experts router loss bug versus mm_token_type_ids defaulting issue; different training paths." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Flex attention PyTorch compatibility versus a missing TensorFlow backend dependency; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support mismatch versus an over-bumped PEFT minimum version; distinct dependency issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Importing a missing symbol and broad import errors after upgrade are both import-related, but the specific failure modes are different." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal config default initialization versus Llama4Config missing pad_token_id; both config-related but unrelated fields and models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 28, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43550", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542" + ], + "soft_pairs": [ + "issue:41950|issue:43650", + "issue:44462|issue:45081", + "issue:41950|issue:45020", + "issue:44496|issue:44877", + "issue:44297|issue:44462", + "issue:43550|issue:44964", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:44462|issue:44779", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:43650|issue:45290", + "issue:44016|issue:44291", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:43450|issue:44279", + "issue:43262|issue:44521", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:44987|issue:45542" + ], + "prepared_review_unit_hash": "4a65afa3f32885f487695668eea4a7a6fca8755546cee45384afc5c4b5a8703f", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36344, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues bundled together with a few superficial overlaps around recent Transformers regressions, tokenization, and model loading. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates. 45020 is the broadest umbrella issue, but the cluster is too heterogeneous for a clean single canonical sink.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45020 is the broadest umbrella for the shared \u2018latest transformers breaks loading/custom models\u2019 theme, but only as a loose anchor; the cluster still spans many distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most central and general issue in this set, so it is the best available triage anchor even though it is not a true duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Different problems: video pipeline processor selection vs a nonsensical placeholder issue title." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one ignores repo tokenizer.json while the other crashes in a Mistral regex patch path." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a specific video-classification processor bug; the other is a broad remote_code loading regression, not the same failure." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Both are model/config load failures, but they affect different models and have different root causes (missing model_type vs strict config handling)." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Related tokenizer serialization/loading area, but save_pretrained metadata mismatch is distinct from AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43550", + "right": "issue:44964", + "accept": false, + "reason": "Different code paths and models: torch.compile SDPA on Bamba vs loading Phi-4 multimodal instruct." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both mention dependencies, but they are unrelated dependency/version issues with different packages and symptoms." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are latest-version loading regressions, but one is Qwen3VL MoE model loading and the other is a sentence-transformers import NameError." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions in tokenizer-related behavior, but one is processor.tokenizer access/images handling and the other is Deepseek tokenization output drift." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer-related, but ignoring tokenizer.json and Deepseek tokenization corruption are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/example issues, but one is SigLIP2 example errors and the other is a pipeline docs mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different model families and failures: unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "No substantive overlap; placeholder title vs apply_chat_template crash with tool calls." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both are loading/compatibility complaints, but AutoTokenizer.from_pretrained and ESM2 breakage are distinct issues." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both touch attention paths, but Ministral FlashAttention failure and compiled flex_attention on torch>=2.9 are separate problems." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug vs dependency issue; no shared code-path." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both concern chat_template/multimodal processing, but default audio sampling rate and zero assistant masks are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different model serialization behaviors: device-dependent lm_head.weight saving vs resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/offload related, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Completely different failures: missing rms_norm_eps in MLA q_a_layernorm vs torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs in different architectures: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization regression vs placeholder issue; no real overlap." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Different areas and symptoms: missing processor save files vs slow filtering after upgrade." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and tensorboard/TensorFlow backend selection are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 output regressions, but CamemBERT masked LM predictions and Deepseek tokenizer results are different model-specific bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache handling during chunked_prefill is unrelated to CLIPVisionModel hidden_states returning None." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast vs tensorboard-only backend error; no shared 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": 2, + "component_count": 13, + "review_unit_index": 29, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:42175|issue:43976", + "issue:45561|issue:45563", + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:43352|issue:45250", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:43295|issue:44617", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:44336|issue:44373", + "issue:44462|issue:45356", + "issue:44246|issue:44496", + "issue:44661|issue:45542", + "issue:45003|issue:45561", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:45292|issue:45584" + ], + "prepared_review_unit_hash": "e9cbd6213fbfb1ff98cd6200431511bb1a20d81e12beb389add6d05b85d8d583", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35484, + "estimated_input_tokens": 8871, + "estimated_eval_tokens": 17998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers bug reports, with a noticeable subgroup of import/loading regressions. The most representative issue is the Qwen2_5_VL import failure (#43824); none of the soft pairs look like the same concrete bug or change.", + "confidence": 0.34, + "canonical_issue_reason": "#43824 is the most central and broadly useful representative here: it has the strongest discussion/inbound-reference signal and is a clear import/export regression affecting a core model entrypoint.", + "canonical_pr_reason": null, + "best_issue_reason": "#43824 best fits the cluster as a canonical issue because it is a direct, user-facing import failure with broad relevance and stronger evidence than the more niche reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for text classification vs a SIGLIP2 behavior bug; different code paths and symptoms." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata bug is unrelated to Gemma-4 Zero3 from_pretrained loading." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version support are different release/configuration problems." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist file race and stale generation warning are unrelated test/runtime issues." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM 3 Video attribute error and notebook syntax error are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing export for a model class vs Python 3.9/3.10 compatibility; unrelated failures." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic Flash Attention topic versus a specific model not yet supporting FA2; too broad to merge as one bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and GLM-4v loading failure are distinct model-specific regressions." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization error is different from Qwen3.5 chat crash." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI code output in loading_report." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch and slow import are not the same underlying issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor export and Python version incompatibility are separate issues." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access bug is unrelated to Gemma-4 Zero3 loading." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility across versions and Qwen3VL-MoE loading are related by model family only, not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and fbank extraction are different pipeline bugs." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Unwanted ANSI codes and a wrong docstring are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as Kimi-K2.5 codec/regex regression." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import performance and unrecognized model/config errors do not share the same code path." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES failure is unrelated to TensorFlow backend installation issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety bug and xdist captured_info race are separate concurrency problems." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are different runtime failures." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Transformers model import error and huggingface_hub import error are different packages and failures." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export paths; not enough evidence of one concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache missing during chunked prefill and removal of is_torch_fx_available affect different features." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model issues." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings mismatch and Whisper empty transcription handling are different generation/model-editing bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 30, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43606", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45563" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:43441|issue:43540", + "issue:43066|issue:44779", + "issue:36246|issue:43596", + "issue:44987|issue:45459", + "issue:42886|issue:45229", + "issue:41628|issue:41950", + "issue:44995|issue:45200", + "issue:43901|issue:45003", + "issue:43065|issue:43408", + "issue:43257|issue:45137", + "issue:43232|issue:44336", + "issue:43295|issue:45292", + "issue:44496|issue:45003", + "issue:44060|issue:44077", + "issue:43262|issue:44246", + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44933|issue:45459", + "issue:43673|issue:44734", + "issue:43441|issue:43606" + ], + "prepared_review_unit_hash": "75087552abbf279c70128ef0cb358dc578a0014aa79d261e135747e01ba2ebdc", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36215, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import/export regressions, tokenizer/config issues, generation bugs, and model-specific failures that do not look like true duplicates. I rejected all soft edges under a strict same-underlying-bug standard.", + "confidence": 0.24, + "canonical_issue_reason": "issue:41628 is the closest thing to a cluster representative because it is a direct, broadly user-facing import/export failure, but the surrounding issues are still mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the most generic and broadly impactful issue in the set, so it is the best representative even though it is not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different bugs: router loss handling vs AMP/CUDA crash in a loss class." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance complaint vs Gemma EOS-token config inconsistency." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer/position_ids access bug vs a preprocessing slowdown regression." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for one model family vs a missing field in a different config class." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Different code paths: FlashAttention failure in Ministral-3 vs video input validation in Qwen3OmniMoe." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different model-specific failures and different symptoms." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2.5-VL import vs DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenizer load bug vs Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Top-level import failure vs a pipeline selecting the wrong processor type." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GLM-MoE stale cache crash vs Gemma4 missing mm_token_type_ids default." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline flag vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in SAM3 pixel decoder vs a model-type warning between sam3_video and sam3_tracker." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion bug vs a separate ZeRO3 deque/pop crash." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update bug vs ANSI escape codes in loading_report." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/images regression vs resize_token_embeddings not affecting output embeddings." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure vs unsafe sys.modules access." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different warnings in different subsystems: tied-weights warning vs optional post_init restriction." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate default bug vs import latency complaint." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder output attribute mismatch vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs a broad ESM2 regression report." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embedding/weight tying, but the concrete failure modes and affected code paths differ." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 tied-embedding warning vs flash-attention generation failure are different issues." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different generation warnings: tied embeddings vs stale num_return_sequences warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import export vs protobuf-related tokenizer error masking." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache state and the other is wrong KV-cache indexing in serve." + }, + { + "left": "issue:43441", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: FlashAttention on Ministral-3 vs CPU offload device mismatch on bark-small." + } + ] + }, + "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": 13, + "review_unit_index": 31, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43504", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:43931|issue:44368", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:42673|issue:43704", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43701|issue:44749", + "issue:43475|issue:45381", + "issue:42371|issue:45092", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:42222|issue:45200", + "issue:42994|issue:43525", + "issue:43475|issue:44661", + "issue:43873|issue:44945", + "issue:42831|issue:44222", + "issue:45362|issue:45375", + "issue:45310|issue:45397", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:41628|issue:44351", + "issue:43504|issue:45561" + ], + "prepared_review_unit_hash": "a63f43076ea21ddb4f65a6a0a22932e6d45132467c43a048b2e5d52a26a770c0", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36997, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge is a true duplicate: the two Qwen3ForCausalLM VRAM-leak reports. The rest are topical similarities but describe different bugs or code paths, so they should remain separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:42673 is the better canonical for the duplicate VRAM-leak report because it is the older issue and has more discussion activity than issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue because it matches the accepted duplicate pair and has the stronger discussion signal in that pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different bugs: Whisper timestamp decoding crash vs Kimi tokenizer regression/regex warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different failure modes: Qwen3-VL shape mismatch vs Qwen3.5 LoRA warning about tie_word_embeddings." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation internals, but one is sync_gpus/update_model_kwargs and the other is chunked_prefill cache handling." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained issues, but tokenizer metadata mismatch and processor file omission are distinct bugs." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache/chunked_prefill issue vs a broad import-error report after upgrade; not the same code path." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformer v5 custom model initialization breakage vs ESM2-specific breakage; different underlying problems." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs a performance regression after upgrade; unrelated symptoms." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same concrete bug: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads; titles match exactly." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch vs Sentence Transformers hanging while loading; not the same issue." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data-filtering slowdown after upgrade vs Qwen3.5-Moe from_pretrained error; different behaviors and code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure; no specific shared bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3.5 MoE/transformers v5 bug vs processor save_pretrained missing files; different artifacts and failures." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; save vs load, distinct paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 vision encoder output attribute error vs trust_remote_code missing fields in AutoConfig; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs a training-data slowdown regression; different subsystems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and bugs: SAM 3 attribute error vs qwen2.5-vl video position-id issue." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API-setting warning vs InternVL2 meta-init incompatibility; unrelated changes." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing config field and the other is a from_pretrained error; not enough to merge." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto_docstring crash with future annotations; different components." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors in different modules; similar wording only." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 MoE area, but one is a loading error and the other is a missing config field; distinct bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "vitpose model loading breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated model families." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure vs Llama4Config missing pad_token_id; different failures." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 encoder output attribute error vs add-new-model-like tokenizer mapping failure; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs incorrect pipeline-parallel LLM output; distinct runtime bugs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs FP8 save_pretrained moe failure; same theme only, not same bug." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash vs missing deepstack_visual_indexes in config; different defects." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Qwen3.5 MoE loading error vs gemma-4 zero3 loading error; different models and paths." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs/cache issue vs diverging attention kernels under torch.compile; separate problems." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained bug vs Qwen3.5-Moe from_pretrained error; different operations." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Cannot import AutoImageProcessor vs cannot import HybridCache; both are import errors but not the same symbol or fix." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT legacy-field loading bug vs pytest-xdist race in testing utils; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:42673 \u2194 issue:43704 is grounded, but the canonical_issue_reason overstates the evidence by claiming \"more discussion and inbound references.\" The packet shows more discussion activity for 42673, but inbound_references are 0 for both issues. Please remove unsupported claims and keep the rationale limited to what the packet directly supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 32, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45276", + "issue:45310", + "issue:45356", + "issue:45459", + "issue:45561" + ], + "soft_pairs": [ + "issue:44496|issue:45561", + "issue:42994|issue:44164", + "issue:43526|issue:45561", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:43673|issue:44188", + "issue:30990|issue:35141", + "issue:36010|issue:41628", + "issue:42898|issue:44568", + "issue:43479|issue:44079", + "issue:43479|issue:44869", + "issue:44964|issue:45137", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:45137|issue:45276", + "issue:43874|issue:45092", + "issue:44077|issue:44242", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:42898|issue:43295" + ], + "prepared_review_unit_hash": "44d73fb3c8140dfc6ccdb5f33c3ab9dc5f36681de161c2b6e1933615125245e1", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37073, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues (tokenizers, multimodal configs, generation, save/load, imports, and testing). None of the soft pairs look like the same underlying bug or change, so I reject all soft edges and do not see a single canonical issue/PR for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading vs a pytest-xdist file race; unrelated failure modes." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized model save failure vs extra_state handling in save/from_pretrained; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs testing-utils race; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen MoE model-loading regressions in different versions/models; not the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync_gpus bug vs janus image-generation test failure; different path." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask discrepancy vs MoE load-balancing loss omission; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing generation cache in chunked_prefill vs divergent attention kernels under torch.compile; different issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading stall vs embedding reinit after resize_token_embeddings; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Two separate import errors for different symbols; same general area but not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization-space cleanup regression vs BOS/EOS not added for a specific tokenizer; different tokenizer behaviors." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default-init bug vs ModelOutput key assignment bug; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization issue vs Whisper timestamp decode crash; different subsystems." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version packaging incompatibility vs missing import from image_utils; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging issue vs nonexistent image_utils import; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL class import; different import failures." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; different save/load paths." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation vs ZeRO3 deque pop error; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence vs wrong docstring; completely different severity and code." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3_5Moe; different model bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash vs auto_docstring annotation handling crash; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change vs Kimi tokenizer codec/warning regression; different tokenizer issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure vs add_special_tokens BOS/EOS regression; different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Whitespace cleanup regression vs Deepseek tokenizer incorrect results; not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45276", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs Gemma4 resize_token_embeddings not propagating; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch-count method vs remote-code checkpoint/meta-init incompatibility; different model loading problems." + }, + { + "left": "issue:44077", + "right": "issue:44242", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs load-balancing-loss omission; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup regression vs Pegasus v4/v5 output difference; different behaviors." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Missing class import vs tokenizer error masking when protobuf is absent; different import/error-handling bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained bug vs tokenizer_class metadata mismatch; different save_pretrained problems." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup regression vs multimodal processor.tokenizer 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": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44623", + "issue:44704", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44483|issue:45406", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:44373|issue:44485", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43576|issue:43784", + "issue:44263|issue:44373", + "issue:43122|issue:44521", + "issue:42757|issue:45278", + "issue:42886|issue:43066", + "issue:44117|issue:44704", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:44704|issue:45290" + ], + "prepared_review_unit_hash": "5d5c935709234d60e01e0000bf5f940119d8cd4c0821294f8fd25016744aa7c6", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38118, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct Transformers v5 regressions across tokenizer loading, imports, processor/chat-template behavior, config persistence, and save_pretrained paths. I did not find any soft-edge pair that clearly represents the same underlying bug/change, so all soft pairs are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it captures multiple import failures after upgrading to Transformers 5.5.0, which best matches the dominant import/load-regression theme here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best representative because it is broad, recent, and already frames the recurring v5 import problems seen in nearby reports; however, it should be treated as an umbrella report, not a duplicate target for the other specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different bugs: config default initialization vs non-persistent buffer corruption." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer loading failure vs protobuf-error masking in error handling." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is missing processor files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor.save_pretrained file omission." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor argument crash and auto_docstring annotation crash are unrelated code paths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import problems." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata mismatch and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-symbol import errors in different packages/modules." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Server request handling crash is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "save_pretrained failure and a max_shard_size question are not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same DSA indexer area, but torch.split handling and missing ReLU are distinct defects." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer load regression and flash-attention generation failure are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer bug is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read issue is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Chat-template crash with tool calls is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config constructor defaulting and rotary_pct persistence are different configuration bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is not the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA RMS norm epsilon precision issue is unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and eos_token_id inconsistency are different symptoms and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different models and different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer load failures for different models; not the same concrete bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading stall and zero-probability Siglip2 outputs are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different problems." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports for different symbols; same broad theme, not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issue is unrelated to the Qwen3.5-VL-Moe regression." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime DSA-indexer bug, the other is just a wrong docstring." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization behavior change and assistant_masks bug are different multimodal/template issues." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella for import failures, but 42757 is one specific missing symbol; not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading issue and wrong tokenizer decoder type are different tokenizer bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None and AutoProcessor kwargs propagation are unrelated failures." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different apply_chat_template-related regressions with different triggers and outputs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in sentence-transformers and MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding and tool-call assistant content crash are different code-path bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 34, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45478" + ], + "soft_pairs": [ + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43232|issue:45245", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44625|issue:44829", + "issue:41628|issue:45278", + "issue:44360|issue:44485", + "issue:29127|issue:30990", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:44261|issue:44373", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:42371|issue:42831", + "issue:44038|issue:44295", + "issue:42907|issue:44964", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43992|issue:44704", + "issue:43122|issue:44977", + "issue:45216|issue:45478", + "issue:43278|issue:44945", + "issue:43824|issue:44351", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:42222|issue:43441" + ], + "prepared_review_unit_hash": "c23c67ee45c4b22730e405650ed3e730f4c060224d321b4a94cde1d215849fda", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36179, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with a few superficial similarity themes (import errors, tokenizer regressions, FP8/MoE, SAM3), but no soft pair appears to be the same concrete bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, covering the recurring import-regression theme seen in several nearby items; however, the overall set is still too mixed for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the least misleading global representative because it captures the widest shared symptom class among the related-looking items, though it does not actually unify the whole list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs: TF32 settings guidance vs a torch.split behavior issue in GlmMoeDsaIndexer." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Unrelated failures: position_ids buffer access vs tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different code paths: save/dequantization problem vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Version/Python compatibility issue vs pipeline-parallel output bug; no shared concrete defect." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation state update bug vs category-count runtime error; not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation state, but one is sync_gpus bookkeeping and the other is recurrent-state reset in Qwen3.5; too different." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs model-loading regression; no shared underlying change." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model-specific failures: dequantized save vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 area, but one is a model-type warning and the other is a missing attribute in the vision encoder output." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different problems: num_labels propagation vs flash_attention_3 training degeneration." + }, + { + "left": "issue:41628", + "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 the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA ReLU implementation discussion vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs Sentence Transformers loading hang; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multilabel classification bug vs Gemma 4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Different multimodal/tokenizer bugs: offset mapping vs assistant_masks all-zero." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/config bug vs documentation typo; not the same underlying issue." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and likely different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility issue vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings vs FineGrainedFP8 accuracy issue; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model/version compatibility issue vs position_ids buffer access bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading/dequantization bug vs Phi-4 multimodal load failure." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs multilabel example-script bug; no concrete overlap." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure vs gguf_file loading breakage; different paths." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad model family, but one is a load/compatibility bug and the other is an FP8 save_pretrained issue; too distinct." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing weight during from_pretrained vs AutoProcessor kwargs forwarding; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression reports for different models; no evidence they are the same defect." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention 5.4.0 and Qwen3.5, but one is save_pretrained checkpoint correctness and the other is from_pretrained/MoE loading; not clearly the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "dtype mismatch during eval vs incorrect output under pipeline parallelism; different issues." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and no shared concrete failing code path is shown." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8/MoE-adjacent behavior, but one is a save/dequantization problem and the other is a save_pretrained moe issue; not enough to merge." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing import from huggingface_hub vs missing import from transformers; superficially similar but different packages and defects." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and failures: vitpose breakage vs Ministral-3 FlashAttention failure." + } + ] + }, + "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": 13, + "review_unit_index": 35, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43550", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44291", + "issue:44484", + "issue:44485", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563" + ], + "soft_pairs": [ + "issue:43784|issue:45446", + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:38617|issue:45278", + "issue:43550|issue:43784", + "issue:22355|issue:29127", + "issue:43937|issue:44485", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43976|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:33453|issue:39401", + "issue:45083|issue:45446", + "issue:45341|issue:45561", + "issue:43937|issue:44977", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:39401|issue:43421", + "issue:38617|issue:41628" + ], + "prepared_review_unit_hash": "f958c0f1a5e16e1809d47d1b5db6ba026a3a0f527ac614d7747c2180cd2662b8", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35832, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers regression reports with only superficial title similarity. The items span unrelated import errors, tokenizer bugs, model-specific failures, trainer/runtime issues, and docs/examples problems; none of the soft pairs look like the same underlying change or bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41628 is the cleanest representative of the cluster\u2019s main theme: a concrete, user-facing import regression in core Transformers with a precise missing public symbol.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the strongest standalone issue here because it is specific, reproducible, and clearly actionable, unlike the broader or more ambiguous reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Different failures: sentence-transformers import NameError vs a flex_attention PyTorch version-check bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different code paths: FSDP2/PEFT optimizer state corruption vs GenerationMixin cache/chunked_prefill behavior." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import; the other is a broad report of many import errors after upgrade." + }, + { + "left": "issue:43550", + "right": "issue:43784", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to an import-time NameError in sentence-transformers." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No shared underlying bug: ONNX module import failure vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig 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"issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty outputs in a classification example are unrelated to pipeline() translation-task messaging." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility regression is not the same as an AuxRequest import/version-check bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 GenerationConfig validation is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behavior (offset mapping vs tokenization output)." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as pipeline-parallelism output corruption." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are not the same concrete issue." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni feature-length helper behavior is unrelated to flex_attention import/version checking." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug is not the same as a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a flex_attention import/version issue." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak report is not the same as an isolated reproduction of issue #38071." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is distinct from PretrainedConfig type-checking breakage." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Release/version pinning for PEFT is unrelated to the AuxRequest import/version-check bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-shape bug is different from crashing because torchvision is missing." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "flash_attention_3 training degeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question is not the same as Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping regression is unrelated to runtime post-processor updates for special tokens." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they expose different missing symbols and likely different code paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Same as above: separate import regressions, not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 36, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": 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"96f35fa3897a5de507614e0f80fb7ba85af297d63d0770f7725d18450d2dadb2", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38016, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions and model-specific bugs; none of the soft pairs look like clear duplicates of the same concrete fix.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import errors after upgrading from 4.57.0 to 5.5.0, which makes it the best representative of the 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the same as an Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to the TensorBoard-without-TensorFlow backend error." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Different issue class: multi-thread VRAM leak vs Blip2 dtype propagation bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings warning is unrelated to MLA layernorm epsilon precision behavior." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 generation config validation differs from an unrecognized-model/config.json loading error." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for configuration_utils is unrelated to an audio fbank feature extraction bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat APIs, but the concrete failures differ: generic v5.3 request rejection vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow dependency packaging issue is not the same as broken VitPose models." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to a testing_utils bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, but 44933 is a specific missing import from image_utils; not enough evidence of the same underlying bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete problems: decoder type vs tokenization output drift." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression is unrelated to a testing_utils bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder is not the same as unexpected position-id keys." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen models and different failure modes; no clear shared code-path." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and protobuf-related tokenizer error are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch-count method is unrelated to MLA RMS norm epsilon 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"accept": false, + "reason": "PretrainedConfig typing regression is unrelated to the TensorBoard/TensorFlow backend issue." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug in modeling_utils is unrelated to testing_utils." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model-loading errors for different model families; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None-handling may be adjacent, but 44987 is a broad model-loading failure without enough concrete overlap." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie removal and gguf_file loading breakage are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different files and symptoms: AutoProcessor/video dependency crash vs testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both concern Qwen3-VL, but one is weight-shape mismatch and the other is a broader transformers 5.0 bug report; not clearly the same fix." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "SAM3 tracker/model-type warning is unrelated to the tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image patch-count API and torch.split return handling are separate model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 37, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43618", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44829", 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"issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380" + ], + "prepared_review_unit_hash": "07284759cd556d57c9b9eacff4acef514bf2160d5e0752d5cb9ff4acc0b10fac", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37827, + "estimated_input_tokens": 9457, + "estimated_eval_tokens": 19170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely heterogeneous. The soft-similarity pairs share broad subsystems or naming patterns, but none look like the same concrete bug/change, so no soft edges should be merged.", + "confidence": 0.57, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone representative: it is open, has active discussion, and describes a concrete, user-visible bug in quantization/offloading behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Different failure modes: flash_attention_3 training collapse vs category-count runtime limit." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python/version compatibility break vs PretrainedConfig type-checking regression; unrelated causes." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different import-time crashes: missing torchvision vs missing ReasoningEffort dependency." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs a testing_utils issue; no shared code path." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs Liger Kernel not applied with model_init; distinct training paths." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different underlying breakages." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA norm epsilon precision bug vs GLM-5 RoPE implementation question; not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen models, but one is missing attention projections and the other is a dropped config field." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model bugs: version-specific VL-MoE failure vs missing projections in qwen3next." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures from transformers: missing layer_type_validation vs missing HybridCache." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwarg forwarding bug vs auto_docstring crash under future annotations; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken kwarg conflict vs TOKENIZER_MAPPING_NAMES returning None; different loading bugs." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor/video dependency crash vs tokenizer mapping assumption bug; not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leak vs missing embed_tokens.weight in UMT5Encoder; different pre-trained loading paths." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "tie_embeddings deprecation/removal warning issue vs quantization offloading malfunction; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weight loading vs shard-size default question; no shared bug." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Two different processor/model import errors with different missing dependencies/symbols." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs an isolated reproduction reference; not enough evidence of same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-backend problems in different models; same broad area, not same defect." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error-message wording vs saving Pipeline objects; different functionality." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "ImportError for a removed helper vs tie-embeddings warning/removal; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Embedding-tie warning removal vs text-classification docs mismatch; different surfaces." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compile warning vs Bamba torch.compile SDPA failure; distinct issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Two different warning conditions with different configs and models; not duplicates." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading bug vs gradient checkpointing eval-mode restriction; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs Bamba compile/SDPA failure; different model-specific bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models vs saving Pipeline objects; same verb, different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44117", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs tokenizer mapping None-handling; not the same defect." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored in backend kernels vs degenerate zero loss for num_labels=1; unrelated training bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model backend support error vs Python version compatibility issue; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs GPT2 backend scaling bug; different code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers vs BeitImageProcessorFast label-reduction bug; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request validation issue vs batched chat-template crash; different endpoints and failures." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions regression vs GPT2 backend scaling bug; 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": 2, + "component_count": 13, + "review_unit_index": 38, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:41669", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478" + ], + "soft_pairs": [ + "issue:43618|issue:43761", + "issue:36683|issue:43582", + "issue:44483|issue:45290", + "issue:43012|issue:44683", + "issue:44038|issue:44230", + "issue:42757|issue:43824", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:44655|issue:45478", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:44263|issue:45440", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:43992|issue:45310", + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:43352|issue:43931", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064" + ], + "prepared_review_unit_hash": "cb52e3775e2fd37e5f1d422249b6bccc7d6db96f5c8942935353fbe313b7c9b3", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37421, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of superficially similar Transformers regressions and import/load errors. Only one soft pair looks like a true duplicate: the two identical Qwen3.5 MoE from_pretrained bug reports. The rest share broad themes (imports, model loading, cache, vision, compile, v5 regressions) but appear to be distinct underlying issues.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue candidate: it is an exact duplicate of issue:45478 and describes a concrete, user-facing Qwen3.5 MoE from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue here because it matches an exact duplicate and names a specific reproducible bug rather than a broad symptom cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regression reports, but one is CLIP attentions missing and the other is CLIPVisionModel hidden_states missing; different code paths and models." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is a /v1/chat/completions request rejection; the other is an apply_chat_template crash on assistant tool-call messages." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bfloat16 compile warning and a compiled flex_attention failure are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage is not the same as an FP8 inference support request." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols in different packages/modules." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "A chat-completions API rejection is unrelated to the qwen2.5-vl video vision_position_ids bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure and a sorted-state_dict load error are distinct loading issues." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to local_files_only still triggering network requests." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation discussion are different model-specific concerns." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mentioning return_all_scores and pipeline save_pretrained failure are not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is broader and different from inability to save Pipeline objects." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is a different attribute bug than missing fpn_position_embeddings on Sam3VisionEncoderOutput." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted state_dict loading error is not the same as an incorrect saved checkpoint from save_pretrained." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 unsupported on Nemotron is unrelated to GLM-5 GenerationConfig invalidation." + }, + { + "left": "issue:44655", + "right": "issue:45478", + "accept": false, + "reason": "Pipeline save_pretrained failure and Qwen3.5 MoE from_pretrained error are different operations and bugs." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and wrong vision_position_ids affect different subsystems." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "post_init policy change for patchtsmixer is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config attribute missing and patchtsmixer post_init validation are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer and DeepseekV3MoE divergence are unrelated model internals." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer states on ranks and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python 3.9/3.10 compatibility complaint and Python 3.14 load failure are different environment regressions." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are separate config attribute bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different symbols and packages; not the same underlying bug." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "allow_is_bidirectional_skip branching under torch.compile is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIP attentions and Qwen3.5 saved-checkpoint corruption are different regressions." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "A missing config attribute and load balancing loss not being added are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Missing Gemma3Config vocab_size is unrelated to Flash Attention 2 support on Nemotron." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash Attention unsupported and Qwen3-VL-30B-A3B weight-shape mismatch are different issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import * slowdown and intermittent import transformers slowness are related only at a very broad level, not the same concrete bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A sorted state_dict loading error is unrelated to missing deepstack_visual_indexes being dropped by strict config handling." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size and FSDP2/PEFT optimizer-state mismatch are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE from_pretrained regression title/topic; these are duplicate reports of 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": 2, + "component_count": 13, + "review_unit_index": 39, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561" + ], + "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43992|issue:45478", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:43618|issue:44977", + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:43502|issue:44062", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43502|issue:44485", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:42890|issue:44373", + "issue:43502|issue:44222", + "issue:43299|issue:44556" + ], + "prepared_review_unit_hash": "ad6be4b0290bf84acaffad84453ed96e991b2a5c8aa1551741c554dcfdd7b75f", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37642, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft links are similarity-only and do not describe the same underlying bug or change. I would reject all soft edges. The most representative issue is the broad v5 loading-regression report #43723, but there is no true canonical duplicate set here.", + "confidence": 0.71, + "canonical_issue_reason": "#43723 is the broadest, most central loading-regression report in the set; it best matches the common v5 import/load-failure theme, even though the cluster is not a real duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "#43723 is the best single issue to stand in for the cluster because it is general and user-facing, unlike the many highly specific model/test/version edge cases here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is a missing set_seed integration issue and the other is a captured_info.txt xdist race; different bugs." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different failure modes; not the same code-path bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "One is Python 3.14 load failure, the other is PretrainedConfig type checking in v5.4; unrelated regressions." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "A state_dict sorting load error is not the same as incorrect visual encoder keys being saved; save/load sides differ." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Torch no_grad on cache update and Python version compatibility are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Generic Python 3.14 loading failure and Qwen2.5-VL vision position IDs are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Both mention implementation differences, but one is a DSA indexer ReLU complaint and the other is DeepseekV3MoE divergence; not the same defect." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init validation are separate model issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor parallel training bug vs OOM loading a specific large Qwen2.57B model are different concrete problems." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "A load-model state_dict issue is unrelated to the default max_shard_size question in save_pretrained()." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different models and different failures: CLIPOutput attentions vs float16 AMP crash." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import support and tokenizer-loading regression are not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "CI/test seed flakiness does not match a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions field issue and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A flaky SamHQ integration test is not the same as a GraniteSpeech stale device override test." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Decorator/no_grad cache behavior and SGD argument handling are separate optimizer/model issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer loading in v5 and the other is checkpoint reload across versions; too different to merge." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "SamHQ test seeding and a bug in testing_utils.py are not the same specific failure." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken() keyword duplication are unrelated tokenizer/config bugs." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is not the same as checkpoint reload failure after upgrade." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are different areas and different bugs." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Torch no_grad on cache update has nothing to do with the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update decoration and generation kwargs syncing after sync_gpus are different generation-path bugs." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan and a from_pretrained error for Qwen3.5 MoE are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Importing PreTrainedModel and importing HybridCache are separate missing-export problems." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing and a dropped vision config field are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a v4.57\u2192v5.3 data slowdown issue are not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang and a confusing docstring are clearly different." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Unused SGD args and inconsistent eos_token_id config are different features." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in model_init and a DSA ReLU discussion are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache/no_grad decoration and a tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:42890", + "right": "issue:44373", + "accept": false, + "reason": "A flaky integration test and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 save_pretrained moe are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and checkpoint reload failure across versions are distinct regressions." + } + ] + }, + "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": 13, + "review_unit_index": 40, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:31795", + "issue:33357", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43012", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542" + ], + "soft_pairs": [ + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43827|issue:44961", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:33357|issue:33453", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:41628|issue:44355", + "issue:36296|issue:43012", + "issue:44273|issue:45003", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273" + ], + "prepared_review_unit_hash": "2ff7506432a97cdfed435d4b63f11c244730302d013dc2f31dabfdb2ff54e98a", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37406, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose similarity cluster of unrelated Transformers issues. Only the lazy-loading/sys.modules pair looks like a plausible duplicate; the rest are adjacent but distinct regressions, import errors, docs, or model-specific bugs.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43576 is the most central and broadly connected issue in the set, with several soft similarity links to other v5 regression/import-related reports; it is concrete enough to serve as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best representative issue overall because it is specific, user-facing, and sits closest to the repeated v5 breakage/import-regression theme in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Different problems: local_files_only network access vs an unrelated placeholder issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/moe, but one is save_pretrained behavior and the other is inference support; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors are unrelated to pipeline save_pretrained missing files." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Different failure modes: compiled Python file handling vs PretrainedConfig type checking." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Accuracy drift in FineGrainedFP8 is unrelated to a missing image-patch method AttributeError." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but tokenizer loading and Llama 3.2 Vision model loading are different code paths." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub export is a dependency/import issue, not the transformers env command regression." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after v5 removals is unrelated to the placeholder issue." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are distinct." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "env command breakage and PretrainedConfig type checking are separate v5 regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different import/export failures for unrelated symbols." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a typo in cache strategies." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different issues: missing layer_type_validation export vs broken env command." + }, + { + "left": "issue:33357", + "right": "issue:33453", + "accept": false, + "reason": "MacOS bus error with CLIP is not the same as tokenizer loading regression." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue versus Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and ImportError are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache import are different v5 issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the placeholder issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different causes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Different model/feature bugs: tensor parallelism vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to compiled Python file errors." + }, + { + "left": "issue:36296", + "right": "issue:43012", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the PyTorch warning during bf16 compilation." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "These look like the same lazy-loading failure: a generic lazy loading breakage with a specific root cause in unsafe sys.modules access from modeling_utils." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA rms_norm_eps precision bug is unrelated to the DSA indexer missing ReLU." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems are unrelated to the TensorFlow backend error caused by tensorboard-only installs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is unrelated to a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload failures after upgrading to v5 are different problems." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression is unrelated to chunked_prefill cache handling." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issues are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "General Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are distinct." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 checkpoint compatibility, but they describe different models and likely different loading paths." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings are unrelated to a cache-strategies typo." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different APIs and bugs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing is unrelated to lazy loading failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Summary is grounded in the packet and stays conservative: it treats this as a loose cluster with mostly distinct issues, while only tentatively grouping the lazy-loading/sys.modules pair. The best/canonical issue choice is supported by the number of soft links around issue:43576. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861" + ], + "prepared_review_unit_hash": "5841439d1bdbc4e8ded142bf817260cf93e7329451ec3ab216ce518dad72b59f", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 41101, + "estimated_input_tokens": 10276, + "estimated_eval_tokens": 20808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but there is a recurring tokenizer/v5 regression theme. None of the soft pairs is strong enough to merge as a true duplicate under strict triage, so I would keep the broad tokenizer-v5 issue as the representative node.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 42913 is the broadest representative of the tokenizer-v5 regression family and best matches the recurring theme across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "42913 is the most umbrella-like issue here: it describes a general tokenizer behavior change from v4 to v5, which can plausibly subsume several narrower tokenizer-loading/save-path reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different subsystems and failure modes: model-type mismatch warning vs Liger Kernel application issue." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "45230 is too generic to establish identity with a tokenizer save_pretrained mismatch." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated features: env command breakage vs inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Different models and symptoms; one is Flash Attention support, the other is a Qwen3-VL bbox output problem." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression is unrelated to the Qwen3-VL output issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug is not the same as PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "No evidence the generic bug report matches the position_ids buffer error." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and HybridCache import failure are not the same concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Broad import-star performance complaint does not match a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache strategy typo and pipeline-parallelism output correctness are different issues." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "These are only loosely related by general code cleanup; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Model-init applying Liger Kernel and flash_attention_3 training degeneration are different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5-MoE, but the reported failures are not the same concrete bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and _get_tied_weight_keys AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Confusing forward docs and tokenizer loading regression are not the same underlying problem." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star usage and scheduler behavior are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the Qwen3-VL hallucination/bbox issue." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight key AttributeError are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction are different features." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion does not match Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is insufficient to treat as the same as a specific Qwen3.5-MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance and VRAM leak in dataloader threads are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-doc confusion and Llama model-loading regression are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation confusion is unrelated to a flash-attention import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application and InternVL2 meta-init incompatibility are different failure modes." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded use and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-specific, but the model and bug behavior do not match." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and VRAM leak in threads are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only API requests and timestamp calculation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing processor.save_pretrained files are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug does not match the VRAM leak report." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer are unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon issue is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak and a testing_utils bug are different issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5, but one is a broad behavior change and the other is a specific decoder-type mismatch." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the obviously invalid 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Invalid/non-technical issue and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the invalid issue entry." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and the invalid issue entry are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression and the invalid issue entry are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing and tied-weight key AttributeError are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 42, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-367", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:43298", + "issue:43572", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310" + ], + "soft_pairs": [ + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:31515|issue:36683", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "581c6ccb77eb9c1044476fffdc6585157930bc4c98caacd860142d3809e81318", + "component_budget": { + "node_count": 367, + "item_count": 367, + "soft_pair_count": 1370, + "serialized_chars": 706987, + "estimated_input_tokens": 176747, + "estimated_eval_tokens": 353750 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 9, + "serialized_chars": 9455, + "estimated_input_tokens": 2364, + "estimated_eval_tokens": 4984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct loading/configuration/inference issues, plus one documentation issue. The soft similarities are mostly superficial (shared terms like from_pretrained, loading, or model family) rather than the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "If a single issue must represent the cluster, #45310 is the closest fit because it is a concrete, current from_pretrained regression with a specific model family; however, the set is not truly duplicate enough for a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#45310 is the most actionable and representative of the loading-path failures in this set, while the others are either unrelated, documentation-only, or concern different subsystems/models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Both are runtime errors, but one is a StableLmConfig padding-field regression and the other is an AttributeError in tied-weight-key handling; different code paths and fixes." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are unrelated bugs." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is not the same as processor.save_pretrained() omitting files; different functionality." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained performance and tensor-parallel training behavior are separate problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed and documentation confusion about input_ids/past_key_values are not the same underlying issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 support/inference and the other is a specific from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both concern loading, but one is slow checkpoint loading while the other is a tokenizer-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:36683", + "accept": false, + "reason": "Checkpoint loading slowness and Gemma3Config missing vocab_size are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 Qwen3-VL/Qwen3.5 MoE inference support are different feature gaps." + } + ] + }, + "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": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "baebfafb0752bddacd5d146084f8a4f91935df26877ca18d273940cecc64234e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Flash Attention 2 support across more architectures, the other requests GGUF support across more architectures. They concern different features, code paths, and implementation work.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear canonical representative because the two issues are unrelated feature requests rather than duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities (Flash Attention 2 vs GGUF support); they do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "eac5735c559ad8904cd71fff66e30d66dbf924494c1f2010923c687cdedf47ea", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are translation-request issues with very similar template text, but they are not clearly the same underlying task: one is specifically for Turkish, while the others are generic language placeholders. The generic issues look templated rather than true duplicates of the Turkish request.", + "confidence": 0.78, + "canonical_issue_reason": "issue:27088 is the only concrete, language-specific report (Turkish), so it is the clearest representative of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the most specific and informative issue; the others are generic template instances with no concrete language filled in.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Similar translation template, but one is Turkish-specific and the other is a generic placeholder; not clearly the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "High textual similarity, but the language-target details are not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Looks like the same template category, not the same exact translation task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template text, but no evidence they refer to the same concrete language or request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template-level similarity only; insufficient evidence of a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same placeholder-style issue template, but not enough evidence that they are the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-13", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42503|issue:45027", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "7249c26c99bd9d35c50d97cf822be25ff964af3ebe920aec3e1f24ab47e1cea3", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated model-addition requests across different model families and tasks. They share only a broad \"add support\" theme, so there is no true duplicate cluster; 43671 is just the most connected anchor by similarity.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43671 is the most central node in the similarity graph, but it is still a specific Qwen3-TTS request rather than a true umbrella duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 has the strongest connectivity among the issues and is the best available representative anchor for this loose cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model requests with no shared code-path evidence." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different concrete model support requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request target different model/code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS support are unrelated changes." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are distinct requests for different models." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different concrete additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT request and the broad RoPE-themed BERT-like models issue are not a single concrete bug/change." + }, + { + "left": "issue:42503", + "right": "issue:45027", + "accept": false, + "reason": "ModernVBERT and Voxtral-4B-TTS support are unrelated model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic BERT-like RoPE request and Voxtral TTS support do not describe the same change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name only; they are different model capabilities and likely separate work." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different models and support paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both mention TTS, but Qwen3-TTS and Voxtral-4B-TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different concrete model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are not the same underlying issue." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support and Voxtral TTS support are separate tasks." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText target different models and functionality." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 13, + "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-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "5ed7737059fb436b74e1606eed85113db8803d29db774ec691677aaf92ec4465", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the six issues cover unrelated model, config, loss, quantization, and tokenizer problems, so none should be merged as the same bug.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue stands out because the items are heterogeneous and do not appear to describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative duplicate target; each item is about a different code path or even a different class of bug (bug vs typo vs type hint).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different concerns: Llama4TextL2Norm behavior vs ModernBERTConfig type annotation. No shared bug or code path." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both are loss-related, but one is about an unused ignore_value and the other about kwargs not being forwarded to the loss function. Related area, not the same defect." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling and tokenizer regex warnings are unrelated subsystems with different symptoms." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unused ignore_value in Mask2former is unrelated to a typo in a quantization_operation attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former loss parameter handling and ModernBERTConfig norm_eps typing are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding bug vs config type-hint mistake; different code paths and fixes." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in a config class is not the same issue as tokenizer regex warning regressions." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint correction and a string-attribute typo are distinct, unrelated issues." + } + ] + }, + "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": 13, + "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": "1f465789384842b4448a871e1bb33d219f79a946fd265250b1e2c164baccca87", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not appear to describe the same underlying problem: one is a generic decoding change request, the other is a specific DeepSeek v3.2 support request. I would not cluster them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue for duplication purposes: the titles point to different asks and there is no shared target or evidence of the same bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #43037 is the better representative only because it is more specific and actionable; #41084 is too terse and ambiguous to serve as a cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The requests are unrelated: \"Set Block Decoding\" is a generic decoding concern, while \"DeepSeek v3.2 support\" is a model-specific support request. No evidence they are the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 13, + "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": "938a106bd0fec204fda2faf9c5f473611537e0d9381060aa996a0826c890a683", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate Trainer customization topics: one about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They are related at a broad subsystem level but not the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43598 is the more concrete and broadly representative Trainer customization request, centered on a specific behavior (`remove_unused_column`) and likely to be easier to use as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best standalone issue because it has a clearer, actionable scope and directly targets a specific Trainer customization pain point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both concern Trainer customization, but one is about unused-column handling and the other about FLOPS estimation. They affect different code paths and are not the same 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": 9, + "component_count": 13, + "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": "4c8b175bd2183ed075472800fc75e6e280afd2821d013dd0dfd351439e55a483", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature requests for different Qwen model families and different AutoModel mappings, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43684 is the broader, more central request: add Qwen3-Omni registration to AutoModel and AutoModelForConditionalGeneration.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best representative because it targets core model registration support, whereas #44405 is a narrower request for sequence classification on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different tasks: Qwen3-Omni registration for base/conditional generation vs Qwen3.5 sequence classification support. They do not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "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": "9aaaa889ef6b2278228976457b3a5ba8890b0c33277c46b124e5a6a04a01f431", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four are sparse, closed issues with no actionable details; three share the same vague title, but there is not enough evidence to prove a single underlying bug beyond superficial similarity.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 43845 is the best canonical placeholder because it matches the repeated title used by the majority of the cluster, but the available content is too thin to establish a real root problem.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is strongly distinguishable on substance; 43845 is the least arbitrary choice only because it is one of the repeated 'huggingface' entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only weak lexical similarity; titles are different and there is no body/context tying them to the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only weak lexical similarity; titles are different and there is no body/context tying them to the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Only weak lexical similarity; titles are different and there is no body/context tying them to the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical titles are not enough here; no description or issue target confirms the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Identical titles are not enough here; no description or issue target confirms the same underlying problem." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical titles are not enough here; no description or issue target confirms the same underlying problem." + } + ] + }, + "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": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "43da57b120ef45442d6f37610d2be07998042d9071100e7e4d26bf76c496f906", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items look like unrelated low-information/spam issues; none share a concrete bug or change. The only somewhat substantive item is the documentation suggestion, but it still does not match the others.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44418 is the most legible and substantive of the set; the others are clearly spam-like or similarly content-free.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best representative only because it has an actual topic and reads like a real report, unlike the spam-titled issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders with no evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "No shared bug, code path, or concrete topic; both appear to be spam." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like, the other is a documentation suggestion; not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated named-topic issue; no duplicate signal." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation request does not match a spam-like placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no evidence they describe the same concrete problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No meaningful overlap beyond low-quality titles; not a duplicate." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 13, + "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": "837be90f695d49915c46ee966086daabc409b17548a3cef838de9eb9fdbce0a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are very similar and likely duplicate reports, but the evidence is still soft: same title, similar body size, and one inbound reference on #45145, with no explicit links or targets. #45145 remains the better canonical issue candidate, but the soft edge should be treated conservatively and not accepted outright.", + "confidence": 0.82, + "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151 and an inbound reference, making it the slightly more established duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best overall issue candidate because it is the more connected of the two and appears to represent the same underlying report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Strong similarity is present, but there are no explicit links, targets, or code references, and the soft-similarity signal is not deterministic. That is enough to rank them as likely duplicates, but not enough to confidently accept the edge as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports strong similarity, but the analyst overstates the certainty. We only have same titles, similar body lengths, no explicit links/targets, and a soft-similarity signal with deterministic_accept=false; that is not enough to say the issues are \"near-identical duplicates\" or that they have the \"same title/content.\" The inbound reference does make #45145 a reasonable canonical candidate, but the soft-edge verdict should stay conservative rather than accepted outright." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "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": "pull_request", + "component_index": 1, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-10", + "nodes": [ + "pull_request:39895", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:44827", + "pull_request:43823|pull_request:45213", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ceb48e1e4dc2622130fc591837e0399b00709a73f3a106d462142e3d6f177771", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 27589, + "estimated_input_tokens": 6898, + "estimated_eval_tokens": 14052 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 27589, + "estimated_input_tokens": 6898, + "estimated_eval_tokens": 14052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated pull requests. The only true duplicate-looking pair is the two fixed_cross_entropy patches (43251 and 43254), which both change the same function in the same file to forward extra cross-entropy kwargs. All other soft-similarity pairs touch different model additions, refactors, or tests and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR because it is the more complete cross-entropy kwargs fix, explicitly targets issue #43240, and makes the concrete code-path change in loss_utils.py; 43254 is just a smaller variant of the same patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the only real duplicate cluster here: it has the explicit issue link, the main implementation change, and broadest completeness for the fixed_cross_entropy kwargs support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Videoprism model addition vs executorch dynamic-shape test; different code paths and unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness refactor vs adding a new MobileLLM model; not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs new model addition; no shared bug or implementation target." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility patch vs Mistral4 test/model cleanup; unrelated functionality." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 fix; different subsystems and goals." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs MobileLLM model addition; not the same concrete change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model vs Falcon output-interface refactor; distinct work." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "MobileLLM addition vs Mistral4 test/model fix; no shared underlying bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs model-creation skill/docs meta-change; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/meta PR; not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor vs Mistral4 fix; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/fix PR vs layernorm typo rename across CLIP-like models; separate issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fix PR vs model-creation skill; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch src/transformers/loss/loss_utils.py to add the same fixed_cross_entropy kwargs support for the same underlying issue; they are plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only accepted pair, 43251/43254, is a conservative mergeable duplicate: same file, same function, same issue target, and the diffs are near-identical kwargs-forwarding fixes. The other soft pairs are reasonably rejected as unrelated or at least not clearly the same bugfix based on the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "f19069bb41e72ee23a7689547797e4c59c570fbd67bbdf868544319caea37d9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target VibeVoice, but they are not duplicates: #40546 is the base VibeVoice integration, while #42781 is a separate VibeVoice Realtime extension with extra tokenizer/model and generation changes. The overlap is mostly in shared model plumbing and docs, not the same concrete fix or one mergeable change set.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the more canonical PR for the cluster because it establishes the initial VibeVoice support and broader integration surface; #42781 is a later, narrower realtime follow-on rather than the primary implementation.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative PR for this cluster because it is the foundational VibeVoice implementation and has the broader, more complete scope. #42781 is better treated as a separate enhancement.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: both are about VibeVoice, but #42781 adds a realtime variant with additional component changes; it is not the same concrete code-path problem as the base implementation in #40546 and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "4b16aef37077ebfb3a69b5d139dc7c84f7b44c6684b37ece61239dae2f589590", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests that both add new model functionality, not the same underlying change: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the stronger representative because it is a focused, concrete feature addition with aligned code, tests, and docs for a single model path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different capabilities: TimesFM covariate forecasting vs. DINOv3 image classification. They do not fix the same code-path problem 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": 4, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "83aaab8646470ad87eff0522aecb453ed5557310ff76056dd9f5eca14805867e", + "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": "Both PRs are for adding DEIMv2, but #44339 is the substantially more complete integration (auto mappings, converter, modular files, loss/utils updates, config checks) whereas #41356 is an earlier, narrower model/image-processor/test drop-in. They overlap in files and target the same issue, but they are not a clean duplicate pair.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the better canonical PR because it is the fuller end-state implementation: it adds the model plus conversion tooling, auto-mapping wiring, loss/util updates, modular code, docs, and broader test coverage.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the best PR for the cluster because it most completely represents the DEIMv2 addition and integration into Transformers.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Shared DEIMv2 scope and issue target, but #44339 is a broader follow-up/superset rather than the same concrete change; the overlap is too coarse to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "2f8b076ed799a1ac2907658e6dacd7d505295a8005be415cc38fd780dbd137d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that happen to share Hugging Face model-registration scaffolding. They do not fix the same bug or implement the same change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a canonical duplicate target here; if one must be chosen as the representative, PR #41797 is slightly more established and reviewed, but it covers DeepSeek OCR, not Isaac.", + "best_issue_reason": null, + "best_pr_reason": "PR #41797 is the better representative only because it has more review activity and a fuller implementation/test set, but it is not a duplicate of PR #45186 and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions for different concrete code paths (DeepSeek OCR vs Isaac). Shared auto-registration and docs plumbing is expected for independent model PRs, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "5e8eb21b6b05542698babb6054ba5fd64481e08559f788e46eda4ef76c82c709", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both model-addition scaffolds that touch shared registry files, but they implement different models entirely: InternVLFlash vs AXK1. The overlap is boilerplate, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42166 is the more established representative of the cluster, with much higher review activity and a fuller docs/test-oriented model addition, but it is not a duplicate of PR 45426.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, 42166 is the better anchor because it has more discussion and a broader, more complete implementation surface; however, it still addresses a different model than 45426.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Reject: these are separate feature PRs for different model families. The shared files are only auto-registry boilerplate; the concrete additions and code paths (InternVLFlash vs AXK1) are unrelated and not plausibly 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": 7, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "952f8d0cba5211a97978d8bfd693fdaa72a18591214204ed04115b2f9dfdef1d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These four PRs are not duplicates of one another. They span unrelated areas: Whisper pipeline language return, Whisper tokenizer/tests, vision model test files, and FP8/dequant model loading changes.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42227 is the strongest representative of the cluster because it is a concrete, narrowly scoped bug fix with an explicit linked issue and a clear code-path change in Whisper ASR handling.", + "best_issue_reason": null, + "best_pr_reason": "PR #42227 is the best standalone representative: it addresses a specific runtime bug, has an explicit issue target, and its diff is directly about the underlying behavior rather than test-only or broad refactoring changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both are Whisper-related, but they fix different things: #42227 propagates return_language through the ASR pipeline, while #43291 changes tokenizer decoding behavior and tests. They are not the same underlying bug or mergeable into one fix." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "Unrelated domains. #42227 fixes Whisper ASR language return; #43665 only edits CLIP/ViT tests. Same broad repo, but not the same code-path problem." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "Completely different functionality: Whisper ASR language return versus FP8/dequant loading logic and Mistral-related integration changes. Not a duplicate." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "These are test-oriented changes in different model areas (Whisper tokenizer/tests vs CLIP/ViT tests) and do not indicate the same bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer decoding changes are unrelated to FP8/dequant and model loading fixes. No shared underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to the FP8/dequant implementation change; they do not fix the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "8eb4d0d874e9472100c5ddc8c59bdf4b00d18ed50b0dee117fb21648571708aa", + "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": "Both pull requests are workflow dependency bumps in GitHub Actions, but they target different action families and different upgrade goals: one is specifically for Node 24 compatibility across several JS actions, while the other updates docker/build-push-action and related workflow actions to newer versions. They are related, but not the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate workflow maintenance changes with different action sets and different upgrade intents.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the broader umbrella upgrade and most representative of the cluster because it touches more workflows and has the explicit Node 24 compatibility goal.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 upgrades several GitHub actions for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and a smaller set of workflow actions. Overlapping workflows alone is not enough to treat them 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": 9, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "910ac29c81cb83f5e53b77100e4e2e96b52edbeb5694430c676b74c9918312c1", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14136, + "estimated_input_tokens": 3534, + "estimated_eval_tokens": 7324 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14136, + "estimated_input_tokens": 3534, + "estimated_eval_tokens": 7324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are four separate model-addition changes (ViT NEPA, Molmo, Molmo2, CTSM). They share transformer-registration/docs patterns, but they do not fix the same underlying bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR exists here: the items are distinct model integrations rather than duplicates of one another, despite overlapping auto-mapping and docs edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the most substantial and broadest integration, but it still represents a different model addition and should not be treated as the cluster canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry files are incidental, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model integrations with different code paths and model families." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are separate model additions; overlap is only in common Transformers plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming but implement different model families and files, so they are not the same PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM address different model additions; shared registration/docs do not make them duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model integrations with different concrete implementations and targets." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "0961dd83ad0107402e162949af3c6994d395a0d26617bc48dcc0028c0585057a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated \u201c[don\u2019t merge]\u201d test/instrumentation changes, not the same underlying fix. The only pair with automatic soft similarity still does not look like one mergeable change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the most coherent representative: it focuses on CI/comment/diff-display plumbing and related test utilities, whereas #43488 and #45476 are more clearly ad hoc bot-check PRs with unrelated dummy edits.", + "best_issue_reason": null, + "best_pr_reason": "#43532 is the best single representative of this cluster because it has the clearest unified intent and the broadest but still coherent code-path change; the other two are more synthetic and less representative of a real fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both touch tests/CI-adjacent files, but one is a setup/version/dependency bump and the other is workflow/test-diff plumbing; they are not the same concrete change and would not plausibly merge into one PR." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "#43488 is a packaging/version check PR, while #45476 is a CI workflow caller plus unrelated model/test edits; the overlap is only superficial." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Despite shared test filenames and soft similarity, #43532 is about showing diffs in CI/comments, while #45476 is about calling a CI workflow and contains unrelated dummy edits; not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "b50a142e8dde3e88a76a40cf16f5af11b467b9b7b2b69e52f72c16ff8921689f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate PRs adding different pipeline features: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding and doc/test patterns, but they do not implement the same underlying change or fix the same concrete code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the better representative because it is the broader, more feature-complete pipeline addition, with more backend/model coverage and a larger integration surface.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the strongest standalone candidate to represent the cluster since it is more comprehensive and touches more of the related visual-segmentation stack.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They are different features: concept segmentation vs visual segmentation. Shared docs/tests/registration changes are generic pipeline boilerplate, not evidence of the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "8af79e504fb82a09872d8e296bb58c4ea45f5b069846673dc44bd3f9f7917e29", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct Trainer PRs that both modify src/transformers/trainer.py but address different behaviors: one changes gradient-accumulation loss scaling, the other adds an overridable signature-column helper for column filtering. They are related in scope but not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete bugfix-style change: it directly alters training_step loss scaling behavior and adds a helper to let custom trainers control that path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best representative because it targets a specific runtime behavior with clear user impact, whereas 43663 is a separate Trainer extensibility refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Do not merge: they touch the same file but fix different code paths. 43651 changes gradient-accumulation loss scaling in training_step; 43663 adds a signature-column helper for column filtering. Same subsystem, not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "43159e0cb5863f756b7a620adbbef6fbfdaf6c7bde39f192acd7c62633ec7fb3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5991, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#43842 remains the best standalone PR: it is the narrowest, most targeted fix for the `TypeAdapter`/pydantic import NameError in `serve.py`. #43836 is related but looks broader in the visible diff, with a serve.py refactor and typing cleanup, so it is not safe to treat as the same concrete fix. #43656 is also related but appears to be a different, wider annotation cleanup rather than the same bugfix.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43842 is the cleanest canonical PR because it directly targets the `TypeAdapter` NameError with a minimal, focused change and the clearest bug-specific intent.", + "best_issue_reason": null, + "best_pr_reason": "#43842 is the best overall PR because it is the most precise and least disruptive standalone fix for the runtime import/typing problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They overlap in `serve.py` and `TypeAdapter`, but #43656\u2019s visible diff is broader typing cleanup/refactoring, not clearly the same concrete pydantic import bugfix as #43842." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": false, + "reason": "The packet only shows soft similarity and a shared issue target; #43836\u2019s visible diff is a broader `serve.py` refactor plus annotations cleanup, so it is not confidently the same fix or cleanly mergeable into one PR with #43842." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The verdict on 43836 vs 43842 is too strong for the evidence in the packet. 43842 is a narrow `TypeAdapter`/pydantic import fix, but 43836\u2019s visible diff is a broader `serve.py` refactor plus annotations cleanup; the packet only shows soft similarity and a shared issue target, not enough to confidently say the two PRs are the same concrete bugfix or cleanly mergeable into one PR. The rejection of 43656 vs 43842 is conservative and fine, but the overall summary overstates the 43836 relationship." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43973-2", + "nodes": [ + "pull_request:43973", + "pull_request:45283" + ], + "soft_pairs": [ + "pull_request:43973|pull_request:45283" + ], + "prepared_review_unit_hash": "d6c7bd944f59acfc27935dd7a1b4ea5eb4511346f4a24dd7af3c5b6c181287cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5195, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5195, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: #43973 adds a new Lfm2Audio model integration with docs/tests, while #45283 adds GGUF loading support for Qwen3.5. They do not share the same underlying bug or code change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different features and code paths, so they are not duplicates or mergeable as one fix.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global representative of the other; they address separate subsystems and different user-visible goals.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Different workstreams: Lfm2Audio model addition vs Qwen3.5 GGUF mapping/loading support. No shared concrete bug or fix path." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44059|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44073|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "ade9e98caf599ae9204c27749bc325fafea1163ff67b460a19f8f2f6930a048f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76932, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a topical set of model-specific output-tracing refactors. Most PRs share the same modernization pattern but touch different model code paths, so they are not duplicates. The only clear duplicate-like subclusters are GPT-Neo and GPTJ/CodeGen variants of the same decorator migration.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the GPTJ/CodeGen output-tracing refactor subcluster: it is the latest, broadest instance of that exact decorator migration and overlaps directly with 44066 and 44085.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the clearest single representative for the repeated GPTJ/CodeGen standardized output-tracing change, with the most complete-looking implementation among the near-duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and files; only the output-tracing theme is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both modify GPTJ output tracing in modeling_gptj.py and look like the same decorator-migration change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-family refactors with different implementations; same general pattern, not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPTJ/CodeGen are unrelated code paths despite similar output-tracing cleanup." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPTJ/CodeGen vs EfficientNet: different models and different concrete changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPTJ/CodeGen refactor and MGP-STR refactor are different model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPTJ/CodeGen and MPT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same file and appear to be the same decorator migration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPTJ/CodeGen versus GPT-Neo; same pattern, different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPTJ/CodeGen are distinct model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPTJ/CodeGen output tracing are unrelated changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPTJ/CodeGen are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPTJ are different refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; same theme, different model implementation." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPTJ/CodeGen are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPTJ/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPTJ are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are not the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPTJ are different model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR touch different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPTJ and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing and GPTJ/CodeGen output tracing are different changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different models and different refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are distinct code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPTJ/CodeGen are different model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert touch different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about non-duplicate model-specific refactors. The accepted soft-edge pairs (GPT-Neo and GPTJ/CodeGen variants) look mergeable into single PRs for the same bugfix, and the rejected pairs are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 23, + "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": "ab5fd9960a19b8b59ff4e0a037ea9f39eb3a3087d500964c589aa796c4477df9", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84500, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all related to the same framework-wide output-tracing refactor pattern, but they touch different model implementations and code paths, so they should not be treated as duplicates or merged together.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the strongest representative because it has an explicit issue target and a concrete standardized output-capture refactor in one model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the best global representative of the cluster: it is clearly titled, tied to a tracking issue, and shows a substantive end-to-end output-tracing migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but VisualBert and TextNet are separate model code paths; this is parallel implementation work, not one shared bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both standardize output tracing, but MPNet and VisualBert have distinct model internals and files, so they are not the same concrete PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Related output-capture migration only; MPNet and TextNet changes are independent model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBERT are unrelated implementations; similarity is only at the refactor pattern level, not the underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both update output tracing, but they target different models and different forward paths, so they should not be collapsed into one duplicate set." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "63c1b9e1f428e203d9a81d7497ed245031af481a5f61f6d0814cbce058b061a8", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of similarly themed but model-specific output-tracing refactors. They share implementation patterns and naming, but they do not look like the same underlying bug or change, so they should not be deduplicated together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate model-specific refactors in different code paths, not one change that subsumes the others.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduping; at most these are related by a common refactor pattern, but each PR targets a different model implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "timm_backbone and upernet are different model code paths; same refactor theme, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and files; only the output-tracing pattern matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model implementations; no shared concrete bug or patch." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone vs mamba/falcon_mamba are unrelated model internals." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and code paths; similarity is only at the refactor level." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; same helper migration pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything are separate changes in separate models." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model code paths; shared tracing refactor theme is too broad." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and Speech Encoder-Decoder are unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-Text Dual Encoder and UnivNet do not fix the same concrete issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model-specific API refactors; not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-Text Dual Encoder vs Mamba/Falcon Mamba are distinct code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate models and separate output contracts; not a duplicate patch." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; only the refactor pattern is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different implementation targets." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything is not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are separate model implementations with different patches." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and Mamba/Falcon Mamba are unrelated code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are output refactors, but CodeGen and Mamba/Falcon Mamba are different concrete model changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not share a single code path or bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate changes in different models." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-Text Dual Encoder and CodeGen are unrelated beyond the generic refactor theme." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision-Encoder-Decoder are distinct model-specific PRs." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech Encoder-Decoder are separate implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated models and patches." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are different code paths with no shared concrete bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are separate model refactors, not one mergeable change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-Encoder-Decoder and RWKV are unrelated model families." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision-Encoder-Decoder and Speech Encoder-Decoder are different model-specific changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision-Encoder-Decoder and SuperPoint do not share the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different output-handling code." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated model implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech Encoder-Decoder and RWKV are distinct patches for different code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech Encoder-Decoder and DPR are not the same underlying change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are different models; similarity is only thematic." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are separate refactors in separate models." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated concrete changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "a6804fbf456883f0f64206da648370eaf7865071a474d758f725c0c78aa0f1a8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11072, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11072, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate model-implementation additions that happen to share the same Transformers boilerplate and auto-registration files; they are not duplicates of one another.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are different models with distinct codepaths and test suites.", + "best_issue_reason": null, + "best_pr_reason": "None of these is a better global representative than the others; each is an independent model addition rather than the same fix/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (PenguinVL vs Voxtral TTS). Shared auto/docs scaffolding is expected boilerplate, not the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different models and implementations. Similar registration/docs files do not indicate the same bug or mergeable combined PR." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Distinct model support additions (DeepSeek-OCR-2 vs Voxtral TTS) with different codepaths; overlap is only template-level Transformers integration." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "59c9ada948fc2080d23c66590cbcd737af0887a930b61588dd75e2eb19c4b85b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about fusion mechanisms in Transformers, but they address different layers: one introduces a generic module-fusion API, the other adds `KernelConfig`-driven n-to-1 kernel fusion and integration plumbing. They are related in theme, not the same concrete change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational, self-contained fusion API change: it adds a new `module_fusion.py` abstraction and tests, making it the clearest representative of the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best single representative because it defines the underlying fusion API directly, while #45363 is a separate, more implementation-specific kernel-fusion integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion topic, but not the same change: #44979 adds a generic module-fusion API, while #45363 wires `KernelConfig` into model loading for n-to-1 kernel fusion. They could not realistically be merged as one PR without conflating distinct features." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "915a547f788c2f1239d646fbde2d4334a86a30f1eb578bca81dadc748813a826", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs implement the same fix for the Mistral regex patch AttributeError in the same file; 45317 is a more complete version with tests, so these look like duplicate PRs for the same underlying bug fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest representative overall: same code-path fix, same target issue, and added tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same bug fix in the same function and file, with identical core code change; the second PR just adds test coverage, so they are the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "e248c62f136eeddad1d0d7c4e4d95143d3ceded5a43b78479c127910e652e9a5", + "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 PRs are related to NemotronH, but they are not the same change: #45115 is a focused inheritance/refactor plus conversion-mapping work, while #45569 is a broader implementation split that introduces distinct Dense/Sparse model packages, docs, auto-mapping updates, and tests.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical PR for this cluster because it is the broader, more complete NemotronH architecture change and includes the concrete model/package split, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "#45569 best represents the cluster because it covers the larger end-state change; #45115 is a narrower precursor/refactor centered on inheritance and conversion mappings.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Reject: they share a subsystem and some files, but the concrete change is different. #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid-compatible structure and mapping keys, while #45569 introduces separate NemotronHDense/NemotronHSparse models, docs, auto-mapping, and tests. They would not plausibly merge as one single PR without collapsing distinct workstreams." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "59449caedd769c3a356725ea8f1d27c3894895ae06e3ea3dc58835882c44a8d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related feature PRs in the heterogeneous-config/modeling area, but they are not the same concrete change: one adds per-layer config plumbing, the other adds broader heterogeneous runtime/model support. They overlap in shared helper/config files but target different layers of the feature stack.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader representative: it covers heterogeneous modeling/runtime support in addition to the config plumbing, so it best captures the combined feature direction of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the most complete and central artifact for the heterogeneous feature work; PR #45333 is narrower and mainly foundational config support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related, but not duplicate: #45333 adds per-layer configuration support, while #45332 adds heterogeneous model/runtime behavior that consumes such config. They touch overlapping helpers but do not fix the same concrete code-path problem and would not be merged as one PR without losing separation of concerns." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "f3ca094bb5f7a2dbe8b71b86b15f4868b20cad39a174e6c2dacdc9621cc8e94d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep, while #45425 adds specific typing protocols/aliases and updates a few targeted files. I would not merge them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the better canonical PR for this cluster because it is a focused typing-infrastructure change centered on _typing.py and model-related annotations, whereas #45415 is a much broader mechanical type-checking pass across many files.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the best representative PR here: it is more self-contained and easier to identify as a concrete typing fix/change. #45415 is too broad and looks like a general sweep rather than the same underlying patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are about typing, but they address different scopes and concrete changes. #45415 is a wide package-level type-checking pass, while #45425 adds specific typing aliases/protocols for modeling_utils/peft-related code. They do not look like the same underlying fix 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 + } + ] +} diff --git a/snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/manifest.json b/snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f870020fbbe22d38562b3d757835bd9ca3a19fd1 --- /dev/null +++ b/snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260422t180025z", + "artifacts": { + "hybrid": "snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-22T18:09:33Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260422T180025Z", + "variant": "hybrid" +} diff --git a/snapshots/20260422T180025Z/manifest.json b/snapshots/20260422T180025Z/manifest.json index 64ee8b13b5112049ff4b935ccc4a25c345da562d..50cac8e47513a76af7296eff104d0a96cfb245d4 100644 --- a/snapshots/20260422T180025Z/manifest.json +++ b/snapshots/20260422T180025Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1793 }, "extracted_at": "2026-04-22T18:00:25Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260422t180025z", + "runs": { + "hybrid-model-20260422t180025z": { + "analysis_id": "hybrid-model-20260422t180025z", + "artifacts": { + "hybrid": "snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260422T180025Z/analysis-runs/hybrid-model-20260422t180025z/manifest.json", + "model": null, + "published_at": "2026-04-22T18:09:33Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260422T180025Z", "watermark": {