diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 096120647e0bf5bb1ccfb3bfdfe8201f55d44098..67985ead177ba9b0c549c5ac9d94d4d076262151 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": "20260507T060024Z", - "generated_at": "2026-05-07T06:05:24Z", + "snapshot_id": "20260507T180032Z", + "generated_at": "2026-05-07T18:15:18Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,204 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-43656-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43824, - "canonical_pr_number": 43656, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43656, - 43836, - 43842 - ], - "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": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - }, - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1620,6 +1422,76 @@ } ] }, + { + "cluster_id": "cluster-43824-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43824, + "canonical_pr_number": 43836, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1811,281 +1683,6 @@ ] } ] - }, - { - "cluster_id": "cluster-44018-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44068, - "issue_numbers": [], - "pr_numbers": [ - 44018, - 44068 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44018, - "right_pr_number": 44068, - "code_similarity": 0.766, - "size_similarity": 0.939, - "file_overlap": 1.0, - "area_overlap": 0.425, - "patch_similarity": 0.866, - "shared_filenames": [ - "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "tests/models/gpt_neo/test_modeling_gpt_neo.py" - ], - "shared_file_areas": [ - { - "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": [ - [ - 458, - 464 - ] - ], - "right_ranges": [ - [ - 458, - 464 - ] - ] - } - ] - } - ] } ], "duplicate_issues": [], @@ -2117,16 +1714,6 @@ "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, @@ -2136,6 +1723,15 @@ "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, shared_issue_target evidence." + }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, @@ -2153,15 +1749,6 @@ "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-45081-3", "canonical_pr_number": 45317, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index be396d9b183ba35eb01a841bfb88fcf6ff419e5b..157dde841372e53d4d860a35a60009ccd3b18607 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": "20260507T060024Z", - "generated_at": "2026-05-07T06:05:24Z", + "snapshot_id": "20260507T180032Z", + "generated_at": "2026-05-07T18:15:18Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -26,7 +26,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "f4801749e750d1d74298c36ae44478d7c713bf1e268cc0098f85f399d13baf7c", + "prepared_review_unit_hash": "c35d68a50970be7b7449ec8aaec6608c70e3dc8de784d544a6cb3fdf3ea0c9e0", "component_budget": { "node_count": 3, "item_count": 3, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like duplicates. One is about Tapas tokenization, while the other two are model-loading/authentication reports, and even those two appear to be different failure modes.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 16618 is the broadest and most representative of the cluster\u2019s model-loading complaints, so it is the best single issue to anchor the cluster even though it is not a true duplicate of the others.", + "summary": "The cluster is loose: one issue is about Tapas tokenization internals, while the other two are about model loading/download failures. Even the two model-loading issues do not clearly describe the same underlying bug, so I would not merge any pair.", + "confidence": 0.62, + "canonical_issue_reason": "issue:16618 is the broadest and most central-looking report in the cluster, with the most discussion activity and a generic model-loading failure title that best represents the shared theme of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the most central and generally phrased report in the set, making it the best candidate for a cluster representative; however, the cluster is heterogeneous.", + "best_issue_reason": "issue:16618 is the best single representative because it is the most general of the three and closest to the common model-loading/download complaint, though the cluster is not truly cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization differences are unrelated to a 'can't load bert-base-uncased' model-loading failure; they do not share the same underlying bug." + "reason": "Tapas tokenization behavior is a different subsystem and a different kind of bug than a failure to load bert-base-uncased; they do not look like the same underlying issue." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention loading/downloading models, but 15980 is specifically about a private-model login error and 16618 is a general inability to load a public model; the concrete failure modes differ." + "reason": "Both involve loading/downloading models, but one is specifically about a bad auth error message for private models and the other is a generic inability to load a public model; the concrete failure mode is not the same." } ] }, @@ -84,10 +84,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:24643", "issue:30277", @@ -122,7 +122,6 @@ "issue:44509", "issue:44512", "issue:44560", - "issue:44661", "issue:44805", "issue:44841", "issue:44863", @@ -136,7 +135,8 @@ "issue:45464", "issue:45507", "issue:45685", - "issue:45800" + "issue:45800", + "issue:45823" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -150,16 +150,16 @@ "issue:35545|issue:41720", "issue:44509|issue:44512", "issue:35545|issue:36010", + "issue:44805|issue:45823", "issue:43638|issue:44805", "issue:43596|issue:44805", "issue:44805|issue:45161", "issue:44805|issue:44918", - "issue:44661|issue:44805", "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", - "issue:43039|issue:45161", "issue:43975|issue:44457", + "issue:43039|issue:45161", "issue:44292|issue:44457", "issue:34928|issue:44805", "issue:24643|issue:30277", @@ -188,9 +188,10 @@ "issue:30277|issue:36331", "issue:34928|issue:36010", "issue:43039|issue:44805", - "issue:41762|issue:43596", "issue:43901|issue:44512", + "issue:41762|issue:43596", "issue:39290|issue:41720", + "issue:44841|issue:45823", "issue:43039|issue:44560", "issue:43866|issue:44863", "issue:43854|issue:43866", @@ -201,395 +202,355 @@ "issue:45362|issue:45464", "issue:43792|issue:45070", "issue:43404|issue:43866", + "issue:39290|issue:45823", "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:36010|issue:39290", "issue:44841|issue:45084", - "issue:41093|issue:41762" + "issue:41093|issue:41762", + "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "3bbbc868a01b6aa7a53bffdc3be94b29debcb4058767fe457369dd7244bf2697", + "prepared_review_unit_hash": "4e6e0c564e595ce3fc17e751b7a18c8d21179db354780118a45600bcfa696389", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 68, - "serialized_chars": 47979, - "estimated_input_tokens": 11995, - "estimated_eval_tokens": 24246 + "soft_pair_count": 71, + "serialized_chars": 48869, + "estimated_input_tokens": 12218, + "estimated_eval_tokens": 24692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous set of model-specific runtime bugs, shape/dtype errors, and a couple of v5 documentation regressions. There is one clear duplicate-like pair around DeepSpeed ZeRO-3/BERT init failures; most other soft links are only superficially similar.", - "confidence": 0.81, - "canonical_issue_reason": "issue:44805 is the most central representative of the cluster's recurring tensor-shape/runtime-failure reports and has the broadest overlap with other size/mask mismatch issues.", + "summary": "The cluster is mostly a loose collection of unrelated transformer/model issues. Only one soft pair looks like a true duplicate: the two DeepSpeed ZeRO-3 BERT index-out-of-bounds reports. The rest are similar at a high level but point to different models, code paths, or documentation edits.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43596 is the clearest representative of the ZeRO-3/BERT index-out-of-bounds bug and is broader than the narrower non-pretrained BERT repro in issue:43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44805 is the best overall representative because it sits closest to multiple related failure reports and summarizes the repeated shape-mismatch class better than the more niche model-specific issues.", + "best_issue_reason": "issue:43596 best captures the duplicated underlying failure mode and is the better umbrella report for that subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Same model family, but different failures and code paths: config attribute lookup vs streaming chat/completions inference." + "reason": "Both involve Qwen3.5, but one is a config attribute error and the other is a streaming chat/completions failure; different code paths." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are backend-specific failures, but the models, hardware targets, and root causes are unrelated." + "reason": "Different failures and platforms: GPT-OSS on AMD GPUs vs an MPS histogram/int issue in MoE." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Image-preprocessor dtype mismatch for Mistral-3 is unrelated to GPT-OSS AMD GPU execution failure." + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to GPT-OSS failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are different bugs with no shared code path." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from GPT-OSS GPU compatibility." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and different failure modes; not the same underlying bug." + "reason": "Different model families and symptoms; one is AMD GPU failure, the other is an invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error and AMD GPU compatibility issue are separate problems." + "reason": "Qwen-3 NVFP4 runtime error is a different model/path than GPT-OSS on AMD." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch during training is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and Qwen3Moe FP8 failure do not share the same concrete code path." + "reason": "Different models and failures; export to ONNX vs Qwen3MoE FineGrainedFP8." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-to-ONNX and auto device mapping cuda assert are different failures." + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cudaErrorAssert are different bugs." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they affect different stale references and would be separate fixes." + "reason": "Both are v5 docs cleanups, but they target different removed references and different pages, so not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to ModernBERT export issues." + "reason": "ONNX export bug vs GenerationMixin import regression are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch during indexing is not the same as Gemma4 PLE device-map forward mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are shape-related, but one is DeepSpeed ZeRO-3 zero-size index failure and the other is a mask/index size mismatch; not clearly the same bug." + "reason": "Both are ZeRO-3-related index errors, but the reported shapes/symptoms and model contexts differ enough to avoid merging." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad DeepSpeed training area, but the reported failure signatures are different enough to avoid merging." + "reason": "Same broad zero-sized-indexing area, but this is a different mask-shape mismatch bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/index size mismatch is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Index/mask shape mismatch and GPT-OSS TP-only failure are different issues." }, { - "left": "issue:44661", - "right": "issue:44805", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Tokenizer mapping failure in add-new-model-like is a different code path from the tensor mask mismatch." + "reason": "Different model/training stack failures; mask-shape error vs Qwen3.5 embedding unpacking." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but collective mismatch and zero-sized index errors are distinct issues." + "reason": "Both mention distributed training, but the underlying errors and models differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Both describe the same DeepSpeed ZeRO-3 / BERT index-0-out-of-bounds failure during initialization or training; only the model phrasing differs." + "reason": "Same ZeRO-3/BERT index-0-out-of-bounds bug; 43638 is just a narrower repro of 43596." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Liger Kernel cross-entropy being called is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Both mention model output differences, but one is DeepSeek detokenization and the other is LoRA merge/save inconsistency." }, { - "left": "issue:43975", - "right": "issue:44457", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save/reload mismatch are different bugs." + "reason": "Liger Kernel cross-entropy dispatch and GPT-OSS MoE tensor-parallel failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime failure and LoRA weight merge inconsistency do not share a root cause." + "reason": "Qwen NVFP4 runtime error is unrelated to LoRA merge/save output divergence." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are tensor-shape related, but activation-checkpointing/FSDP recompute mismatch is a different scenario from a mask/index length error." + "reason": "Activation checkpointing/FSDP recompute mismatch is a different distributed-training bug from a mask-shape indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the runtime error and collective mismatch are separate training failures." + "reason": "DeepSpeed-related training errors, but one is a 2-D weight RuntimeError and the other is a collective mismatch on ranks." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed ZeRO-3 BERT init error is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Different symptoms and stacks: ZeRO-3 BERT init error vs GPT-OSS tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing size mismatch and custom compute_loss signature breakage are unrelated." + "reason": "FSDP checkpointing tensor recompute mismatch is not the same as a CustomTrainer signature regression." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated failures in different training modes and models." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and GraniteMoEHybrid invalid method are different bugs." + "reason": "Mistral-3 dtype mismatch and GraniteMoE invalid method call are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding-window attribute error is unrelated to the Mistral tokenizer regex crash." + "reason": "Gemma3/vLLM sliding-window attribute error is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:43828", - "right": "issue:44292", + "right": "issue:45161", "accept": false, - "reason": "Different model families and different failures; both are dtype/runtime issues only at a very broad level." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as GPT-OSS TP-only failure." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Torch version incompatibility is not the same as the Qwen-3 NVFP4 runtime problem." + "reason": "Qwen3.5 embedding unpacking and GPT-OSS tensor-parallel routing are different code paths." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL is unrelated to GPT-OSS tensor parallelism." + "reason": "Liger Kernel CE call and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading and Bert ZeRO-3 loading are similar in theme but not the same concrete bug." + "reason": "Gemma3 ZeRO-3 index error and BERT ZeRO-3 index error are similar superficially but not clearly the same bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed run command." + "reason": "Both are docs issues, but they refer to different removed content and different documentation locations." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl embedding video StopIteration." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram_int limitation are different backend-specific issues." + "reason": "Different model families and failure modes: autocast dtype mismatch vs MPS histogram implementation error." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video processing StopIteration and MPS histogram failure do not share a code path." + "reason": "Qwen3-vl video StopIteration is unrelated to the MPS histogram/int error." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy invocation is unrelated to Phi-tiny-MoE autocast dtype mismatch." + "reason": "Different model/runtime paths; Liger Kernel cross_entropy vs autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and compute_loss kwarg incompatibility are separate training problems." + "reason": "Distributed collective mismatch and trainer signature mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP/activation-checkpointing size mismatch is unrelated to the GenerationMixin import error." + "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel behavior and mask/index length mismatch are unrelated failures." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3-related, but Gemma3 loading and BERT init errors are not the same bug." + "reason": "Kernel dispatch to cross_entropy and mask/tensor shape mismatch are different bugs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs and transformers run-command docs are separate stale references." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-map assert are different issues." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger Kernel cross-entropy call and Qwen3-vl video StopIteration are unrelated." - }, - { - "left": "issue:43866", - "right": "issue:44863", - "accept": false, - "reason": "Corrupted Ovis checkpoint and NemotronH checkpoint loading failure are different root causes." + "reason": "TextClassificationPipeline docs drift and transformers run-command docs drift are separate documentation fixes." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "Unit-test model load failure for GLM-4.7-Flash and Ovis checkpoint corruption are not the same bug." + "reason": "Both are ZeRO-3 index errors, but Gemma3 and BERT repros do not look like the same underlying bug." }, { "left": "issue:39290", - "right": "issue:43531", - "accept": false, - "reason": "Gemma3 sliding-window attribute error and Qwen3-MoE sliding_window issue are different model/config bugs." - }, - { - "left": "issue:41093", - "right": "issue:43638", - "accept": false, - "reason": "Mask-shape mismatch and ZeRO-3 zero-sized index failure are related only superficially." - }, - { - "left": "issue:43425", - "right": "issue:45070", - "accept": false, - "reason": "Torch compatibility and pydantic PretrainedConfig field breakage are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:45800", - "accept": false, - "reason": "ZeRO-3 BERT init failure and torch 2.4.1 / transformers 5.8.0 incompatibility are different problems." - }, - { - "left": "issue:45362", - "right": "issue:45464", - "accept": false, - "reason": "Qwen3.5 chat crash and streaming inference API failure are different issues." - }, - { - "left": "issue:43792", - "right": "issue:45070", - "accept": false, - "reason": "Whisper load failure is unrelated to the pydantic model regression." - }, - { - "left": "issue:43404", - "right": "issue:43866", + "right": "issue:41720", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ovis checkpoint corruption are unrelated." + "reason": "Gemma3/vLLM sliding-window attribute error and Qwen3 auto device-map cuda assert are unrelated." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Qwen3.5 streaming inference and MPS MoE histogram failure are unrelated." + "reason": "Processor failure for Voxtral and Gemma4 device-map forward mismatch are different issues." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "torch dynamo grouped_mm tracing failure and MPS histogram limitation are different backend issues." + "reason": "Liger Kernel cross_entropy dispatch is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing error and autocast dtype mismatch are not the same bug." + "reason": "Mixtral grouped_mm torch dynamo tracing error is unrelated to Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 config attribute error are unrelated." + "reason": "GenerationMixin import regression and Gemma3 sliding_window attribute regression are separate failures." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template-node compilation error are different code paths." + "reason": "Voxtral processor failure and template compilation error are not the same bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are shape-style errors, but one is mask/index mismatch and the other is ZeRO-3 zero-size load failure." + "reason": "Mask/index shape mismatch and Gemma3 ZeRO-3 index-out-of-bounds are different tensor-shape errors." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous, identifies the one clearly duplicate-like DeepSpeed ZeRO-3/BERT pair conservatively, and treats the remaining soft links as superficial rather than overclaiming shared root causes. The canonical issue choice is also supported by the strongest overlap signals in the packet." + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted duplicate pair, issue:43596 and issue:43638, is well supported by the titles and the broader ZeRO-3/BERT index-out-of-bounds context. The other soft-edge verdicts are mostly careful negative calls based on clearly different models, failures, or documentation scopes, without overstating evidence." }, "evaluator_used": true, "retried": false, @@ -605,13 +566,12 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:39186", - "issue:39290", "issue:39692", "issue:40990", "issue:41093", @@ -627,8 +587,8 @@ "issue:43644", "issue:43645", "issue:43716", - "issue:43742", "issue:43828", + "issue:43866", "issue:43873", "issue:43950", "issue:43975", @@ -637,6 +597,7 @@ "issue:44292", "issue:44360", "issue:44387", + "issue:44403", "issue:44492", "issue:44512", "issue:44530", @@ -669,7 +630,6 @@ "issue:45020|issue:45800", "issue:43366|issue:45464", "issue:43531|issue:45070", - "issue:39290|issue:43742", "issue:43541|issue:44589", "issue:41093|issue:43596", "issue:43054|issue:43994", @@ -693,114 +653,109 @@ "issue:43644|issue:43950", "issue:44292|issue:45507", "issue:39692|issue:43054", - "issue:43828|issue:44928" + "issue:43828|issue:44928", + "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "77b7b92670b26046e8b215f7552f5ade8ddd6d747e015883fdf4a39646370835", + "prepared_review_unit_hash": "e3b6cc8294b38ebe421505a8dade73696ca336a689f5ba0153245817ae762c2c", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37554, - "estimated_input_tokens": 9389, - "estimated_eval_tokens": 19034 + "serialized_chars": 37470, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct model/configuration regressions rather than duplicates. The only clear duplicate set is the Transformers v5 non-persistent-buffer corruption reports; the SigLIP2 pair is a plausible but less certain duplicate on the same underlying inference pathology.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43950 is the most specific and actionable report for the v5 non-persistent-buffer regression, with a clear `from_pretrained()` reproduction and explicit diagnosis of `register_buffer(persistent=False)` corruption.", + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. The only clear duplicate-like subgroup is the v5 non-persistent-buffer corruption regression; the rest are superficial similarities across different models, APIs, or failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the cluster is mostly heterogeneous; only the non-persistent-buffer regression subgroup is truly duplicate-like.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 best represents the cluster because it precisely describes the shared regression and is broad enough to subsume the other buffer-corruption reports.", + "best_issue_reason": "43950 is the clearest representative of the real duplicate subgroup around v5 non-persistent buffer corruption.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures: PaddleOCR-VL load/vLLM compatibility versus GGUF gpt-oss architecture support." + "reason": "Different models and problems: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Unrelated config regressions: missing `pad_token_idx` in StableLmConfig vs pydantic `PretrainedConfig` field breakage." + "reason": "A missing config field regression is not the same as the pydantic PretrainedConfig field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both mention model behavior changes in v5, but one is int4 OOM and the other is tied-weights handling for translation models; not the same bug." + "reason": "Different issues: int4 memory/OOM behavior vs tied-weights handling in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different code paths: torch-dynamo/grouped_mm tracing error versus GPT-OSS tensor-parallel support issue." + "reason": "Both involve MoE, but one is a grouped_mm tracing error and the other is tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in model forward pass is unrelated to a chat/completions streaming inference failure." + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Qwen3.5 streaming chat/completions failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights` unexpected argument error is a separate loading-path incompatibility from the pydantic model-field regression." + "reason": "init_empty_weights/_is_hf_initialized TypeError is a different loading-path bug than the pydantic config regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are different failure modes with no shared concrete bug." + "reason": "Remote-code breakage is broader and different from the torch 2.4.1 / transformers 5.8.0 incompatibility." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss architecture support is unrelated to Qwen3.5 streaming API failures." + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is a model-specific config issue, not the pydantic `PretrainedConfig` regression." - }, - { - "left": "issue:39290", - "right": "issue:43742", - "accept": false, - "reason": "Gemma3TextConfig missing `sliding_window_pattern` and MobileLLM key-error loading are distinct model-specific issues." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic issue." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different runtime errors: grouped_mm tracing on Mixtral versus missing Float8 storage object." + "reason": "Torch Dynamo grouped_mm tracing errors do not match the Float8 storage lookup failure." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-length mismatch and zero3 init index error are unrelated tensor-shape/initialization bugs." + "reason": "Both are IndexErrors, but they arise from different tensor shapes and initialization paths." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both describe SigLIP2 producing degraded or nonsensical outputs, likely the same underlying model/processor inference issue." + "accept": false, + "reason": "Same model family, but one reports poor text embeddings while the other reports bad AutoModel/pipeline outputs." }, { "left": "issue:45542", @@ -812,127 +767,133 @@ "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Both involve multimodal/Qwen-family usage, but the reported failures are different: image-preprocessor dtype mismatch versus SFT embedding unpacking." + "reason": "Mistral-3 image preprocessor dtype mismatch is a different path from Qwen3.5 embedding unpacking with TRL SFT." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and an MPS histogram kernel limitation are unrelated." + "reason": "Qwen3.5/TRL embedding unpacking and an MPS histogram int error in MoE are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Cache-path collision for local models is a different bug from loading the wrong custom module after save/load." + "reason": "Both touch custom-module loading, but one is a cache-path collision and the other is saving/loading the wrong module after save_pretrained." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied-weights bug in Mistral3 multimodal generation is not the same concrete issue as translation-model tied weights in v5." + "reason": "Untied lm_head in Mistral3 is a distinct bug from translation-model tied-weight handling." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are unrelated issues." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and the GLM5 issue are different model-specific behavior reports." + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights regression are unrelated." + "reason": "PagedAttentionCache invalid group type is unrelated to tied-weight regressions." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as flash-attn2 fallback blocking." + "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback checks are different code paths." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion and docs-about-removed-command are unrelated." + "reason": "A DSA indexer math bug is unrelated to a documentation typo." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same bug as translation-model tied weights." + "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied weights." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weights handling." + "reason": "Quantization/offloading behavior is unrelated to tied-weight issues." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 input-embedding unpacking." + "reason": "FSDP weight dimensionality failure and Qwen3.5 embedding unpacking are different failure modes." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache strategy typo and removed CLI docs are unrelated documentation issues." + "reason": "A cache-strategy typo is unrelated to removed docs command text." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "SFT input embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." + "reason": "Qwen3.5/TRL embedding unpacking and GraniteMoEHybrid invalid-method calls do not share the same bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and Qwen-3-8B-NVFP4 runtime failure are different model-specific issues." + "reason": "Incorrect detokenization and init_empty_weights TypeError are different regressions." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same v5 regression where non-persistent buffers are corrupted/fill with junk during loading." + "reason": "Both report the same v5 regression where non-persistent buffers are filled/corrupted during loading." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying Transformers v5 non-persistent-buffer corruption bug; 43950 is the more precise reproduction." + "reason": "Same underlying v5 non-persistent-buffer corruption bug, with 43950 giving the from_pretrained-specific manifestation." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs/example errors are about example mismatches and quantization, not the same issue as degraded text embeddings." + "reason": "SigLIP2 docs-example errors and SigLIP2 embedding quality regressions are not the same concrete bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN/position_ids issue are distinct failures." + "reason": "Autocast dtype mismatch is unrelated to the Qwen3.5 RLHF NaN / SDPA fallback issue." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and a generic noisy-load complaint are not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The non-persistent-buffer regression cluster around 43644/43950/44534 is well supported, and the summary keeps the SigLIP2 pair appropriately hedged as less certain. No obvious overstatement in the accepted soft-edge verdicts." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the tightly aligned non-persistent-buffer v5 regression issues (43644/43950/44534), which is supported by the titles and the issue descriptions. The rest of the cluster is appropriately treated as heterogeneous, and the rejected pairwise links are phrased cautiously rather than overstating duplicates." }, "evaluator_used": true, "retried": false, @@ -948,10 +909,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:36331", "issue:38175", @@ -965,6 +926,7 @@ "issue:43257", "issue:43404", "issue:43493", + "issue:43638", "issue:43643", "issue:43742", "issue:43782", @@ -977,11 +939,9 @@ "issue:43872", "issue:43881", "issue:43883", - "issue:43940", "issue:43950", "issue:43975", "issue:44220", - "issue:44291", "issue:44368", "issue:44387", "issue:44403", @@ -995,308 +955,295 @@ "issue:45020", "issue:45081", "issue:45237", - "issue:45313", "issue:45356", "issue:45399", "issue:45520", + "issue:45685", "issue:45701", - "issue:45800" + "issue:45800", + "issue:45823" ], "soft_pairs": [ - "issue:43866|issue:44403", "issue:36331|issue:41762", "issue:41628|issue:45800", "issue:41553|issue:43883", "issue:43872|issue:44589", "issue:38175|issue:43054", "issue:41553|issue:43881", - "issue:43828|issue:45800", "issue:43054|issue:45701", "issue:42947|issue:44387", "issue:44403|issue:44451", - "issue:43881|issue:43883", "issue:43643|issue:45020", "issue:43054|issue:43493", "issue:43975|issue:45520", "issue:43975|issue:45237", "issue:44403|issue:44488", + "issue:43881|issue:43883", "issue:42947|issue:43856", "issue:42491|issue:44368", "issue:41762|issue:42915", + "issue:45685|issue:45823", "issue:43975|issue:44451", + "issue:45020|issue:45823", "issue:43824|issue:43872", "issue:44661|issue:45020", "issue:44991|issue:45399", + "issue:43828|issue:45823", "issue:45020|issue:45356", "issue:43782|issue:44960", "issue:45081|issue:45399", "issue:43827|issue:44509", - "issue:43792|issue:44220", "issue:43404|issue:43950", + "issue:43792|issue:44220", "issue:43742|issue:45399", "issue:42915|issue:45020", - "issue:43257|issue:43866", - "issue:41553|issue:44991", - "issue:43742|issue:45020", - "issue:43940|issue:45313", - "issue:43872|issue:44291" + "issue:43638|issue:45823", + "issue:43257|issue:43866" ], - "prepared_review_unit_hash": "56d11504772233f935cdd96dd00ee34693c33ea4f897c8ef028757d14d30173f", + "prepared_review_unit_hash": "ca0e1deb131b97440c5898aecc2dfe4b732fdcfd134579919a60c7d712c7a241", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38718, - "estimated_input_tokens": 9680, - "estimated_eval_tokens": 19616 + "soft_pair_count": 35, + "serialized_chars": 38119, + "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 transformer loading/compatibility regressions plus one docs cleanup thread. Only the two v5 pipeline-removal documentation issues look like the same underlying bug/change.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent-version loading regressions around remote_code/model loading. It\u2019s the best umbrella issue, though most other items are still distinct.", + "summary": "This cluster is mostly a grab-bag of Transformers v5/model-loading regression reports. Only a couple of pairs look like true duplicates; most are merely broad thematic neighbors (same model family, same compatibility area) but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the broadest and most central issue here: it captures the general remote_code regression theme that several other loading/compatibility reports seem to orbit around.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 best captures the most recurring user-facing class here (transformers-version loading breakages), and it is active/open, making it the most useful representative issue.", + "best_issue_reason": "issue:45020 is the best single issue to keep as the cluster representative because it is open, broad, and closest to the recurring version-compatibility/loading-breakage pattern in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43866", - "right": "issue:44403", - "accept": false, - "reason": "Different defects: a corrupted checkpoint versus generic loading noise. Same general area, not the same bug." - }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Training API kwarg mismatch vs DeepSpeed ZeRO-3 loading failure; unrelated code paths and symptoms." + "reason": "Different failures: custom trainer API mismatch vs ZeRO-3 load-time index error." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import/export issue for AutoImageProcessor vs broad torch/transformers version incompatibility; too general to merge." + "reason": "Unrelated: missing AutoImageProcessor import vs torch/Transformers version incompatibility." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Voxtral tokenizer error message vs Molmo tied-weights attribute error; different model-specific failures." + "reason": "Different code paths: Voxtral AutoTokenizer error message vs Molmo tied-weights attribute error." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes init-arg incompatibility vs missing Float8 storage type; both dependency errors, but not the same failure." + "reason": "Both are compatibility-type errors, but the specific failure modes are unrelated." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but one reports zero probabilities while the other reports worse embeddings; not the same concrete bug." + "reason": "Same model family, but one is zero probabilities and the other is lower embedding quality; not clearly the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading problems for different models and error messages." - }, - { - "left": "issue:43828", - "right": "issue:45800", - "accept": false, - "reason": "Autocast dtype mismatch in Phi-MoE versus a general torch/transformers incompatibility report; not the same code-path issue." + "reason": "Different model loaders and different failures; only broad load-error similarity." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Embedding quality regression vs tokenization changes across versions; related theme, but different defect." + "reason": "SigLIP2 embedding regression vs generic tokenizer behavior changes." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is distinct from int4 memory reservation/OOM." + "reason": "Both mention memory, but one is LoRA gradient checkpointing and the other is int4 reserved-memory/OOM behavior." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; same broad area, different bugs." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "glm-4v-9b load failure and Molmo missing attribute are different failures in different models." + "reason": "Generic loading noise/warnings vs a specific model load failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code=True is narrower and different from the broader remote_code breakage report." + "reason": "Related theme, but 43643 is a specific AutoConfig missing-fields bug and 45020 is a broader remote_code regression report." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both concern SigLIP2, but one is a behavioral quality discrepancy and the other is an implementation mismatch with JAX." + "accept": true, + "reason": "Both describe the same SigLIP2 implementation discrepancy manifesting as degraded outputs versus the original JAX behavior." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs a Python 3.13 flash_attn import KeyError; unrelated subsystems." + "reason": "Tokenizer/detokenization regression vs import_utils flash_attn KeyError; unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer regression is unrelated to AMD GPU runtime support." + "reason": "Different problems: detokenization regression vs AMD GPU execution support." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "One is about loading noise, the other is a specific model that still fails to load; not the same defect." + "reason": "Different models and different load symptoms; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "One is a model loading failure, the other is a missing tied-weights attribute; no direct match." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient-checkpointing issue vs MoE training memory inefficiency; both performance-related but distinct." + "reason": "Both are Qwen3/MoE-related memory concerns, but the concrete issue differs." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "A LoRA/qwen3_moe compatibility break is not the same as a tie_word_embeddings warning." + "reason": "Different LoRA/tie_word_embeddings problems on different Qwen variants." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model families and different ZeRO-3/load failures; too broad to consider duplicates." + "reason": "ZeRO-3 load-time index error vs FineGrainedFP8Config failure; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue vs Gemma4 device placement mismatch." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Tokenizer detokenization bug vs a model-loading failure for ScandiBERT; different user-visible problems." + "reason": "Tokenizer/detokenization regression vs inability to load a specific model." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are modern-version regressions, but one is remote_code loading and the other is Gemma4 device-mapping behavior." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for Qwen2.5-VL versus bitsandbytes init incompatibility; unrelated." + "reason": "ImportError for Qwen2.5-VL vs bitsandbytes Int8Params incompatibility." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Registry/add-new-model-like failure is a different issue from remote_code model loading breakage." + "reason": "Different area: add-new-model-like/tokenizer mapping logic vs remote_code regressions." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression for a specific model vs flash-attn fallback selection logic; no shared concrete bug." + "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "dtype/autocast mismatch in Phi-tiny-MoE vs Gemma4 device mismatch." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General remote_code breakage and a Kimi-K2.5 tokenizer codec regression are different root causes." + "reason": "Both are version regressions, but 45356 is a specific tokenizer codec/fix_mistral_regex problem." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." + "reason": "Different models and different load paths; no evidence of the same bug." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex crash versus flash-attn fallback blocking; different code paths." + "reason": "Mistral regex patch crash vs flash-attn fallback checks; unrelated." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs problem: both report stale pipeline task references removed in v5." + "reason": "Clear duplicate docs cleanup: both say old pipeline/task names remain referenced after v5 removals." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "Whisper model runtime failure and a specific fbank helper issue may be related, but the evidence is not strong enough to treat them as the same bug." + "reason": "Tied weights bug in Mistral3 vs non-persistent buffer corruption in from_pretrained; distinct regressions." }, { - "left": "issue:43404", - "right": "issue:43950", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "lm_head tie-weight bug in a model class versus from_pretrained corrupting non-persistent buffers; different regressions." + "reason": "Whisper runtime failure vs a specific fbank feature-extraction issue; plausible relation but not clearly the same bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback logic are unrelated." + "reason": "MobileLLM load key error vs flash-attn fallback gating; unrelated." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE ZeRO-3 weight loading failure is separate from the broader remote_code regression report." - }, - { - "left": "issue:43257", - "right": "issue:43866", - "accept": false, - "reason": "Qwen3 MoE weights not converted under accelerate+deepspeed and Ovis2 checkpoint corruption are different issues." - }, - { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Voxtral tokenizer error message and est-roberta tokenizer loading failure are different model-specific issues." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "MobileLLM key error is a specific model-loading bug, not the same as the broader remote_code regression." + "reason": "Qwen3 MoE accelerate/deepspeed weight-conversion issue vs broad remote_code regressions." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:43638", + "right": "issue:45823", "accept": false, - "reason": "Both are ZeRO-3 load failures, but they affect different Qwen3 variants and likely different failure modes." + "reason": "Zero-3/Bert training index error vs Gemma4 device mismatch." }, { - "left": "issue:43872", - "right": "issue:44291", + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "Similar `_is_hf_initialized`/init-empty-weights theme, but one is bitsandbytes-specific while the other is a generic init_empty_weights TypeError; not identical." + "reason": "Qwen3 MoE weight-conversion/loading issue vs corrupted Ovis2 checkpoint." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous loading/compatibility regressions, with the docs-pipeline pair as the only clear same-bug match. The representative issue choice is defensible, and the soft-edge rejections do not overclaim duplicates." + "feedback": "Grounded overall. The summary stays conservative about most pairs being thematic neighbors rather than duplicates, and the two accepted soft edges are plausible from the packet. The canonical issue choice (45020) is defensible as the broad open remote_code-regression report, though many items in the cluster are only loosely related." }, "evaluator_used": true, "retried": false, @@ -1312,73 +1259,78 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:24643", "issue:30064", "issue:36010", "issue:36331", "issue:38175", - "issue:39692", "issue:41093", "issue:41553", "issue:42617", "issue:42915", "issue:43257", - "issue:43317", "issue:43366", "issue:43531", "issue:43550", - "issue:43596", - "issue:43638", "issue:43645", "issue:43646", "issue:43824", "issue:43828", "issue:43854", "issue:43872", + "issue:43940", "issue:43950", "issue:43957", "issue:43994", "issue:44155", + "issue:44291", "issue:44479", "issue:44488", "issue:44530", "issue:44560", "issue:44589", "issue:44661", - "issue:44756", "issue:44805", "issue:44863", "issue:44877", "issue:44910", "issue:44918", "issue:44928", + "issue:44991", "issue:45030", + "issue:45161", "issue:45305", "issue:45313", "issue:45325", - "issue:45357", "issue:45538", "issue:45584", - "issue:45588" + "issue:45588", + "issue:45663", + "issue:45823" ], "soft_pairs": [ + "issue:43940|issue:45313", + "issue:45161|issue:45823", + "issue:43872|issue:44291", + "issue:41553|issue:44991", "issue:43854|issue:44863", "issue:42915|issue:43872", "issue:44928|issue:45588", - "issue:41553|issue:44488", "issue:43257|issue:45305", "issue:36331|issue:41093", + "issue:41553|issue:44488", "issue:43872|issue:45538", - "issue:41093|issue:44805", "issue:44530|issue:44863", + "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:24643|issue:30064", "issue:43366|issue:43828", + "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:43550|issue:44910", "issue:43645|issue:43646", @@ -1386,249 +1338,251 @@ "issue:43950|issue:45325", "issue:44560|issue:44918", "issue:42617|issue:43366", - "issue:42915|issue:43957", "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44661|issue:45823", "issue:36010|issue:42915", "issue:38175|issue:43994", "issue:43646|issue:43950", "issue:44155|issue:45584", - "issue:44560|issue:44805", "issue:44877|issue:45030", - "issue:43638|issue:44661", - "issue:43596|issue:44661", - "issue:43317|issue:44756", - "issue:38175|issue:39692", - "issue:45313|issue:45357" + "issue:44560|issue:44805" ], - "prepared_review_unit_hash": "24831c7fdc518da9887e326c7ff3c6a056d87447316957ecabaddcdee9fca6da", + "prepared_review_unit_hash": "17d2df7c605e40b7ba647ad212f032edc42d6771ae41b5f4d87e0d67d9bacbdd", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37464, - "estimated_input_tokens": 9366, - "estimated_eval_tokens": 18988 + "soft_pair_count": 33, + "serialized_chars": 37757, + "estimated_input_tokens": 9440, + "estimated_eval_tokens": 19136 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Conservative cluster: the true duplicate/near-duplicate anchors are the mask-shape IndexError pair, the custom-model initialization regression pair, and the SigLIP2 bad-output pair. The DeepSpeed ZeRO-3 BertModel index-error reports look superficially related but should remain separate, since those soft edges are rejected and there isn\u2019t enough evidence to collapse them into one cluster item.", - "confidence": 0.79, - "canonical_issue_reason": "issue:41093 is the best canonical issue anchor because it has the strongest accepted duplicate-style match (issue:44805) for the same mask-shape IndexError. It is more concrete than the other similar-looking index-error reports, which do not have sufficient evidence to merge.", + "summary": "Most pairs are only thematically similar, not true duplicates. I\u2019d accept 4 soft edges as same underlying bugs: the `_is_hf_initialized` init-empty-weights/bitsandbytes regression, the repeated mask/tensor shape-mismatch IndexError, the Transformers 5.0 custom-model initialization regression, and the SigLIP2 wrong-output regression. No PRs are present, and there isn\u2019t a single global canonical artifact for this mixed set.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:41093 is the best overall issue anchor for the cluster because it represents a concrete reproducible bug with a strong accepted near-duplicate and a clearly identifiable failure signature.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Same broad DeepSpeed/ZeRO-3 loading theme, but different Qwen model variants and different failure descriptions; not clearly the same concrete bug." + }, + { + "left": "issue:45161", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different symptoms (TP routing vs device-mapped forward mismatch); too broad to merge." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both report the same `_is_hf_initialized` constructor-argument regression in the Transformers 5.x init_empty_weights / bitsandbytes loading path." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and different error surfaces; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures: GLM-4.7-Flash unit test loading vs NemotronH checkpoint loading. Same broad area, not the same bug." + "reason": "Different model-loading failures on different architectures; only the generic 'cannot load model' theme matches." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Both are quantization/DeepSpeed-adjacent, but the concrete failures differ: Qwen3MoE FineGrainedFP8 vs bitsandbytes Int8Params incompatibility." + "reason": "Related to MoE/model loading, but one is an FP8 config failure and the other is an `_is_hf_initialized` incompatibility." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Both mention attention/3D-related issues, but one is RLHF NaN from SDPA fallback and the other is an AttributeError in flash_attention on sink-less models." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading/error-message issues, but they involve different models and different failure modes." + "reason": "Different code paths: Qwen3.5 SDPA/position_ids NaN regression vs flash_attention.py crashing on `s_aux=None`." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both touch DeepSpeed, but one is missing MOE weight conversion and the other is gradient averaging with model_accepts_loss_kwargs=True." + "reason": "Both involve DeepSpeed, but one is missing Qwen3 MOE weight conversion and the other is gradient averaging with `model_accepts_loss_kwargs=True`." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Training API mismatch vs tensor mask-shape mismatch; unrelated failures and fixes." + "reason": "Unrelated bugs: custom trainer loss signature mismatch versus a mask/tensor shape mismatch." }, { - "left": "issue:43872", - "right": "issue:45538", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "bitsandbytes constructor incompatibility vs CLIPTokenizer max length constant; unrelated." + "reason": "Different tokenizer-loading failures for different models; not the same underlying issue." }, { - "left": "issue:41093", - "right": "issue:44805", - "accept": true, - "reason": "Same mask-shape IndexError class with only the concrete dimensions differing; clearly the same underlying bug." + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "One is an init/bitsandbytes compatibility bug; the other is a CLIPTokenizer `model_max_length` issue." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; different subsystems and symptoms." + "reason": "Different failures: Qwen3.5 PagedAttentionCache crash versus NemotronH checkpoint loading." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError shape-mismatch symptom and same kind of mask/tensor indexing bug, just with different reproductions." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen issues, but one is a broad v5.3.0 regression and the other is a StopIteration in Qwen3-vl-embedding; not the same defect." + "reason": "Both are video-related Qwen regressions, but the reported failures and code paths differ." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map failure; unrelated." + "reason": "Completely different domains: DeepSpeed training weight shape error versus segmentation-map processing." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support request vs autocast dtype mismatch on Phi-tiny-MoE; not the same bug." + "reason": "Different problems: GGUF architecture support versus autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but FSDP2 shared_kv_states reconstruction and PLE device mismatch are different bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support vs a sliding_window issue in Qwen3-MoE; different changes." + "reason": "Unrelated issues: GPT-OSS GGUF support versus Qwen3-MoE sliding_window behavior." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model families and different attention failures: torch.compile/SDPA vs Flash Attention illegal memory access from 3D position_ids." + "reason": "Different attention/backend failures on different models; only the attention subsystem is shared." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both describe the same Transformers 5.0.0 custom-model initialization regression; the notebook report is just an environment-specific instance." + "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook-specific report is just a narrower manifestation." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF support request vs missing Float8 storage type; unrelated." + "reason": "Different bugs: GGUF architecture support versus missing Float8 storage type." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer corruption from from_pretrained vs Qwen2.5-VL rope-index scaling bug; different code paths." + "reason": "One is non-persistent buffer corruption during from_pretrained; the other is a Qwen2.5-VL rope-index scaling regression." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding vs TRL SFT unpacking failure on Qwen3.5 input embeddings; different bugs." + "reason": "Both mention Qwen3.5/video/input handling, but one is a StopIteration in video embedding and the other is TRL SFT embedding unpacking." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime issue vs GGUF gpt-oss support; no shared underlying bug." + "reason": "Unrelated: 3d_parallel.py launch failure versus GPT-OSS GGUF architecture support." }, { - "left": "issue:42915", + "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8 Qwen3MoE failure vs meta-device loading regression; separate loading paths." + "reason": "An import error for a specific class is not the same bug as meta-device loading breakage." }, { - "left": "issue:43824", + "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Missing Qwen2_5_VL export vs meta-device loading regression; not the same defect." + "reason": "Different root causes and different model families; only both are load/config regressions." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping-name logic bug versus Gemma4 PLE device placement issue." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error vs Qwen3MoE FP8 loading failure; unrelated." + "reason": "Different issues: missing GenerationMixin import versus Qwen3Moe FP8 config failure." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both reports concern the same SigLIP2 base model producing wrong outputs; one says zero probabilities and the other nonsensical results." + "reason": "Both describe the same SigLIP2 incorrect-output regression; one manifests as zero probabilities, the other as nonsensical AutoModel/pipeline results." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model init regression vs silent non-persistent buffer corruption; different failures." + "reason": "Different regressions: custom-model initialization versus non-persistent buffer corruption." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo batched-inference token leak vs Whisper empty-transcription generation failure; unrelated." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Video StopIteration vs mask/tensor shape mismatch; different code paths." + "reason": "Different multimodal/audio bugs with different failure mechanisms and models." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading regressions, but they affect different model configs and do not clearly share the same concrete bug." - }, - { - "left": "issue:43638", - "right": "issue:44661", - "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert index error vs tokenizer-mapping add-new-model-like failure; not the same underlying issue." - }, - { - "left": "issue:43596", - "right": "issue:44661", - "accept": false, - "reason": "Both mention loading edge cases, but the Bert zero-sized index error is distinct from the TOKENIZER_MAPPING_NAMES failure." - }, - { - "left": "issue:43317", - "right": "issue:44756", - "accept": false, - "reason": "device_map/offload loading failure vs mmap OOM workaround on Strix Halo; related to memory, not the same bug." + "reason": "Both involve config loading, but they are different validation failures on different models." }, { - "left": "issue:38175", - "right": "issue:39692", - "accept": false, - "reason": "SigLIP2 bad outputs vs a docs example with model/processor mismatch and quantization failures; same model family, different issue." - }, - { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Qwen3.5 ZeRO-3 language_model weight loading vs incorrect visual encoder keys in save_pretrained; different directions of failure." + "reason": "Unrelated: Qwen3-vl video StopIteration versus a mask shape-mismatch IndexError." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster is mostly conservative, but the summary overstates one relationship: it groups the DeepSpeed ZeRO-3 BertModel index-error reports as if they were a true duplicate/near-duplicate cluster item, while the soft-edge verdicts actually reject those links. Please keep that area separate unless there is stronger evidence. The accepted pairs for the mask-shape IndexError and the custom-model initialization regression are grounded." + "accept": true, + "feedback": "Grounded overall and conservative on the ambiguous pairs. The four accepted soft edges are reasonably supported by the packet titles, and the rejections avoid overclaiming duplicate status from only broad thematic similarity. No PR pair mergeability issues apply because there are no PRs in this packet." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1641,23 +1595,24 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:36010", + "issue:38175", "issue:39404", "issue:39692", "issue:41720", "issue:42491", "issue:42915", - "issue:42947", "issue:43257", - "issue:43335", + "issue:43317", "issue:43404", - "issue:43425", "issue:43454", + "issue:43596", + "issue:43638", "issue:43644", "issue:43645", "issue:43708", @@ -1666,7 +1621,6 @@ "issue:43856", "issue:43873", "issue:43931", - "issue:43957", "issue:43994", "issue:44075", "issue:44164", @@ -1677,218 +1631,240 @@ "issue:44488", "issue:44534", "issue:44661", - "issue:44683", "issue:44756", + "issue:44805", "issue:44910", "issue:44960", "issue:44977", "issue:44991", "issue:45276", "issue:45292", + "issue:45313", "issue:45335", + "issue:45357", "issue:45362", "issue:45406", "issue:45488", "issue:45588", - "issue:45663", - "issue:45704", - "issue:45759", "issue:45812" ], "soft_pairs": [ + "issue:43638|issue:44661", + "issue:43317|issue:44756", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:38175|issue:39692", "issue:43644|issue:44534", + "issue:45313|issue:45357", "issue:44960|issue:44977", "issue:45488|issue:45812", "issue:44451|issue:44488", "issue:42491|issue:43720", - "issue:43708|issue:44075", "issue:43854|issue:43931", "issue:41720|issue:42915", "issue:42491|issue:45276", + "issue:43708|issue:44075", "issue:43856|issue:43873", "issue:43257|issue:43854", "issue:39692|issue:43994", "issue:42915|issue:44756", "issue:42491|issue:43931", "issue:43856|issue:44387", - "issue:44661|issue:44683", "issue:43644|issue:43645", "issue:44910|issue:45588", "issue:45362|issue:45406", "issue:42491|issue:45292", + "issue:45276|issue:45335", "issue:44488|issue:44991", - "issue:43404|issue:43454", "issue:36010|issue:39404", - "issue:45276|issue:45335", + "issue:43404|issue:43454", "issue:44164|issue:44291", - "issue:44402|issue:44488", - "issue:39692|issue:44960", - "issue:43425|issue:43957", - "issue:43335|issue:45663", - "issue:42947|issue:45704", - "issue:45663|issue:45759", - "issue:43873|issue:44387" + "issue:44402|issue:44488" ], - "prepared_review_unit_hash": "def06d239694e469cd2b38d95754c1209b8122706badea2146064315bfff78b6", + "prepared_review_unit_hash": "48697defd0f039b5619d46ce2f56325891bf69d118932a6370c7b45445b7a1f4", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37339, - "estimated_input_tokens": 9335, - "estimated_eval_tokens": 18926 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36488, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. I only see three likely true duplicate pairs: the non-persistent buffer regression, the lm_head weight-tying regression, and the resize_token_embeddings regression. The rest look like different model-specific bugs or unrelated failures.", + "summary": "This cluster is heterogeneous overall, but it does contain a couple of clear duplicate subclusters around Transformers v5 state-handling/token-embedding regressions. Most other pairs are only loosely similar and should stay separate.", "confidence": 0.68, - "canonical_issue_reason": "Issue 43644 is the cleanest anchor here: it describes the core Transformers v5 non-persistent-buffer regression succinctly and has an almost exact duplicate in 44534.", + "canonical_issue_reason": "Issue 43644 is the strongest canonical issue here because it is a broad, generic report of a v5 regression in non-persistent buffer handling and has an almost exact duplicate in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best overall issue candidate because it is the clearest, broad regression report among the items and maps to the strongest duplicate signal in the set.", + "best_issue_reason": "43644 is the best representative issue for the cluster\u2019s clearest duplicate theme: it is specific enough to be actionable, but generic enough to subsume the near-identical follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: Deepspeed ZeRO-3/BertModel index error vs tokenizer-mapping failure when adding a new model-like entry." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but one is device-map dequantized-model offload and the other is Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated code paths: BertModel ZeRO-3 index error vs tokenizer-mapping failure in add-new-model-like." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug and mask-shape IndexError are different problems with no clear shared code path." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a documentation/example error with quantization; not the same concrete bug." + }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same v5 regression about non-persistent buffers being filled with junk; wording differs but the bug is the same." + "reason": "Near-exact duplicate reports of the same Transformers v5 non-persistent buffer junk regression." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: Qwen3.5 ZeRO-3 weight loading vs incorrect visual-encoder keys during save_pretrained." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen/flash-attention style failures, but they describe different models and different failure modes." + "reason": "Different models and symptoms; one is GLM5, the other is Qwen3.5 flash-attention generation behavior." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and the titles point to different root causes." + "reason": "Both are tokenizer regressions, but they describe different failure modes on different model families and do not look like one concrete bug." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they name different checkpoints with no clear shared failure path." + "reason": "Both are model-loading failures, but the reports are for different models and lack evidence of the same underlying defect." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "One is a qwen3_moe LoRA compatibility issue across hf versions; the other is a BitNet packed-weight loading bug." - }, - { - "left": "issue:43708", - "right": "issue:44075", - "accept": false, - "reason": "Trainer checkpoint math and SGD argument handling are unrelated problems." + "reason": "Different subsystems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different loading errors: GLM-4.7-Flash unit-test failure vs Qwen3-VL shape mismatch." + "reason": "Different models and load failures; one is GLM-4.7-Flash unit-test loading, the other is Qwen3-VL weight-shape mismatch." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "A800 cudaErrorAssert during device mapping is not the same bug as qwen3_moe weight conversion with accelerate/deepspeed." + "reason": "One is auto device mapping causing CUDA assert, the other is FineGrainedFP8Config failure; not the same bug." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "qwen3_moe hf5 compatibility and Gemma4 token-embedding resizing are unrelated." + "reason": "Qwen3 MoE LoRA incompatibility and Gemma4 resize_token_embeddings propagation are unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and optimizer argument handling are separate issues." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory usage and quantized offloading behavior are different issues." + "reason": "Both mention memory, but one is Qwen3 MoE training memory efficiency and the other is quantization/offloading behavior; too broad to merge." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion and GLM-4.7-Flash loading are separate bugs." + "reason": "Different load paths and models; Qwen3 MoE accelerate+deepspeed conversion is not the same as GLM-4.7-Flash loading." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "One is a docs example/model-processor mismatch; the other is an actual bad inference result for SigLIP2." + "reason": "Same model family, but one is a doc/example bug and the other is an inference-output regression; not the same concrete change." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE FP8 failure and mmap-related OOM on Strix Halo are unrelated." + "reason": "FineGrainedFP8Config failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model families and different loading failures." + "reason": "Qwen3 MoE LoRA incompatibility and Qwen3-VL weight-shape mismatch are different failures." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "General MoE training memory usage is not the same as int4 quantization causing reserved-memory OOM." - }, - { - "left": "issue:44661", - "right": "issue:44683", - "accept": false, - "reason": "Tokenizer-mapping registration and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization OOM; not the same bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about buffers during init and the other about defining custom models in Jupyter." + "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other is Jupyter custom-model initialization; different problems." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but the failure modes are different: packed position_ids vs s_aux=None handling." + "reason": "Different flash-attention bugs: packed-sequence misinterpretation vs s_aux=None AttributeError." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are unrelated." + "reason": "Unrelated model/runtime crashes: Qwen3.5 chat vs Gemma4Processor in transformers serve." }, { - "left": "issue:42491", + "left": "issue:45276", "right": "issue:45292", - "accept": false, - "reason": "qwen3_moe compatibility is unrelated to resize_token_embeddings behavior." + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45276 is a Gemma4-specific manifestation of the broader output_embeddings issue in 45292." }, { - "left": "issue:44488", + "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Two tokenizer-loading reports for different models; no evidence they share the same root cause." - }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": true, - "reason": "Both report missing lm_head weight tying causing bad generation in multimodal model classes; same underlying regression." + "reason": "Both are tokenizer/model-loading complaints, but they concern different models and do not show the same underlying defect." }, { "left": "issue:36010", @@ -1897,64 +1873,28 @@ "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." }, { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings regression: the resized embeddings are not propagated to the model's actual embedding/output layers." + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are different multimodal model implementations and not clearly the same code-path bug." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument handling are different lifecycle bugs." + "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument handling are different issues." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures with no clear shared defect." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "SigLIP2 documentation/model-processor problems are unrelated to GLM5/Qwen3.5 generation issues." - }, - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device model loading failures are separate compatibility problems." - }, - { - "left": "issue:43335", - "right": "issue:45663", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 shared_kv_states issues are unrelated." - }, - { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "PEFT gradient-checkpointing behavior and an Apex RMSNorm memory leak are different bugs." - }, - { - "left": "issue:45663", - "right": "issue:45759", - "accept": false, - "reason": "Gemma4 FSDP2 attention state rebuilding and Qwen 3.5/3.6 multimodal config unwrapping are unrelated." - }, - { - "left": "issue:43873", - "right": "issue:44387", - "accept": false, - "reason": "Quantization offloading behavior and int4 reserved-memory OOM are not the same concrete bug." + "reason": "Tokenizer vocab mismatch and a separate model-loading failure for another BERT model are not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The three accepted pairs are plausibly the same regressions based on their titles, and the rejected pairs are generally separated by model family or failure mode without overstating evidence. No mergeability issues here since these are issue-only pairs." + "feedback": "The summary is grounded in the packet, and the only positive matches are well-supported by the titles/body themes: 43644\u219444534 and 45276\u219445292. The other soft-edge rejections stay conservative and do not overclaim equivalence. Canonical choice for 43644 is reasonable given the near-duplicate 44534." }, "evaluator_used": true, "retried": false, @@ -1970,46 +1910,43 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:39404", + "issue:39692", "issue:41720", "issue:42947", "issue:43257", - "issue:43299", + "issue:43335", "issue:43381", "issue:43425", "issue:43611", "issue:43645", "issue:43646", "issue:43708", - "issue:43716", "issue:43828", "issue:43854", - "issue:43901", + "issue:43873", "issue:43906", "issue:43931", "issue:43957", "issue:44155", "issue:44164", - "issue:44265", "issue:44291", "issue:44292", "issue:44387", "issue:44402", "issue:44451", "issue:44479", - "issue:44509", "issue:44530", "issue:44589", + "issue:44683", "issue:44756", - "issue:44805", "issue:44863", "issue:44877", - "issue:44898", "issue:44912", "issue:44928", "issue:44960", @@ -2022,289 +1959,306 @@ "issue:45663", "issue:45684", "issue:45698", - "issue:45701" + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823" ], "soft_pairs": [ + "issue:43335|issue:45663", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44155|issue:45823", "issue:43854|issue:45216", "issue:44387|issue:44756", "issue:44291|issue:44756", "issue:44292|issue:44912", "issue:42947|issue:43381", - "issue:45684|issue:45698", "issue:45276|issue:45292", + "issue:45684|issue:45698", "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:41720|issue:44155", "issue:45588|issue:45663", + "issue:41720|issue:44155", "issue:43646|issue:43708", "issue:44479|issue:44877", "issue:43854|issue:44960", "issue:43957|issue:44756", "issue:45292|issue:45335", "issue:44402|issue:44451", - "issue:43645|issue:44164", "issue:43828|issue:43957", - "issue:43425|issue:43828", + "issue:43645|issue:44164", "issue:43257|issue:44863", + "issue:43425|issue:43828", "issue:44589|issue:44756", "issue:44479|issue:45663", + "issue:44683|issue:45823", "issue:43906|issue:44530", "issue:39404|issue:45701", "issue:43611|issue:43645", - "issue:43425|issue:43716", + "issue:43425|issue:45823", "issue:43931|issue:44863", - "issue:44530|issue:45084", - "issue:43901|issue:44509", - "issue:39404|issue:44912", - "issue:44863|issue:45663", - "issue:44265|issue:44898", - "issue:44479|issue:44805", - "issue:43299|issue:43931" + "issue:44530|issue:45084" ], - "prepared_review_unit_hash": "610bd284a89b206f1e313a6eaa6c6d2bdee35994e244e06d9e2ae13355bfeec0", + "prepared_review_unit_hash": "e977e8369924e9768b0afeca1d9cdd9edfdd5ffbd5df1294f89b5e9f1bf67883", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38238, - "estimated_input_tokens": 9560, - "estimated_eval_tokens": 19376 + "soft_pair_count": 37, + "serialized_chars": 38761, + "estimated_input_tokens": 9691, + "estimated_eval_tokens": 19638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of Transformers regression reports. The only clear duplicate family is the `resize_token_embeddings` regression across Gemma/T5Gemma variants; the rest are distinct model-loading, quantization, checkpointing, or docs issues.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45292 is the best canonical among the related `resize_token_embeddings` reports because it states the core, model-agnostic failure most cleanly; the other close items look like model-specific variants of the same embedding-resize bug.", + "summary": "Most candidate pairs are only loosely related and should stay separate. The only clear duplicate family is the resize_token_embeddings regression across Gemma4 / generic / t5gemma reports, where the generic issue is the best umbrella canonical.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45292 is the broadest, most model-agnostic description of the resize_token_embeddings bug, and the Gemma4 and t5gemma reports read like model-specific manifestations of the same underlying failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative issue for the only true mini-cluster here: it is broad enough to cover the Gemma4 and T5Gemma variants while remaining specific to the shared code path.", + "best_issue_reason": "issue:45292 best represents the shared bug because it states the core regression without narrowing to one architecture.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: sparse-layer construction with zero sparse layers vs Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: SigLIP2 doc/example mistakes vs a GLM5 model description issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both involve version compatibility, but one is torch 2.10 incompatibility and the other is meta-device loading breakage." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA is unrelated to the apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state rebuild and Qwen 3.5 multimodal from_config unwrapping are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/offloading/quantization, but the reported failures are different and not the same concrete bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batching token leakage is unrelated to Gemma4 PLE device placement." + }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Both are loading regressions, but they involve different models and failure modes (`GLM-4.7-Flash` test loading vs Qwen3.5 checkpoint save correctness)." + "reason": "Different failures: unit-test model loading for GLM-4.7 vs Qwen3.5 save_pretrained regression." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/OOM, but one is int4 CUDA reserved-memory growth and the other is mmap on Strix Halo; different underlying problems." + "reason": "Both are OOM-related, but one is int4 reserved-memory growth and the other is mmap/Strix Halo OOM." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated code paths." + "reason": "init_empty_weights argument handling is a different loading bug from Strix Halo mmap OOM." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different issues: float8 storage lookup vs MXFP4 quantization fallback; no shared bug mechanism." + "reason": "Both are quantization/load problems, but they target different models and symptoms (loading failure vs fallback to bf16)." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both are about gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other is about eval-mode restrictions." - }, - { - "left": "issue:45684", - "right": "issue:45698", - "accept": false, - "reason": "Both touch save/load behavior for custom modules, but one is about read-only permissions during save and the other is about loading the wrong module after save." + "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as checkpointing being disallowed in eval mode." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` bug: Gemma4-specific wording in 45276, but both report the same failure to propagate resized embeddings to output-related modules." + "reason": "Same underlying regression: resize_token_embeddings does not propagate to model-specific output embeddings; 45276 is a Gemma4-specific instance of the generic 45292 bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permission propagation in save_pretrained is different from loading the wrong custom module after save_pretrained." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both mention training behavior, but one is a gradient-checkpointing eval-mode issue and the other is an RLHF NaN/SDPA fallback problem." + "reason": "Checkpointing in eval mode and RLHF NaNs from SDPA math fallback are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` save/load handling is unrelated to mmap-induced OOM on Strix Halo." + "reason": "extra_state save/from_pretrained handling is unrelated to Strix Halo mmap OOM." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Different models and failure mechanisms: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." + "reason": "Flash-attention crash on s_aux=None is a different attention-path bug from Gemma4 FSDP2 shared_kv_states rebuilding." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma-4 FSDP2 shared-kv-state rebuild are different bugs despite both being attention-related." + "reason": "Qwen3 auto device mapping cudaErrorAssert and AudioFlamingo3 batched inference leakage are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` max_steps calculation." + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Both are regression-style loading issues, but one is a video-input regression for Qwen VL variants and the other is strict config blocking `granite_speech`." + "reason": "Qwen VL video-input regression and strict granite_speech config loading are different issues." }, { "left": "issue:43854", "right": "issue:44960", "accept": false, - "reason": "Different GLM generations and different symptoms; not the same loading bug." + "reason": "Different model-loading failures for different models; no shared concrete bug is evident." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "`torch.device('meta')` load failures and Strix Halo mmap/OOM are not the same underlying defect." + "reason": "Meta-device loading regression is not the same as Strix Halo mmap OOM." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both are the same resize-token-embedding regression family: a shared failure to update downstream embedding modules, with different model-specific surfaces." + "reason": "Same resize_token_embeddings regression; 45335 is the t5gemma-specific manifestation of the generic output_embeddings bug." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are model/tokenizer-related load problems, but the affected models and root causes differ." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Jupyter/custom model initialization breakage is unrelated to `extra_state` serialization handling." + "reason": "Tokenizer vocab mismatch for one model is not the same as ScandiBERT load failure." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both mention dtype issues, but one is autocast on a MoE model and the other is meta-device loading; different code paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Torch version incompatibility is too broad and distinct from the specific autocast dtype mismatch." + "reason": "Notebook custom-model initialization breakage is different from save/from_pretrained extra_state handling." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Both are model loading problems, but one is Qwen3 MoE weight conversion and the other is NemotronH checkpoint compatibility." + "reason": "Qwen3 MOE conversion under accelerate+deepspeed is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is broader and distinct from the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup and mmap/OOM are unrelated." + "reason": "Float8 storage lookup error is a different failure mode from Strix Halo mmap OOM." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "A Qwen VL video-input regression and Gemma-4 FSDP2 attention-state bug are unrelated." + "reason": "Video-input regression across Qwen VL variants is unrelated to Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention torch>=2.9 failure is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an older issue and a new PagedAttentionCache crash are not the same bug." + "reason": "Isolated reproduction of an earlier issue is not the same bug as PagedAttentionCache invalid group type on Qwen3.5." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression and tokenization changes across versions are unrelated." + "reason": "Whisper return_language pipeline regression and tokenization changes across transformers versions are different problems." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern custom model loading in Transformers 5, but the concrete failures differ: `base_model_prefix` handling vs notebook-defined initialization." + "reason": "Both concern custom-model breakage in Transformers 5.0.0, but one is loading with base_model_prefix and the other is notebook initialization; too different to merge as duplicates." }, { "left": "issue:43425", - "right": "issue:43716", + "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 compatibility and Mistral-3 image-preprocessor dtype mismatch are different issues." + "reason": "Torch version incompatibility and Gemma4 device mismatch are unrelated." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are separate model-compatibility problems." + "reason": "Qwen3-VL shape mismatch and NemotronH checkpoint loading are different model-loading failures." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "A cache crash on Qwen3.5 and a template-node compilation error are not the same underlying defect." - }, - { - "left": "issue:43901", - "right": "issue:44509", - "accept": false, - "reason": "Docs mentioning removed pipeline tasks is unrelated to a separate `return_all_scores` docs/behavior mismatch." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline language-return behavior and MXFP4 quantization fallback are unrelated." - }, - { - "left": "issue:44863", - "right": "issue:45663", - "accept": false, - "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared-kv-state handling are different bugs." - }, - { - "left": "issue:44265", - "right": "issue:44898", - "accept": false, - "reason": "`torch.export.export` with `torch_compilable_check` and Perceiver non-default-resolution handling are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "Qwen VL video regression and mask-shape IndexError do not share a concrete bug path." - }, - { - "left": "issue:43299", - "right": "issue:43931", - "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a MoE conversion issue and the other is a checkpoint shape mismatch; not the same bug." + "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to the template-node compile error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the Gemma/T5Gemma resize_token_embeddings pairings, which are well supported by the issue titles and look like the same bug family. The remaining soft edges are rejected with appropriately cautious reasoning, and the overall cluster description does not overstate evidence." + "feedback": "The clustering is grounded in the packet, and the soft-edge verdicts stay conservative. The resize_token_embeddings family is the only clearly supported duplicate set, and the summary does not overclaim beyond what the titles justify." }, "evaluator_used": true, "retried": false, @@ -2320,10 +2274,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:32090", "issue:34567", @@ -2331,311 +2285,296 @@ "issue:39404", "issue:40444", "issue:40990", - "issue:42915", "issue:42947", - "issue:43317", + "issue:43299", "issue:43421", "issue:43425", "issue:43452", - "issue:43482", - "issue:43541", "issue:43582", "issue:43596", "issue:43611", "issue:43632", "issue:43643", "issue:43644", - "issue:43646", "issue:43716", "issue:43856", "issue:43883", + "issue:43901", + "issue:43931", "issue:43994", "issue:44079", "issue:44164", "issue:44206", "issue:44220", - "issue:44451", + "issue:44265", "issue:44479", "issue:44488", + "issue:44509", "issue:44530", "issue:44589", + "issue:44661", "issue:44671", "issue:44683", "issue:44756", + "issue:44805", "issue:44811", - "issue:44849", + "issue:44898", + "issue:44912", "issue:44918", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45325", "issue:45584", - "issue:45685", "issue:45759" ], "soft_pairs": [ - "issue:43425|issue:44918", + "issue:43425|issue:43716", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", "issue:43856|issue:44756", "issue:44589|issue:45084", + "issue:43425|issue:44918", "issue:40990|issue:42947", - "issue:43425|issue:45685", "issue:39404|issue:44671", "issue:43994|issue:44079", "issue:44164|issue:45759", - "issue:43596|issue:44683", "issue:36032|issue:43452", + "issue:43596|issue:44683", "issue:44671|issue:44991", "issue:44991|issue:45081", "issue:32090|issue:39404", "issue:44164|issue:44479", "issue:44488|issue:45081", - "issue:43582|issue:43632", "issue:40990|issue:43421", - "issue:43883|issue:44488", + "issue:43582|issue:43632", + "issue:44661|issue:44683", "issue:43611|issue:43644", + "issue:43883|issue:44488", "issue:44206|issue:44220", "issue:43716|issue:45084", "issue:44488|issue:44987", "issue:34567|issue:40444", "issue:43643|issue:44530", - "issue:44811|issue:45584", - "issue:43883|issue:44991", - "issue:43644|issue:43646", - "issue:44451|issue:44987", - "issue:36032|issue:42915", - "issue:43541|issue:45084", - "issue:43452|issue:43482", - "issue:42915|issue:44530", - "issue:43317|issue:43482", - "issue:44849|issue:45325" + "issue:44811|issue:45584" ], - "prepared_review_unit_hash": "363ee19632ccbfa55c5bee286247786ae740e65a6b43c0acdf4799684a96776f", + "prepared_review_unit_hash": "8eac96413343ca1af4c42027e66d8f6fce974278d55de638c18e04168cdb5a60", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37733, - "estimated_input_tokens": 9434, - "estimated_eval_tokens": 19124 + "soft_pair_count": 31, + "serialized_chars": 37037, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs share only broad subsystem/model-family similarity, not the same concrete bug or change. I reject all soft edges; there are no PRs to compare.", - "confidence": 0.92, - "canonical_issue_reason": "No safe canonical issue; the items are mostly unrelated regressions with only broad topical overlap.", + "summary": "This cluster is mostly a grab bag of unrelated closed issues, with a loose theme of Transformers v5 regressions, tokenizer/loading problems, and a few docs/audio/multimodal edge cases. None of the soft-similarity pairs look like clear duplicates of the same concrete bug or change.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43611 is the broadest and most central representative of the loading-regression subset in this set; it is generic enough to anchor the cluster, even though the overall cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43452 is the closest broad representative of a loader/GGUF subset, but it does not unify the cluster as a whole.", + "best_issue_reason": "43611 is the best single issue to keep as the canonical anchor because it describes a core Transformers v5 loading breakage with wide applicability, unlike the more model-specific or symptom-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", - "right": "issue:44918", + "right": "issue:43716", + "accept": false, + "reason": "Both are regressions, but one is a Torch version incompatibility and the other is a multimodal dtype mismatch; different bugs and code paths." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation-related, but they cover different pipeline/docs mismatches and are not the same doc change." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated subsystems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failure modes: torch.export with compilable checks vs Perceiver image-classification resize/interpolation behavior." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE model-loading regression and the other is a weight-shape mismatch; not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Torch version incompatibility vs a Qwen3.5 TRL embedding-unpack failure; different code paths." + "reason": "A video-input regression for Qwen VL models is not the same as a generic mask-shape IndexError." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both mention memory pressure, but one is Qwen3 MoE training memory usage and the other is Strix Halo mmap OOM; different causes." + "reason": "Training-memory inefficiency and Strix Halo mmap OOM are different issues." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Unrelated failures: missing Float8 storage vs template-node compilation error." + "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Perplexity/eval regression is not the same bug as gradient-checkpointing being ineffective." + "reason": "Torch incompatibility vs Qwen3.5 embedding unpacking in TRL are distinct problems." }, { - "left": "issue:43425", - "right": "issue:45685", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Torch incompatibility and an MPS histogram kernel gap are separate platform issues." + "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA are not the same underlying bug." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline behavior vs CamemBERT MLM predictions are unrelated model bugs." + "reason": "Whisper pipeline language return and CamemBERT masked-LM output regressions are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "One is a SigLIP2 inference regression; the other is a ModelOutput key assignment bug." + "reason": "A bad SigLIP2 output issue is not the same as ModelOutput key assignment when values were previously None." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Save/load extra_state handling is unrelated to composite Qwen config unwrapping." + "reason": "save/from_pretrained extra_state handling and from_config text_config unwrapping are different loading/saving bugs." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "DeepSpeed zero3/BertModel indexing and torch>=2.9 flex_attention compilation are different failures." + "reason": "Tokenizer special-token method conflict and gguf_file loading breakage are different tokenizer-loading failures." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer special-token method conflict is not the same as GGUF from_pretrained loading breakage." + "reason": "DeepSpeed ZeRO-3 init indexing error and torch>=2.9 flex_attention compilation failure are unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Incorrect CamemBERT predictions vs a tokenizer-loading regression for EMBEDDIA/est-roberta." + "reason": "Different tokenizer/model regressions: CamemBERT masked LM vs est-roberta tokenizer loading." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but one is generic version failure and the other is a specific Mistral regex/backend_tokenizer crash." + "reason": "Both are tokenizer-loading problems, but for different models and different failure mechanisms." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "extra_state save/load handling is unrelated to multimodal video-input regression." + "reason": "Serialization extra_state handling and Qwen video-input regression are different code paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are model-loading issues, but for different models and different failure mechanisms." + "reason": "A model-loading failure for cjvt/sleng-bert is not the same as the Mistral regex patch crash." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Perplexity behavior and runtime special-token/post-processor updates are unrelated." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Perplexity anomaly and tokenizer post-processor updates are different bugs." + "reason": "Apple Silicon allocator warmup TypeError and the `_is_hf_initialized` flag regression are different bugs." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading cjvt/sleng-bert." + "reason": "Tokenizer mapping-name registration and flex_attention compilation failures do not share the same underlying problem." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffer contents; too different to merge." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata and a model-loading failure are unrelated." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Related audio area, but the concrete failures differ: unsupported center arg vs _torch_extract_fbank_features issue." + "reason": "Both are in audio feature extraction, but one is a specific unsupported-argument regression and the other is a generic `_torch_extract_fbank_features()` complaint; not clearly the same concrete bug." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image dtype mismatch and template-node compilation are unrelated." + "reason": "Mistral-3 image-preprocessor dtype mismatch and template compilation failure are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures in recent versions, but they affect different models and likely different loader paths." + "reason": "Different model-loading failures for different models and versions." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failure are unrelated." + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset finetuning are different problems." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention crashes." + "reason": "AutoConfig remote-code field loss and PagedAttentionCache invalid group type are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one ignores skip_special_tokens and the other fails on empty transcription after align_special_tokens." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Molmo tied-weights metadata and tokenizer loading for est-roberta are unrelated." - }, - { - "left": "issue:43644", - "right": "issue:43646", - "accept": false, - "reason": "Both are v5 regressions, but they target different initialization paths and different symptoms." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Both are model-loading problems, but for different models and no shared concrete code path is evident." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "T5 tokenizer special-token conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Torch Dynamo grouped_mm tracing failure is not the same as a non-template-node compilation error." - }, - { - "left": "issue:43452", - "right": "issue:43482", - "accept": false, - "reason": "Both concern GGUF loading, but the evidence only shows broad similarity; no shared concrete failure mode is established." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "device_map/offload dequantization and GGUF model loading are different loader failures." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope indexing bug are different code paths." + "reason": "Both touch Whisper special-token handling, but one is batch_decode ignoring a parameter and the other is generation failure after align_special_tokens; not the same concrete bug." } ] }, @@ -2652,17 +2591,15 @@ "component_count": 16, "review_unit_index": 8, "review_unit_count": 45, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:36032", - "issue:40990", "issue:41553", - "issue:42175", "issue:42915", "issue:43262", "issue:43296", @@ -2670,17 +2607,20 @@ "issue:43322", "issue:43377", "issue:43404", - "issue:43425", + "issue:43452", + "issue:43482", "issue:43531", "issue:43540", + "issue:43541", "issue:43582", "issue:43611", "issue:43632", + "issue:43644", "issue:43645", "issue:43646", "issue:43742", "issue:43819", - "issue:43856", + "issue:43883", "issue:43994", "issue:44062", "issue:44220", @@ -2689,13 +2629,13 @@ "issue:44403", "issue:44451", "issue:44466", - "issue:44479", + "issue:44530", "issue:44534", "issue:44589", "issue:44610", "issue:44683", "issue:44756", - "issue:44811", + "issue:44849", "issue:44877", "issue:44987", "issue:44991", @@ -2705,10 +2645,18 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45507", - "issue:45542" + "issue:45507" ], "soft_pairs": [ + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:43883|issue:44991", + "issue:44849|issue:45325", "issue:43404|issue:44466", "issue:36032|issue:43645", "issue:45084|issue:45507", @@ -2720,251 +2668,45 @@ "issue:44403|issue:45081", "issue:43377|issue:43819", "issue:43645|issue:44534", + "issue:42915|issue:45084", "issue:45216|issue:45357", "issue:44451|issue:45081", - "issue:42915|issue:45084", "issue:44265|issue:44610", - "issue:44220|issue:44683", "issue:44987|issue:45081", - "issue:41553|issue:43582", + "issue:44220|issue:44683", "issue:43404|issue:45127", "issue:43632|issue:44756", "issue:43296|issue:43531", - "issue:44062|issue:44987", - "issue:42915|issue:44291", "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:41553|issue:43582", "issue:43531|issue:44877", "issue:43611|issue:44534", - "issue:42915|issue:44589", - "issue:44479|issue:45325", - "issue:40990|issue:44811", - "issue:43317|issue:43856", - "issue:43425|issue:44403", - "issue:42175|issue:45542" + "issue:42915|issue:44589" ], - "prepared_review_unit_hash": "d57f53eaf50ea9fffc55d88a39fcfd4115cf744993b858d946c520e0ee95d9e0", + "prepared_review_unit_hash": "09876ea2a6c55d239387613d376a7294bad6170c4229c67ed716fa2e4fa3318e", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37208, - "estimated_input_tokens": 9302, - "estimated_eval_tokens": 18860 + "soft_pair_count": 36, + "serialized_chars": 38477, + "estimated_input_tokens": 9620, + "estimated_eval_tokens": 19496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "The soft pairs are mostly superficially similar but describe different bugs, regressions, or models. I would not deduplicate any of them based on the available evidence.", - "confidence": 0.91, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "#44403 is the broadest representative issue in the set, but the cluster is too heterogeneous for a true canonical duplicate target.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Related to tied weights / lm_head serialization, but the reported failures differ and are not clearly the same code-path bug." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer attribute conflict vs custom model init in notebooks; unrelated failure modes." - }, - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Different error surfaces and different model code paths; no evidence of the same underlying bug." - }, - { - "left": "issue:43262", - "right": "issue:43377", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask batching are distinct issues." - }, - { - "left": "issue:43646", - "right": "issue:44534", - "accept": false, - "reason": "Custom model initialization and junk-filled non-persistent buffers are separate v5 regressions." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Different models and different symptoms; one is bad outputs, the other is processor size mismatch." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are load failures, but for different models with no shared concrete bug." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Segfault while loading Llava Next is unrelated to Qwen3OmniMoe video ValueError." - }, - { - "left": "issue:44403", - "right": "issue:45081", - "accept": false, - "reason": "General loading noise vs Mistral regex patch crash; not the same underlying defect." - }, - { - "left": "issue:43377", - "right": "issue:43819", - "accept": false, - "reason": "Padding-mask batching mismatch and DAC STE mismatch are unrelated model bugs." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook custom-model init regression is not the same as non-persistent buffer corruption." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": false, - "reason": "Both concern Qwen3.5 save_pretrained regressions, but the specific failures differ enough that they should stay separate." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "Different models and different tokenizer/loading failures." - }, - { - "left": "issue:42915", - "right": "issue:45084", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to template-node compilation errors." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export compilation failure vs processor image-size regression; not the same bug." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Audio feature extraction issue and compiled flex_attention failure have no concrete overlap." - }, - { - "left": "issue:44987", - "right": "issue:45081", - "accept": false, - "reason": "Different affected models and different loading paths." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Tokenizer loading error and Apple Silicon warmup TypeError are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both involve tied weights, but one is missing weight tying and the other is LoRA merge collapse; different underlying problems." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "Initialization flag regression and Strix Halo mmap OOM are unrelated." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug do not share a concrete code path." - }, - { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "Tokenizer AddedToken argument collision is distinct from loading a specific model failure." - }, - { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "FP8 config failure vs init_empty_weights/_is_hf_initialized argument error; separate regressions." - }, - { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "T5 tokenizer load conflict and MobileLLM key error are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Qwen3-MoE sliding window logic and strict config loading are different bugs." - }, - { - "left": "issue:43611", - "right": "issue:44534", - "accept": false, - "reason": "base_model_prefix loading breakage and junk non-persistent buffers are separate v5 issues." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "Qwen3Moe FP8 config and Float8 storage lookup error are different failures." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Video input regression and still-image rope-index scaling bug are not the same issue." - }, - { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens bug are unrelated." - }, - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "device_map/offload dequantized loading failure is not the same as Qwen3 MoE memory usage during training." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch version incompatibility and loading-noise report do not describe the same concrete bug." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Missing TensorFlow in torch extra and tensorboard-only backend error are related at a high level, but not the same underlying issue." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -2980,33 +2722,32 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:33666", "issue:36032", "issue:40444", + "issue:40990", "issue:41720", "issue:42175", - "issue:42915", "issue:43296", + "issue:43317", "issue:43377", "issue:43421", + "issue:43425", "issue:43454", "issue:43482", "issue:43525", "issue:43531", "issue:43611", "issue:43632", - "issue:43644", "issue:43646", "issue:43792", "issue:43818", - "issue:43828", - "issue:43881", - "issue:43957", + "issue:43856", "issue:43994", "issue:44079", "issue:44265", @@ -3014,11 +2755,12 @@ "issue:44403", "issue:44462", "issue:44466", - "issue:44488", + "issue:44479", "issue:44534", "issue:44568", "issue:44589", "issue:44683", + "issue:44811", "issue:44829", "issue:44898", "issue:44991", @@ -3027,274 +2769,253 @@ "issue:45081", "issue:45325", "issue:45357", - "issue:45381", "issue:45479", "issue:45491", "issue:45538", + "issue:45542", "issue:45663", "issue:45812" ], "soft_pairs": [ - "issue:44079|issue:45663", + "issue:44479|issue:45325", + "issue:43317|issue:43856", + "issue:40990|issue:44811", + "issue:42175|issue:45542", + "issue:43425|issue:44403", "issue:43818|issue:45357", + "issue:44079|issue:45663", + "issue:44462|issue:45812", "issue:43421|issue:44568", "issue:36032|issue:41720", - "issue:44462|issue:45812", "issue:43632|issue:44534", "issue:43792|issue:44589", - "issue:44683|issue:45020", "issue:44403|issue:44991", "issue:33666|issue:40444", "issue:43482|issue:45538", "issue:44829|issue:45479", + "issue:44683|issue:45020", "issue:40444|issue:45325", "issue:43482|issue:43525", "issue:44291|issue:44589", "issue:43377|issue:45491", "issue:41720|issue:45081", - "issue:43632|issue:45072", "issue:44265|issue:45072", - "issue:42175|issue:43296", "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43632|issue:45072", "issue:43531|issue:44291", - "issue:44079|issue:44534", - "issue:43881|issue:44488", "issue:43994|issue:44898", - "issue:43454|issue:44466", - "issue:43828|issue:44683", - "issue:42915|issue:43482", - "issue:43792|issue:43957", - "issue:44079|issue:45072", - "issue:40444|issue:45381", - "issue:43644|issue:44079", - "issue:45325|issue:45381" + "issue:44079|issue:44534", + "issue:43454|issue:44466" ], - "prepared_review_unit_hash": "ae9c9d0ee673880d08295af1d16486a30457b4910278d432c8607555a1f94cbe", + "prepared_review_unit_hash": "df836fcd9975ec0620bfeced6e75b3bc2a7c6a9abe581c728e90574164463ce3", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37885, - "estimated_input_tokens": 9472, - "estimated_eval_tokens": 19200 + "soft_pair_count": 30, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of mostly unrelated Transformers regression reports. The soft pairs share broad themes like model loading, tokenizer behavior, or v5 regressions, but they do not look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.54, - "canonical_issue_reason": "issue:43611 is the cleanest, most concrete representative here: a specific Transformers v5 model-loading regression with a well-defined failure mode. It is more actionable than the broader or more model-specific reports.", + "summary": "This cluster is a heterogeneous mix of unrelated model, tokenizer, training, packaging, and version-regression issues. There is no single underlying bug/change that cleanly ties them together, so I would not collapse them into one duplicate set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue to keep as a reference point because it is precise, technical, and centered on a core code path rather than a vague symptom.", + "best_issue_reason": "Issue 44403 is the broadest loading-related report, but it is still too generic and does not match the specific failure modes of the other issues well enough to serve as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states handling." + "reason": "Both involve Qwen2.5-VL video/temporal handling, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not the same concrete defect." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Different areas: Video-LLaVA tower initialization/weight sharing vs Qwen3.5 save_pretrained visual-key serialization." + "reason": "One is device_map/offload loading failure, the other is Qwen3 MoE training memory inefficiency; different code paths and symptoms." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BOS/EOS not being added; not the same concrete bug." + "reason": "These are unrelated: GPT-OSS perplexity on WikiText vs Whisper batch_decode skipping special tokens." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention backend dependencies, but one is missing TensorFlow in an install extra and the other is a tf backend error from tensorboard-only installs; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is a version-support issue, while 44403 is about noisy transformer loading; no shared underlying bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different failures: Video-LLaVA temporal attention/weight sharing vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Completely unrelated: T5Tokenizer method-name conflict vs Qwen3 auto device mapping CUDA assert." + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared_kv_states KeyError are separate implementation bugs." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer, but one ignores tokenizer.json while the other yields wrong IDs for Granite models; different failure modes." + "reason": "Both are tokenizer-related, but one is tokenizer.json loading and the other is wrong Granite token IDs; not the same failure." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processing and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer load conflict and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Related to v5 initialization behavior, but one is _is_hf_initialized and the other is non-persistent buffer contents; too different to treat as duplicates." + "reason": "Both are v5 regressions, but one is _is_hf_initialized-related initialization breakage and the other is junk-filled non-persistent buffers; different bugs." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Different model/runtime failures: Whisper loading vs Float8 storage lookup error." - }, - { - "left": "issue:44683", - "right": "issue:45020", - "accept": false, - "reason": "One is a torch flex_attention compilation regression, the other is a broad remote_code loading breakage; not the same bug." + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated issues." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise vs tokenizer loading regression for a specific repo; no shared concrete code path." + "reason": "Generic loading noise is not the same as AutoTokenizer failing to load est-roberta." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen-VL training issues, but multi-GPU training and iterable-dataset multi-image failure are distinct." + "reason": "Same broad Qwen2-VL family, but one is multi-GPU training and the other is iterable-dataset multi-image prompt handling; not the same code-path problem." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF/v5 loading failure is unrelated to CLIPTokenizer's extreme model_max_length default." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect training, but flash_attention_3 degenerate training and num_labels=1 zero-loss classification are different problems." + "reason": "One is flash_attention_3 causing degenerate training; the other is a zero-loss classification setup with num_labels=1. Different root causes." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on new torch versions and remote_code loading regressions are separate problems." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL issues: iterable dataset multi-image failure vs still-image rope index scaling bug." + "reason": "Multi-image prompt finetuning and still-image temporal position scaling are not the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure vs Llama4Config missing pad_token_id; unrelated." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different v5 regressions: unexpected _is_hf_initialized argument vs missing Float8 storage object." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are different v5 issues." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/shape-related, but MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are separate code paths." + "reason": "Both are batching/masking-related, but they affect different models and different mechanisms; not enough to treat as one duplicate." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to Mistral tokenizer regex patching." + "reason": "Qwen3 cuda assert and Mistral tokenizer regex patch crash are unrelated." }, { - "left": "issue:43632", + "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Both are v5 regressions, but they concern different mechanisms: initialization flag handling vs bf16 dtype mismatches." + "reason": "torch.export exportability and bfloat16 dtype mismatches are different code paths and failure modes." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to bf16 inference dtype mismatches." + "reason": "Both are Transformers v5 loading/init regressions, but they report different concrete breakages and are not clearly the same underlying defect." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Backend installation packaging issue vs PaddleOCR-VL loading failure; no common bug." + "reason": "Package-backend install issue vs PaddleOCR-VL load failure in vLLM are unrelated." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Both are model-loading/init regressions in v5, but the concrete failures differ enough that they do not look like the same bug." + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate regressions." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to init_empty_weights/_is_hf_initialized argument handling." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal behaviors." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Different models and failure modes: glm-4v-9b loading vs sleng-bert loading." + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument handling are different bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model regressions: SigLIP2 nonsensical outputs vs Perceiver resolution/interpolation failure." - }, - { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "AyaVision weight tying and lm_head serialization are related only broadly; they are not the same concrete issue." - }, - { - "left": "issue:43828", - "right": "issue:44683", - "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE is distinct from compiled flex_attention failing on torch>=2.9." - }, - { - "left": "issue:42915", - "right": "issue:43482", - "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen2.5-GGUF loading in v5." - }, - { - "left": "issue:43792", - "right": "issue:43957", - "accept": false, - "reason": "Whisper loading failure and torch.device('meta') loading breakage are different code paths." + "reason": "SigLIP2 nonsensical AutoModel output and Perceiver interpolation failure are distinct vision-model issues." }, { "left": "issue:44079", - "right": "issue:45072", - "accept": false, - "reason": "ModelOutput key assignment is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL-related, but multi-image iterable dataset failure and video position-id bug are different problems." - }, - { - "left": "issue:43644", - "right": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Non-persistent buffer initialization and ModelOutput key assignment are unrelated regressions." + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internals bugs." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Both involve Qwen2.5-VL position handling, but still-image temporal scaling and video vision_position_ids are distinct." + "reason": "Missing lm_head tying and inconsistent lm_head.weight serialization are related broadly to tied weights, but they are different failure modes and should not be merged." } ] }, @@ -3311,302 +3032,433 @@ "component_count": 16, "review_unit_index": 10, "review_unit_count": 45, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:35707", "issue:39692", "issue:40444", "issue:40990", "issue:41720", + "issue:42915", "issue:43262", "issue:43296", "issue:43317", "issue:43377", - "issue:43404", "issue:43454", + "issue:43482", "issue:43526", "issue:43550", "issue:43572", "issue:43606", "issue:43632", + "issue:43644", "issue:43701", - "issue:43720", "issue:43746", "issue:43792", "issue:43819", "issue:43873", "issue:43881", "issue:43883", + "issue:43957", + "issue:44079", "issue:44186", "issue:44265", "issue:44291", "issue:44387", - "issue:44423", "issue:44466", + "issue:44479", + "issue:44488", "issue:44610", "issue:44617", - "issue:44683", "issue:44877", "issue:44898", - "issue:44977", "issue:44991", "issue:45072", "issue:45325", "issue:45357", - "issue:45406", + "issue:45381", "issue:45563", "issue:45584", - "issue:45632", - "issue:45684", - "issue:45701", "issue:45759", - "issue:45800" + "issue:45800", + "issue:45823" ], "soft_pairs": [ + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:43792|issue:43957", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43881|issue:44488", "issue:44387|issue:44617", "issue:43296|issue:45800", + "issue:44479|issue:45823", "issue:35707|issue:40444", - "issue:43526|issue:43883", "issue:44291|issue:44877", "issue:43606|issue:44265", "issue:43317|issue:43873", - "issue:43881|issue:44991", "issue:43701|issue:45325", "issue:44186|issue:44265", + "issue:43526|issue:43883", "issue:43632|issue:45563", "issue:43606|issue:43819", - "issue:43262|issue:43746", "issue:44610|issue:45325", - "issue:43454|issue:43550", + "issue:43262|issue:43746", "issue:43377|issue:44610", - "issue:43454|issue:45072", + "issue:43454|issue:43550", + "issue:41720|issue:45823", "issue:43377|issue:44898", "issue:43572|issue:45759", + "issue:43454|issue:45072", + "issue:43881|issue:44991", "issue:40990|issue:45584", "issue:39692|issue:40444", - "issue:44466|issue:45357", + "issue:44466|issue:45357" + ], + "prepared_review_unit_hash": "2d9fb8598456fa64c8f598cae826470a18b94ef0b968dadfeff20227835f16f1", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43454|issue:43720", "issue:43296|issue:44991", "issue:43792|issue:44683", - "issue:43454|issue:43720", "issue:43873|issue:45701", "issue:41720|issue:44977", + "issue:44008|issue:45823", "issue:45632|issue:45684", "issue:43404|issue:45357", - "issue:44423|issue:45406" + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:43873|issue:44756", + "issue:43749|issue:44534", + "issue:44877|issue:44991", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43526|issue:43881", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:45081|issue:45812", + "issue:43295|issue:45701" ], - "prepared_review_unit_hash": "a4ff4c3a288a2f6276d583d4b9f23c1c8e3568357c3b477e0c43db7db8834deb", + "prepared_review_unit_hash": "47f9169ea8fb42665099a7db0cc28b84c56a9c3f7158a483fc98fcf239515713", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36898, - "estimated_input_tokens": 9225, - "estimated_eval_tokens": 18706 + "soft_pair_count": 31, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidate soft links are false positives: they point to distinct bugs spanning generation, loading, quantization, processors, and model-specific regressions. No pull requests are present. The broadest and most representative issue in this set is the open offloading/quantization report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43873 is the best cluster representative because it is open, has the most discussion/inbound references, and covers a broadly relevant runtime problem rather than a narrow model-specific edge case.", + "summary": "This cluster is mostly heterogeneous, with a few superficially similar model/loading/tokenization reports but no clear duplicate pair that should be merged. I would keep it split and use the broad offloading/quantization report as the cluster representative.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43873 is open, has the most discussion/inbound references, and is broad enough to represent the cluster without implying the other reports are duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest overall issue to anchor the cluster because it is active and widely applicable; the other issues are more isolated, model-specific regressions or documentation/example problems.", + "best_issue_reason": "issue:43873 is the best issue representative because it is active and central, but the set overall is too mixed for a single duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Both mention OOM, but one is a Transformers v5 int4 quantization memory regression and the other is a SAM3Video model-specific memory issue; different failure modes and code paths." + "reason": "Both involve model loading problems, but the concrete failures differ: weight tying in AyaVision versus packed-weight unpacking in BitNet." }, { "left": "issue:43296", - "right": "issue:45800", + "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and a torch/Transformers version incompatibility are unrelated problems despite both being load failures." + "reason": "Different models, different failure modes, and different contexts; one is a vLLM load failure, the other is a tokenizer regression in Transformers 5." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43792", + "right": "issue:44683", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a generation API bug; Qwen2.5-VL iterable dataset with multiple images is a multimodal finetuning failure." + "reason": "Whisper runtime failure and compiled flex_attention on torch>=2.9 are unrelated code paths." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights serialization are completely different subsystems." + "reason": "One is about offloading/quantization behavior, the other is a tokenization change regression." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Both affect loading in v5, but one is init_empty_weights/_is_hf_initialized handling and the other is strict config parsing for granite_speech." + "reason": "Both mention Qwen models, but the failures are different: device mapping CUDA assert versus flash-attention generation." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "CPU offload device mismatch in suno/bark-small is not the same as torch.export failing on torch_compilable_check models." + "reason": "Gemma3n variable collision and Gemma4 PLE device mismatch are distinct bugs." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Both involve offloading, but one is a specific dequantized-model load failure with device_map=auto while the other is a broader quantization/offloading behavior report." + "reason": "Cache-path collisions and permission propagation in save_pretrained are separate issues." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "glm-4v-9b model loading and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "lm_head weight tying in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "resume_from_checkpoint key mismatch is a training/checkpoint issue, while 45325 is a Qwen2.5-VL rope/position-id scaling bug." + "reason": "Both hit transformers serve, but one is a multimodal batching crash and the other is a missing processor attribute." }, { "left": "issue:44186", - "right": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to torch.export and torch_compilable_check." + "reason": "Tokenizer padding/NER crashes and bfloat16 dtype mismatches are different subsystems." }, { - "left": "issue:43632", - "right": "issue:45563", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "_is_hf_initialized breakage in v5 and a stale generate warning for num_return_sequences do not share the same bug." + "reason": "Bark voice_preset and generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents vs forward mismatch are different model behaviors and code paths." + "reason": "Blip2 dtype loading and Trainer checkpoint step calculation are unrelated bugs." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "One is a generation API issue, the other is a device mapping crash." }, { - "left": "issue:44610", - "right": "issue:45325", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and Qwen2.5-VL temporal position-id scaling are different multimodal regressions." + "reason": "Both mention memory/offload concerns, but mmap-on-Strix-Halo OOM is a different root cause than quantization offloading." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "lm_head weight tying in AyaVisionConfig is unrelated to Bamba-9B-v2 torch.compile+SDPA failure." + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are not the same underlying bug." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "MIMI batched-vs-single padding-mask mismatch and OmDet-Turbo processor size mismatch are different bugs." + "reason": "Strict config handling for granite_speech and tokenizer loading for est-roberta are separate regressions." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Weight-tying in AyaVisionConfig is not the same as dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "3d_parallel.py execution failure and FineGrainedFP8Config failure are different problems." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "MIMI padding-mask support and Perceiver interpolation at non-default resolution are separate issues." + "reason": "torch.compile with SDPA on Bamba and packed-weight loading in BitNet are unrelated." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and unwraping text_config for composite Qwen multimodal configs are unrelated config/model-loading issues." + "reason": "Video processor batching shapes and tokenization changes are not the same bug." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "High perplexity on GPT-OSS-20B and Whisper empty-transcription generation failure are different generation/evaluation problems." + "reason": "Trainer compute_loss signature mismatch and Qwen3Moe FP8 config failure are unrelated." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "SigLIP2 docs example errors and Qwen2.5-VL multi-image iterable dataset failures are unrelated." + "reason": "Both are vision preprocessing issues, but one is a wrong processor output size and the other is a non-default-resolution inference failure." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Serialization differences for lm_head.weight by device and incorrect visual-encoder keys in Qwen3.5 save_pretrained are distinct save/load regressions." + "reason": "Tokenizer NER/padding crashes and image processor resolution mismatch are different classes of bug." }, { - "left": "issue:43296", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading and tokenizer loading for est-roberta are unrelated failures." + "reason": "BEiT label reduction and GLM-4V loading failure are unrelated." }, { - "left": "issue:43792", - "right": "issue:44683", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Whisper runtime failure and torch>=2.9 compiled flex_attention failure are different issues." + "reason": "CUDA memory growth under int4 quantization and an apex RMSNorm memory leak are different causes." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-state loading bugs." + "reason": "Unexpected Trainer keyword arguments and a 3d_parallel execution failure are unrelated." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Quantization/offloading behavior and version-dependent tokenization changes do not describe the same underlying bug." + "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is a TRL input-embedding unpacking issue." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "A800 auto device mapping cudaErrorAssert and Qwen3.5 flash-attention generation failure are different Qwen regressions." + "reason": "Different models and different runtime paths: SDPA/compile versus CPU-offload device mismatch." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are unrelated file-handling bugs." + "reason": "Both are config API consistency issues, but they concern different classes and different serialized fields." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "lm_head tying in Mistral3ForConditionalGeneration and incorrect visual encoder keys in Qwen3.5 save_pretrained are different regressions." + "reason": "FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are not the same defect." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve/processor issues." + "reason": "Mistral tokenizer regex patching and Granite token ID regressions are separate tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and version-dependent tokenization change are too broad and not the same concrete failure." } ] }, @@ -3621,332 +3473,313 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 11, + "review_unit_index": 12, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ + "issue:30064", + "issue:34567", "issue:34634", "issue:35707", "issue:36010", - "issue:36331", "issue:40990", "issue:41720", "issue:42617", "issue:42915", - "issue:43295", - "issue:43316", - "issue:43317", "issue:43322", + "issue:43388", "issue:43421", - "issue:43450", - "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43572", - "issue:43577", "issue:43606", - "issue:43708", + "issue:43653", "issue:43720", - "issue:43749", + "issue:43746", "issue:43782", "issue:43873", - "issue:43881", + "issue:43927", + "issue:44062", "issue:44186", - "issue:44292", "issue:44361", - "issue:44387", - "issue:44479", - "issue:44534", - "issue:44610", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", "issue:44671", "issue:44743", - "issue:44756", - "issue:44877", + "issue:44779", "issue:44898", - "issue:44913", - "issue:44918", "issue:44991", + "issue:45059", "issue:45072", - "issue:45081", "issue:45161", + "issue:45357", + "issue:45406", + "issue:45464", "issue:45701", "issue:45704", + "issue:45759", "issue:45812" ], "soft_pairs": [ - "issue:34634|issue:35707", - "issue:44186|issue:45072", - "issue:43577|issue:43708", - "issue:35707|issue:41720", - "issue:43526|issue:43881", - "issue:43873|issue:44756", - "issue:43749|issue:44534", - "issue:44877|issue:44991", - "issue:42617|issue:42915", - "issue:43450|issue:45701", - "issue:43550|issue:43720", - "issue:36331|issue:42915", - "issue:44610|issue:44898", - "issue:44186|issue:44610", - "issue:36331|issue:42617", - "issue:44387|issue:45704", - "issue:44479|issue:44918", - "issue:43316|issue:44913", - "issue:42915|issue:43317", - "issue:43550|issue:43606", "issue:41720|issue:43322", - "issue:45081|issue:45812", "issue:40990|issue:45701", - "issue:43295|issue:45701", "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:44671|issue:44743", - "issue:44292|issue:44479", "issue:43421|issue:45812", "issue:41720|issue:42617", "issue:36010|issue:42617", + "issue:44186|issue:44361", "issue:43540|issue:43782", - "issue:44186|issue:44361" + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43720", + "issue:44779|issue:45812", + "issue:43550|issue:43653", + "issue:42915|issue:43322", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:43873|issue:45704", + "issue:44898|issue:45072", + "issue:41720|issue:43746", + "issue:44451|issue:44991", + "issue:44062|issue:44451" ], - "prepared_review_unit_hash": "7b2e6f21c039293909c84b1bbb54e3ddd2d3fe20d8e03a3f4b6ac7dccc9783c5", + "prepared_review_unit_hash": "74eeec073607d47272355ca69c2137cf318bd9205cc9eaeb6996721a0fdb67e7", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37360, - "estimated_input_tokens": 9340, - "estimated_eval_tokens": 18936 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36092, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: most issues describe unrelated model-specific failures, tokenizer regressions, offloading/memory problems, or trainer/config edge cases. No soft pair looks like the same concrete bug or change, so there is no strong duplicate cluster here.", - "confidence": 0.34, - "canonical_issue_reason": "There is no true canonical duplicate for this cluster; if a representative issue is needed, issue 45812 is the best anchor because it is a concrete, recent tokenizer regression with broad impact across Granite models.", + "summary": "This cluster is mostly a loose topical bucket of unrelated bug reports. I only found one clear duplicate pair: the two identical Qwen2_5_VLProcessor batched-input padding=False crash reports. The rest are at best superficially similar (tokenizers, offloading, Qwen, etc.) but appear to describe different code paths or failures.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the cleaner canonical because it is the earlier report of the exact same Qwen2_5_VLProcessor batched-input padding=False crash.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest representative because it has a clear failure mode, a broad regression scope, and enough specificity to act as an anchor if this cluster must be summarized by one issue.", + "best_issue_reason": "issue:44514 is the best issue anchor because it is a precise, concrete duplicate target for that exact crash.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Different subsystems and failure modes: Bark voice presets vs generation with inputs_embeds/past_key_values." + "reason": "Same broad area of runtime failures, but different models and different failure modes: cuda assert vs. segfault." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer/NER padding crash and bfloat16 dtype mismatch are unrelated bugs." + "reason": "A perplexity regression and a tokenization-change report are related to model behavior, not the same bug." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "BLIP2 dtype persistence and Trainer max_steps calculation are separate training/loading issues." + "reason": "Both mention Qwen/GPT-OSS and parallelism, but the concrete failures differ." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Progressive generation cache handling is unrelated to Qwen3 auto device mapping CUDA asserts." + "reason": "Sliding-window behavior in Qwen3-MoE and a missing config field in StableLmConfig are unrelated defects." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are not the same bug." + "reason": "Incorrect masked-LM predictions and recurrent-state reset behavior are different bugs and code paths." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43421", + "right": "issue:45812", "accept": false, - "reason": "Both involve memory/offload themes, but one is quantization offloading and the other is mmap on Strix Halo; different root causes." + "reason": "Both are tokenizer-related, but one is runtime post-processor sync and the other is wrong token IDs for Granite models." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are distinct v5 regressions." + "reason": "Auto device mapping cuda assert and 3d_parallel.py runtime failure are not the same issue." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Both are loading-related, but one is strict config parsing and the other is tokenizer loading for a specific model." + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3MoE FP8 config failure are unrelated." + "reason": "Different tokenizer classes with different crash symptoms; too broad to be duplicates." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Video batch shape bugs and tokenizer version-dependent behavior are not the same issue." + "reason": "Video-input processing failure in Qwen3OmniMoe and weight_only loading error in Qwen3VL are distinct problems." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "One is a torch.compile/SDPA problem, the other is accelerate loading of packed BitNet weights." + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure involve different components and errors." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "Trainer compute_loss signature change is unrelated to Qwen3MoE FP8 loading." + "reason": "A runtime special-token/post-processor bug is not the same as a broad version-dependent tokenization report." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Both concern image preprocessing sizes, but they affect different models and different failure points." + "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset behavior are unrelated." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image size mismatch are unrelated." + "reason": "A cache-strategy typo and stale docs for removed pipelines are both docs-facing, but not the same issue." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "CustomTrainer API breakage and a 3d_parallel.py runtime failure do not share a bug." + "reason": "Gather-for-metrics label dropping and SAM3 PCS text/box behavior are different bugs." }, { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is an apex RMSNorm leak." - }, - { - "left": "issue:44479", - "right": "issue:44918", - "accept": false, - "reason": "Qwen video-input regression and Qwen3.5 embedding unpacking under TRL SFT are different code paths." - }, - { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Different config regressions: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload behavior." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are not the same code-path failure." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Qwen3MoE FP8 failure and dequantized model offload failure are different loading paths." + "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms." }, { "left": "issue:43550", - "right": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "torch.compile with SDPA on Bamba and Bark CPU-offload device mismatch are unrelated." + "reason": "A torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:41720", + "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segfault are not the same bug." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Llava Next loading segfault are different bugs." }, { - "left": "issue:45081", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but one is Mistral regex patching and the other is Granite token IDs; different concrete failures." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same processor, same batched-input padding=False crash; these are the same underlying bug." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Perplexity on gpt-oss-20b and a generic tokenization change report are not the same defect." + "reason": "A sliding-window issue in Qwen3-MoE and a from_config text_config unwrapping bug are different defects." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Processor/tokenizer API regression and version-dependent tokenization changes are related only broadly, not as one concrete bug." + "reason": "Device mismatch under CPU offload and tokenizer mask-token registration are unrelated." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Both involve Qwen3/GPT-OSS MoE parallelism, but the reported failures and code paths differ." + "reason": "Both involve tokenizer/config persistence, but runtime post-processor updates and save/load custom token IDs are different bugs." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." + "reason": "TrainerState token counts not updating and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "CamemBERT masked LM predictions and Qwen modular recurrent-state resets are unrelated." + "reason": "A LoRA warning about tie_word_embeddings and incorrect visual encoder keys after save_pretrained are not the same issue." }, { - "left": "issue:44292", - "right": "issue:44479", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "NVFP4 execution failure and Qwen video-input regression are different issues." + "reason": "Quantization offloading behavior and a T5 RMSNorm memory leak are different problems." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Runtime special-token post-processor updates and Granite token ID regression are both tokenizer-related but not the same bug." + "reason": "Perceiver interpolation at non-default resolution and dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct bugs." }, { "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Auto device mapping CUDA assert and 3d_parallel.py execution failure are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:42617", + "right": "issue:43746", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py failure do not share a root cause." + "reason": "Auto device mapping cuda assert and GraniteSpeech PEFT local-checkpoint loading failure are different failure modes." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and Qwen3VL weight_only loading error are different multimodal loading paths." + "reason": "Both are tokenizer-load regressions on latest transformers, but the affected models and symptoms differ enough not to merge." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Tokenizer crashes happen in both, but on different tokenizers/models and with different task triggers." + "reason": "AddedToken argument collision and ScandiBERT tokenizer load failure are not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate pair 44514/44545 is grounded, but the canonical-issue rationale overstates the evidence: the packet does not support that 44514 has 'more discussion/inbound references' than 44545 (44545 actually has more inbound refs, and the counts are close). The summary should stay more conservative on that comparison, e.g. 'earlier identical report' without the extra claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3954,306 +3787,119 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 12, + "review_unit_index": 13, "review_unit_count": 45, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:30064", "issue:33666", - "issue:34567", "issue:34634", "issue:35707", "issue:39692", "issue:41720", "issue:42886", "issue:42915", - "issue:43322", + "issue:43335", "issue:43381", - "issue:43388", "issue:43421", + "issue:43525", "issue:43531", - "issue:43550", - "issue:43606", + "issue:43540", + "issue:43575", + "issue:43596", + "issue:43618", "issue:43653", + "issue:43697", "issue:43720", - "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", "issue:43844", "issue:43873", - "issue:43927", - "issue:44062", - "issue:44368", - "issue:44451", - "issue:44492", - "issue:44509", - "issue:44514", - "issue:44545", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", "issue:44589", "issue:44610", - "issue:44779", + "issue:44625", + "issue:44661", + "issue:44671", "issue:44843", - "issue:44898", + "issue:44918", + "issue:44936", "issue:44987", - "issue:44991", "issue:45042", - "issue:45059", - "issue:45072", - "issue:45357", - "issue:45406", - "issue:45464", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", "issue:45588", - "issue:45701", "issue:45704", - "issue:45759", - "issue:45812" + "issue:45759" ], "soft_pairs": [ - "issue:45406|issue:45464", - "issue:41720|issue:43873", - "issue:30064|issue:34634", - "issue:43421|issue:45701", - "issue:44492|issue:44509", - "issue:43388|issue:45059", - "issue:43606|issue:43720", - "issue:44779|issue:45812", - "issue:42915|issue:43322", - "issue:43550|issue:43653", - "issue:44514|issue:44545", - "issue:43531|issue:45759", - "issue:43606|issue:43653", - "issue:43421|issue:43927", - "issue:34567|issue:35707", - "issue:44368|issue:45357", - "issue:41720|issue:43746", - "issue:43873|issue:45704", - "issue:44451|issue:44991", - "issue:44898|issue:45072", - "issue:44062|issue:44451", - "issue:33666|issue:35707", "issue:44987|issue:45042", + "issue:33666|issue:35707", "issue:45588|issue:45759", "issue:43421|issue:43653", "issue:43531|issue:44589", + "issue:43381|issue:43844", "issue:42886|issue:44843", "issue:39692|issue:44610", - "issue:43381|issue:43844" + "issue:43421|issue:44186", + "issue:44918|issue:44936", + "issue:43525|issue:43531", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:42915|issue:45759", + "issue:43596|issue:44220", + "issue:45183|issue:45479", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43720|issue:43819", + "issue:44077|issue:44625", + "issue:43575|issue:45704", + "issue:44220|issue:44661", + "issue:43335|issue:43756" ], - "prepared_review_unit_hash": "7118f06e0cf11f114203211c5b3b55c068014115eb8d7a31a3bec03ee0b75800", + "prepared_review_unit_hash": "19213f6d1e3b5dd23a935315be4f26c10344b1ca893dedecb05f4071cb809e7f", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35939, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "soft_pair_count": 28, + "serialized_chars": 35681, + "estimated_input_tokens": 8921, + "estimated_eval_tokens": 18098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "Most items are unrelated. The only clear duplicate pairs are the offline-tokenizer bug (42886 \u2194 44843) and the exact Qwen2_5_VLProcessor padding crash (44514 \u2194 44545). No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44843 is the strongest canonical issue: it names the exact HF_HUB_OFFLINE/model_info regression, and 42886 is the broader user-facing symptom of the same bug.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the best global issue candidate because it is the most specific root-cause report and subsumes the offline cache failure described in 42886.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Different components and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." - }, - { - "left": "issue:41720", - "right": "issue:43873", - "accept": false, - "reason": "Both are device/offload related, but they describe different bugs and code paths (Qwen3 auto device map assert vs quantized offloading behavior)." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Unrelated processor bugs: void segmentation maps vs BarkProcessor voice_preset handling." - }, - { - "left": "issue:43421", - "right": "issue:45701", - "accept": false, - "reason": "Runtime special-token post-processing bug vs a broad tokenization regression claim; not the same concrete issue." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A typo in cache strategy docs/code wording is unrelated to removed pipeline-task documentation." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Distributed metric gathering label truncation is unrelated to SAM3 text/box behavior." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Different failure modes and models: CPU offload device mismatch vs packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:44779", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not clearly the same bug." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to Llava Next segmentation fault on load." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "torch.compile SDPA bug is unrelated to BigBirdTokenizer special-token registration." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same title and same crash: Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False." - }, - { - "left": "issue:43531", - "right": "issue:45759", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is a different model/runtime issue than composite config unwrapping in from_config." - }, - { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Post-processor refresh on special-token edits is unrelated to DiaConfig losing custom token IDs on save/load." - }, - { - "left": "issue:34567", - "right": "issue:35707", - "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different bugs." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "Warning about tie_word_embeddings is unrelated to incorrect visual-encoder keys saved by Qwen3.5." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Auto device mapping cudaErrorAssert and PEFT-adapter local checkpoint loading are different code paths." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Both are model loading failures, but the models and failure details differ; no evidence of the same root cause." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Perceiver resolution handling and bfloat16 dtype mismatch are unrelated issues." - }, - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "AddedToken special-argument TypeError is unrelated to ScandiBERT loading failure." - }, - { - "left": "issue:33666", - "right": "issue:35707", - "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation inputs_embeds/past_key_values." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "A model-loading regression for one repo is unrelated to PIL backend image processors requiring torchvision." - }, - { - "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "Flash-attention crash on s_aux=None is unrelated to from_config text_config unwrapping for multimodal Qwen configs." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "Runtime special-token post-processor update and BigBirdTokenizer mask-token registration are different tokenizer bugs." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to a Float8 storage type error." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Same offline loading bug: both describe tokenizer/model_info behavior breaking HF_HUB_OFFLINE cache resolution." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to OmDet-Turbo processor/model image-size mismatch." - }, - { - "left": "issue:43381", - "right": "issue:43844", - "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The only accepted duplicates are well-supported by the titles/packet (42886\u219444843 and 44514\u219444545), and the remaining soft-edge rejections are phrased cautiously enough for the evidence available. No PR pairs are present." - }, - "evaluator_used": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4261,320 +3907,118 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 13, + "review_unit_index": 14, "review_unit_count": 45, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:30064", - "issue:34634", "issue:36010", - "issue:39692", - "issue:41720", + "issue:36331", "issue:42915", + "issue:43322", "issue:43334", - "issue:43335", - "issue:43381", "issue:43421", - "issue:43525", "issue:43531", "issue:43540", "issue:43550", - "issue:43575", - "issue:43596", - "issue:43618", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", "issue:43653", - "issue:43697", "issue:43716", "issue:43720", "issue:43746", - "issue:43756", "issue:43782", + "issue:43818", "issue:43819", + "issue:43825", + "issue:43827", "issue:43873", "issue:43994", "issue:44008", - "issue:44077", + "issue:44062", "issue:44186", - "issue:44220", - "issue:44625", - "issue:44661", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", "issue:44671", "issue:44811", + "issue:44821", "issue:44843", + "issue:44877", "issue:44898", - "issue:44918", - "issue:44936", + "issue:44977", + "issue:45020", "issue:45072", "issue:45081", - "issue:45183", - "issue:45356", + "issue:45084", "issue:45381", - "issue:45479", - "issue:45704", + "issue:45685", "issue:45759" ], "soft_pairs": [ - "issue:44918|issue:44936", - "issue:43421|issue:44186", - "issue:44625|issue:45479", - "issue:43525|issue:43531", - "issue:43782|issue:45381", - "issue:45081|issue:45356", - "issue:43994|issue:44671", - "issue:34634|issue:41720", - "issue:43381|issue:45704", - "issue:39692|issue:43873", - "issue:43596|issue:44220", - "issue:42915|issue:45759", - "issue:45183|issue:45479", - "issue:43540|issue:44008", - "issue:44220|issue:44661", - "issue:43618|issue:43697", - "issue:44077|issue:44625", - "issue:43720|issue:43819", - "issue:43575|issue:45704", "issue:30064|issue:36010", - "issue:43335|issue:43756", "issue:43653|issue:43720", "issue:43334|issue:45759", "issue:43716|issue:44008", "issue:42915|issue:43746", "issue:43746|issue:45381", - "issue:43746|issue:43873", "issue:43550|issue:45072", - "issue:44186|issue:44898", + "issue:43746|issue:43873", "issue:43550|issue:43819", + "issue:44186|issue:44898", "issue:43421|issue:44811", - "issue:44843|issue:45081" + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43322|issue:45685", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43577|issue:43582" ], - "prepared_review_unit_hash": "937ba681da88e09e41552a176cfa1d46d8ad4b33d4c9b8737432306c4fc8ea37", + "prepared_review_unit_hash": "d7667a3ee13b96f6292bbe67b8a3032bf5a0cd6006a74298b10efc5a7ee075a9", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36979, - "estimated_input_tokens": 9245, - "estimated_eval_tokens": 18746 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model/tokenizer/config/runtime bugs that only share broad Transformers vocabulary. None of the soft pairs look like the same underlying issue, so no duplicate edges should be accepted.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster-wide canonical: the items span different models, subsystems, and failure modes, with no true duplicate pair to anchor the group.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "Different problems: Qwen3.5 embedding unpacking in TRL SFT vs trainer.evaluate failing after trainer.train()." - }, - { - "left": "issue:43421", - "right": "issue:44186", - "accept": false, - "reason": "Different tokenizer bugs: runtime special-token/post-processor updates vs LayoutLMv2 NER padding/truncation crashes." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Different config/label bugs: Qwen3.5 text_config propagation vs single-label classification zero-loss behavior." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Unrelated Qwen3-MoE sliding window issue vs Llama4Config missing pad_token_id attribute." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Different Qwen multimodal failures: weight_only load error vs wrong video vision_position_ids." - }, - { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Both touch tokenizer regex logic, but they describe different failures and code paths; not the same concrete bug." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Different models and symptoms: SigLIP2 bad AutoModel/pipeline outputs vs CamemBERT masked LM regression." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to Qwen3 auto device mapping cudaErrorAssert." - }, - { - "left": "issue:43381", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to T5 apex.FusedRMSNorm memory leak." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "Documentation/example errors are not the same bug as offloading failing under quantization." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Deepspeed zero3/BertModel index error is unrelated to _torch_extract_fbank_features()." - }, - { - "left": "issue:42915", - "right": "issue:45759", - "accept": false, - "reason": "Different Qwen config bugs: FineGrainedFP8Config failure vs from_config not unwrapping text_config." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Generic input validation messaging bug is unrelated to the num_labels=1 zero-loss issue." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision." - }, - { - "left": "issue:44220", - "right": "issue:44661", - "accept": false, - "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "Missing CLIPOutput attentions field is unrelated to RTDetrV2 output differences in v5." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated issues." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "BitNet packed-weight loading and DAC latent decoding mismatch are different code paths and bugs." - }, - { - "left": "issue:43575", - "right": "issue:45704", - "accept": false, - "reason": "Tensor-parallel OOM for Qwen2 is unrelated to the T5 apex RMSNorm leak." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "ImageProcessor segmentation-map handling and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated model-configuration bugs." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "BigBirdTokenizer mask-token registration is unrelated to BitNet accelerate loading of packed weights." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config text_config unwrapping; not the same bug." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to Gemma3n audio_mel_mask attribute collision." - }, - { - "left": "issue:42915", - "right": "issue:43746", - "accept": false, - "reason": "Qwen3Moe FP8 loading and GraniteSpeech PEFT local-checkpoint loading are unrelated." - }, - { - "left": "issue:43746", - "right": "issue:45381", - "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading is unrelated to Qwen2.5-VL video position-id errors." - }, - { - "left": "issue:43746", - "right": "issue:43873", - "accept": false, - "reason": "Local-checkpoint loading for PEFT adapters is unrelated to quantization/offloading behavior." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Bamba torch.compile SDPA failure and SwitchTransformers/TimmWrapper dtype mismatch are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:44898", - "accept": false, - "reason": "LayoutLMv2 tokenizer crash and Perceiver interpolation failure are different model-specific bugs." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Different subsystems: torch.compile SDPA issue vs DAC.from_latents mismatch." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Runtime post-processor updates and Whisper batch_decode skip_special_tokens behavior are related only loosely to tokenization, not the same bug." - }, - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is offline model_info() access and the other is backend_tokenizer AttributeError; separate failures." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4586,290 +4030,283 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 14, + "review_unit_index": 15, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:30064", "issue:34634", "issue:36010", - "issue:36331", + "issue:38175", + "issue:39692", "issue:42175", - "issue:43322", + "issue:43262", + "issue:43329", "issue:43404", "issue:43452", - "issue:43531", - "issue:43540", - "issue:43577", + "issue:43526", "issue:43582", - "issue:43606", - "issue:43643", + "issue:43638", + "issue:43644", "issue:43650", "issue:43653", + "issue:43697", "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", "issue:43782", - "issue:43818", "issue:43819", - "issue:43825", - "issue:43827", + "issue:43854", "issue:43906", - "issue:43994", - "issue:44062", - "issue:44186", - "issue:44442", - "issue:44448", - "issue:44485", - "issue:44488", - "issue:44509", - "issue:44561", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", "issue:44610", "issue:44671", "issue:44805", - "issue:44821", - "issue:44877", + "issue:44811", + "issue:44857", + "issue:44912", "issue:44936", "issue:44977", "issue:44991", "issue:45020", + "issue:45042", "issue:45072", "issue:45081", "issue:45084", - "issue:45381", "issue:45406", - "issue:45685", - "issue:45701" + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803" ], "soft_pairs": [ - "issue:43643|issue:44877", - "issue:43531|issue:43643", - "issue:43577|issue:43818", - "issue:44062|issue:44488", - "issue:43540|issue:45381", - "issue:43653|issue:43819", - "issue:44448|issue:44671", - "issue:43782|issue:44977", - "issue:44561|issue:45020", - "issue:43322|issue:45685", - "issue:43825|issue:43994", - "issue:44821|issue:45084", - "issue:30064|issue:36331", - "issue:43825|issue:43827", - "issue:44485|issue:44509", - "issue:43577|issue:43582", - "issue:44186|issue:44442", - "issue:43606|issue:45072", "issue:34634|issue:36010", - "issue:44805|issue:44936", "issue:43452|issue:44991", + "issue:44805|issue:44936", "issue:44610|issue:45072", "issue:42175|issue:45081", - "issue:43650|issue:43906", "issue:43720|issue:45072", - "issue:43404|issue:43782", "issue:45081|issue:45406", - "issue:44671|issue:45701" + "issue:44671|issue:45701", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:45459|issue:45803", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43644|issue:43749", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:43526|issue:44554", + "issue:39692|issue:44912" ], - "prepared_review_unit_hash": "947cb3db463e3fc14076e8e4bfa1943330162809ea2c0d60752edd184b9b3b91", + "prepared_review_unit_hash": "bea58fcc7c84e427ad7016ae98adf058a36af9baf5b1ae0af7229bd626944ad9", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36080, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "soft_pair_count": 27, + "serialized_chars": 36042, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs share only a broad subsystem or version-regression theme, not the same concrete bug. I would not merge any of the soft pairs. If a representative issue is needed, the broadest umbrella is the remote_code regression report, but the cluster is not a tight duplicate set.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like report in the set (recent-version regressions affecting remote_code models), so it is the least narrow representative if one must be chosen.", + "summary": "The cluster is very heterogeneous: most items are unrelated bug reports spanning tokenization, loading, vision models, training, and backend packaging. The soft edges are mostly superficial keyword matches rather than true duplicates, so I reject them all.", + "confidence": 0.88, + "canonical_issue_reason": "Issue:45020 is the broadest open regression report in the set and the best available anchor for this mixed cluster, though the cluster is not a clean duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best cluster representative by scope, but only loosely so; the rest of the items are mostly unrelated one-off bugs across different models and code paths.", + "best_issue_reason": "issue:45020 is the most general and still-open issue here; it is the closest thing to a cluster representative, but it does not subsume most other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Different config-loading bugs: missing fields with trust_remote_code vs strict config rejecting granite_speech." + "reason": "Different failures: BarkProcessor voice presets vs a GenerationMixin import error." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to trust_remote_code config field loss." + "reason": "Both involve loading, but one is gguf_file handling and the other is tokenizer loading for a specific model; different root causes." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/shared-weight issues are different code paths and failures." + "reason": "Mask-shape IndexError is unrelated to trainer.evaluate() failing after train()." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "AddedToken special-arg duplication is not the same as sleng-bert tokenizer loading failure." + "reason": "Processor image-size mismatch vs dtype mismatch; unrelated code paths." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Both are video-related, but they hit different models and different bugs: ValueError in processing vs wrong vision_position_ids." + "reason": "Packaging/backend dependency issue vs Mistral tokenizer regex patch crash." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent/STE reconstruction are unrelated." + "reason": "BitNet packed-weight loading bug is unrelated to bfloat16 dtype mismatches." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Both describe regressions in model outputs, but for different models and different mechanisms." + "reason": "Both are tokenizer/processor loading crashes, but they affect different classes and different bugs." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Qwen3VL from_pretrained weight_only loading and Qwen3.5 flash-attention generation are distinct failures." + "reason": "Model-specific masked-LM prediction bug vs a broad tokenization regression report." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "44561 is a specific v5 helper-removal regression; 45020 is a broader umbrella report about remote_code breakage, not the same concrete bug." + "reason": "Similar warning theme, but different Qwen variants and different concrete issues." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Llava Next segfault and MPS histogram/int failure in moe are unrelated issues." + "reason": "'ADD THE DATA' is not the same as a reproduction issue for another bug." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "Pipeline error-message wording and SigLIP2 incorrect outputs are different bugs." + "reason": "Different models and different loading/tie-weight failures; not the same bug." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." + "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are unrelated." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "ImageProcessor void segmentation maps and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Both mention broad exception handling, but they are different functions and different failure modes." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Same broad v5 pipeline-removal topic, but one is runtime messaging and the other is stale docs; not the same underlying bug." + "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latents/STE mismatch." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "GLM-5 RoPE implementation and docs mentioning removed pipeline tasks are unrelated." + "reason": "Different vision-model bugs: label reduction vs output drift in RTDetrV2." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "BLIP2 dtype handling and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Template compilation error vs CLIPTokenizer max_length misconfiguration are unrelated." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + "reason": "Multimodal token counting bug vs stale auto_mappings reference; different subsystems." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failures." + "reason": "One is non-persistent buffer initialization corruption, the other FSDP CPU RAM-efficient loading failure." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + "reason": "Specific key error on one model vs a broad remote_code regression; not the same underlying bug." }, { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "Mask shape IndexError and trainer.evaluate-after-train failure do not point to the same bug." - }, - { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "gguf_file loading breakage and est-roberta tokenizer loading regression are separate tokenizer/model-loading problems." + "reason": "Tokenizer special-token bug is unrelated to MXFP4 quantization loading fallback." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are unrelated." + "reason": "Zero3 + non-pretrained BERT IndexError is not the same as post-train evaluation failure." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Missing TensorFlow in the torch extra and Mistral regex patch crashing on tokenizer internals are unrelated." + "reason": "PEFT local-checkpoint loading and Whisper batch_decode behavior are different code paths." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "The titles/body intent are unrelated; one is a malformed issue, the other is a reproduction of a different bug." + "reason": "SigLIP2 zero-probability issue is unrelated to OmDet-Turbo processor resolution mismatch." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "BitNet packed-weight unpacking and dtype mismatch in inference are different problems." + "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." }, { - "left": "issue:43404", - "right": "issue:43782", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Mistral3 weight tying and Qwen3VL weight_only loading are unrelated model-specific issues." + "reason": "GLM-4.7-Flash loading test failure is not the same as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Both are loading-time AttributeErrors, but they affect different components and root causes." + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "CamemBERT masked-LM regression is not the same concrete bug as a general tokenization-change report." + "reason": "SigLIP2 doc/example errors and MXFP4 quantization fallback are different problems." } ] }, @@ -4884,633 +4321,628 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 15, + "review_unit_index": 16, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ + "issue:33357", + "issue:34567", "issue:34634", "issue:36010", "issue:36331", - "issue:38175", - "issue:39692", + "issue:40990", + "issue:41720", + "issue:42915", "issue:43257", "issue:43262", + "issue:43317", "issue:43329", "issue:43450", + "issue:43452", "issue:43454", - "issue:43526", "issue:43531", + "issue:43540", "issue:43550", "issue:43577", "issue:43582", - "issue:43638", "issue:43643", - "issue:43644", "issue:43645", - "issue:43653", "issue:43697", "issue:43720", - "issue:43746", + "issue:43742", "issue:43749", + "issue:43756", "issue:43819", - "issue:43854", "issue:43927", - "issue:44060", + "issue:43931", "issue:44291", - "issue:44368", - "issue:44554", + "issue:44479", + "issue:44560", "issue:44568", - "issue:44589", "issue:44610", "issue:44811", - "issue:44857", + "issue:44821", + "issue:44849", "issue:44912", - "issue:44936", - "issue:44977", + "issue:44987", "issue:45042", - "issue:45084", "issue:45356", - "issue:45459", + "issue:45357", + "issue:45381", "issue:45488", "issue:45538", - "issue:45600", - "issue:45759", - "issue:45803" + "issue:45701", + "issue:45759" ], "soft_pairs": [ - "issue:44060|issue:44368", - "issue:43582|issue:44857", - "issue:45459|issue:45803", - "issue:43262|issue:43819", - "issue:43526|issue:43697", - "issue:45084|issue:45538", - "issue:43644|issue:43749", - "issue:43329|issue:45600", - "issue:43653|issue:44912", - "issue:43638|issue:44936", - "issue:43746|issue:44811", - "issue:38175|issue:44610", - "issue:44589|issue:45042", + "issue:43819|issue:43927", + "issue:34634|issue:36331", "issue:43454|issue:43577", - "issue:43854|issue:44977", - "issue:43526|issue:44554", "issue:36010|issue:43645", - "issue:39692|issue:44912", - "issue:34634|issue:36331", "issue:43257|issue:43329", - "issue:43819|issue:43927", "issue:43720|issue:44610", - "issue:43749|issue:44291", "issue:43550|issue:44912", + "issue:43749|issue:44291", "issue:44568|issue:45488", "issue:43262|issue:44811", - "issue:43531|issue:45042", "issue:43643|issue:45759", + "issue:43531|issue:45042", "issue:44568|issue:45356", "issue:36010|issue:36331", - "issue:43329|issue:43450" + "issue:43329|issue:43450", + "issue:44849|issue:45701", + "issue:34567|issue:40990", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:42915|issue:43742", + "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:43257|issue:43756", + "issue:42915|issue:44821", + "issue:43540|issue:44560", + "issue:42915|issue:45538", + "issue:43540|issue:44479" ], - "prepared_review_unit_hash": "32d35bffff915b5d7902500c64623a6daa3a0add68498c438b59232808000d20", + "prepared_review_unit_hash": "d1f4e320c1591b35cd5ca99cd0e00aa9de50d483f13b70f854a1009939549a73", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37491, - "estimated_input_tokens": 9373, - "estimated_eval_tokens": 19002 + "soft_pair_count": 34, + "serialized_chars": 38067, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft edges mostly connect unrelated Transformers regressions that only share broad subsystem/version similarity. I would not merge any of the proposed soft pairs.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43644 is the broadest shared-runtime regression in the set and is closer to the cluster\u2019s recurring v5-loading/correctness theme than the narrower model- or tokenizer-specific reports.", + "summary": "This set is mostly a collection of unrelated issues with a few loose theme clusters around tokenization, video processors, and model-loading regressions. I found no true duplicate pair among the soft candidates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45701 is the broadest and most representative issue here: it is open, version-focused, and describes a general tokenization regression that can subsume narrower tokenizer bugs in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best overall representative because it describes a general Transformers 5.0.0 correctness break that can affect many models, not just one narrow configuration.", + "best_issue_reason": "issue:45701 is the best umbrella issue for this mixed cluster because it captures a broad, cross-version tokenizer-change problem and has active references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "Both mention tied-weights warnings, but one is a concrete Qwen3-Next weight-tying bug and the other is a user-facing warning during LoRA fine-tuning; not the same code path." - }, - { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Completely different failures: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash in LwDetrImageLoss." + "reason": "Different bugs: DAC latent decoding mismatch vs DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Both are about exception handling, but they affect different tokenizer/processor functions and different failure modes." + "reason": "Unrelated components: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." + "reason": "Different model/load paths: AyaVision weight tying vs Blip2 dtype not propagating." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Different models and bugs: Beit reduce_labels shape/return issue vs RTDetrV2 output regression." + "reason": "Both are v5 compatibility issues, but one is a GenerationMixin import error and the other is Jupyter custom-model initialization." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Unrelated areas: compilation of template nodes vs tokenizer max_length default." + "reason": "Distinct subsystems: Qwen3 MoE weight conversion/loading vs multimodal token counting video-branch bug." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Both involve loading, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading; not the same defect." + "reason": "Different failures: BitNet packed-weight unpacking during loading vs OmDet processor/model input-size mismatch." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Multimodal token counting bug vs stale auto-mapping references in CI; no shared underlying change." + "reason": "Unrelated quantization/compile problems: SDPA torch.compile failure vs MXFP4 loading fallback." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "BigBird special-token decode bug and MXFP4 packed-weight loading bug are unrelated." + "reason": "Both are model-loading related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Zero3 training index error with a non-pretrained Bert model is different from evaluate() failing after train()." + "reason": "Both touch tokenization, but they affect different tokenizers and different regressions." }, { - "left": "issue:43746", + "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "PEFT/local checkpoint loading issue vs Whisper batch_decode skip_special_tokens regression; different layers of the stack." + "reason": "Audio-processing issues, but one is chat-template sample-rate defaulting and the other is Whisper batch_decode special-token handling." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor resizing to the wrong image size." + "reason": "Different config bugs: trust_remote_code field loss vs from_config failing to unwrap text_config." }, { - "left": "issue:44589", + "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Storage-type lookup failure and PIL backend torchvision dependency regression are different bugs." + "reason": "No shared bug: Qwen3-MoE sliding_window issue vs PIL backend processors wrongly requiring torchvision." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "AyaVision weight-tying failure and Blip2 dtype propagation issue are distinct model-loading problems." + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs codec-handling/warning behavior in Kimi-K2.5." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "GLM-4.7-Flash test loading failure is not the same as Qwen3.5 flash-attention generation regression." + "reason": "Import error for GenerationMixin is unrelated to a Trainer.compute_loss keyword-argument regression." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Beit label reduction and MPS attention correctness when head dims differ are unrelated." + "reason": "Video-branch token counting bug vs batched video processor shape bug; related area, different defect." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "GenerationMixin import breakage is a different issue from Jupyter custom-model initialization regression." + "reason": "Qwen3.5 hidden-states output bug is unrelated to a generic tokenization regression." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Documentation example errors for SigLIP2 do not match the MXFP4 loading fallback bug." + "reason": "TrainerState token counter not updating is unrelated to high-perplexity model evaluation." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Bark voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated API breaks." + "reason": "Both involve video input handling, but one is token counting and the other is a broader Qwen video regression." }, { "left": "issue:43257", - "right": "issue:43329", + "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is a different path from multimodal token counting." + "reason": "Different Qwen-family load failures: MoE weight conversion vs Qwen3-VL shape mismatch." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "RTDetr output differences and Qwen3.5 save_pretrained key mapping are unrelated bugs." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is not the same as an image processor size mismatch." + "reason": "Init_empty_weights loading error is unrelated to PIL processor torchvision dependency regression." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "These are both loading-related, but one is an FSDP RAM-efficient loading regression and the other is an init_empty_weights argument incompatibility." + "reason": "Tokenizer/model loading with gguf_file is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." + "reason": "Different Qwen model paths and failures: auto device mapping CUDA assert vs video-input ValueError." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Tokenizer-specific BOS/EOS behavior for mdeberta-v3 is not the same bug as LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." + "reason": "Qwen3Moe FP8 failure and MobileLLM key error are separate loading bugs." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Different audio-processing APIs and different default/parameter handling bugs." + "reason": "MacOS CLIP bus error and TrainerState token counting are entirely unrelated." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PIL backend torchvision requirement regression." + "reason": "Device-map/offload loading bug vs CLIPTokenizer model_max_length constant issue." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Missing fields with trust_remote_code and failure to unwrap text_config in composite configs are distinct config-loading bugs." + "reason": "Same general video-input area, but one is a broad regression across Qwen video models and the other is a specific vision_position_ids symptom; not clearly the same bug from the titles alone." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token insertion bug and Kimi-K2.5 codec/regex warning regression are different tokenizer 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": 16, - "review_unit_index": 16, - "review_unit_count": 45, - "status": "reviewed", + "reason": "DiaConfig token-ID persistence and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model package and CLIPTokenizer max-length behavior are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both mention Qwen/weights, but one is MoE weight conversion and the other is Smollm3 RoPE layer configuration." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different video bugs in different models: Qwen3OmniMoe processing error vs Qwen3-vl embedding StopIteration." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated defects." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but the affected models and failure modes differ enough that they do not look like 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": 16, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:33357", + "issue:28282", "issue:34567", + "issue:34689", + "issue:36010", "issue:36331", "issue:38175", - "issue:40990", - "issue:41720", - "issue:42915", + "issue:42175", "issue:43257", - "issue:43317", - "issue:43329", "issue:43452", + "issue:43493", + "issue:43526", "issue:43540", "issue:43577", - "issue:43582", "issue:43643", "issue:43646", "issue:43696", - "issue:43697", "issue:43742", "issue:43749", "issue:43756", + "issue:43824", "issue:43906", - "issue:43927", - "issue:43931", + "issue:43994", "issue:44062", "issue:44291", - "issue:44479", - "issue:44560", + "issue:44484", + "issue:44488", + "issue:44589", + "issue:44704", "issue:44737", "issue:44756", + "issue:44792", "issue:44821", - "issue:44849", "issue:44898", - "issue:44912", - "issue:44987", + "issue:44964", "issue:44991", "issue:45042", "issue:45072", "issue:45081", "issue:45137", - "issue:45357", + "issue:45325", "issue:45375", "issue:45381", "issue:45405", - "issue:45538", + "issue:45479", "issue:45588", - "issue:45701" + "issue:45600", + "issue:45823" ], "soft_pairs": [ - "issue:34567|issue:40990", - "issue:43329|issue:44479", - "issue:44849|issue:45701", - "issue:43257|issue:43931", - "issue:43697|issue:45357", - "issue:43452|issue:43582", - "issue:41720|issue:43540", - "issue:44291|issue:45042", - "issue:42915|issue:43742", - "issue:33357|issue:34567", - "issue:43317|issue:45538", - "issue:44479|issue:45381", - "issue:44987|issue:45538", - "issue:43540|issue:44560", - "issue:43540|issue:44479", - "issue:42915|issue:44821", - "issue:43927|issue:44912", - "issue:43257|issue:43756", - "issue:43577|issue:45072", - "issue:42915|issue:45538", "issue:43257|issue:43696", + "issue:43577|issue:45072", "issue:45137|issue:45405", "issue:38175|issue:44898", "issue:44737|issue:45588", "issue:43742|issue:44291", + "issue:43540|issue:45823", "issue:44062|issue:44991", "issue:43906|issue:45381", "issue:43646|issue:43749", "issue:43749|issue:44756", - "issue:34567|issue:36331", "issue:43643|issue:45375", - "issue:44062|issue:45081" + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43493|issue:43994", + "issue:36010|issue:42175", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43526|issue:45479", + "issue:28282|issue:34689", + "issue:43756|issue:45325", + "issue:45042|issue:45081", + "issue:45405|issue:45600", + "issue:43742|issue:44589", + "issue:44484|issue:44704" ], - "prepared_review_unit_hash": "4112a218ad3c1ca66512871b95ac5e26c89b9a89b0cd068bd2196aedbd7831e2", + "prepared_review_unit_hash": "63eea06b9d6cefa1d6bbd7e7754d29efbe4c0c1ceedb0c2563dd7b1873a92a74", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36803, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "soft_pair_count": 27, + "serialized_chars": 35412, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. 44479 remains the best representative issue for the Qwen video regression family, but the soft links are not strong enough to confirm a duplicate chain: 43329 is a narrower undefined-helper bug, and 45381 is only title-level similar to the broader 44479 report.", - "confidence": 0.62, - "canonical_issue_reason": "44479 is the broadest and most representative Qwen video-regression report in the set, covering multiple affected model variants and the shared video-input path.", + "summary": "This is a loose cluster of mostly unrelated Transformers issues spanning model loading, config handling, trainer APIs, dtype/device bugs, and a few model-specific regressions. None of the soft pairs look like the same concrete bug/change, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44704 is the best umbrella representative because it is a generic, user-facing loading regression in the from_pretrained/cached_file path, which is the broadest recurring theme in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the strongest standalone issue to keep: it has the broadest scope and best captures the shared Qwen video-input regression family.", + "best_issue_reason": "As a representative issue, it captures a central load-time API break and is broad enough to stand in for the cluster, even though the cluster itself is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:34567", - "right": "issue:40990", - "accept": false, - "reason": "Unrelated bugs: trainer token accounting vs GPT-oss perplexity." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "Related area, but not the same concrete bug: 43329 is an undefined-helper failure in token counting, while 44479 is a broader video-input regression report." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Different symptoms and scope; only broad model/version overlap." - }, { "left": "issue:43257", - "right": "issue:43931", + "right": "issue:43696", "accept": false, - "reason": "Different model families and failure modes: MoE weight conversion vs VL weight-shape mismatch." + "reason": "Both are Qwen/GPT-related failures, but one is an MoE weight conversion bug and the other is a CUDA OOM during inference; different root causes." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Different code paths: RTDetrV2 output changes vs Qwen3.5 visual-key serialization." + "reason": "These are different dtype problems in different models/components; no sign of the same code-path bug." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Tokenizer/model loading vs Apple Silicon allocator warmup TypeError are unrelated." + "reason": "DeepSpeed ZeRO3 deque failure vs a PEFT version bump issue; unrelated symptoms and fixes." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Both are Qwen-related, but the failures are different concrete bugs." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is non-default-resolution image classification failure; not clearly the same defect." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Different issues: init_empty_weights argument handling vs image processors requiring torchvision." + "reason": "XLNet CPU device placement bug and a flash-attention sink handling crash are separate code paths." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Different model-loading bugs in different subsystems." + "reason": "MobileLLM loading key error vs init_empty_weights unexpected argument; different loading regressions." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "Completely unrelated: Mac bus error on CLIP vs TrainerState token counter update." + "reason": "Qwen3OmniMoe video input ValueError and Gemma4 PLE device mismatch are different model-specific failures." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Different problems: device-map/offload loading failure vs tokenizer max_length constant." + "reason": "Tokenizer AddedToken argument collision is unrelated to EMBEDDIA tokenizer loading failure." }, { - "left": "issue:44479", + "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Very similar titles, but the packet only supports this at a broad thematic level; not enough evidence for the same concrete bug." - }, - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Unrelated: model-loading failure vs tokenizer max_length issue." - }, - { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Both are video-input bugs, but they affect different model families and appear to be different failures." + "reason": "An isolated repro of an older issue and a Qwen2.5-VL video position-id bug are not the same concrete bug." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43643", + "right": "issue:43749", "accept": false, - "reason": "Qwen video processing bug vs broader video-position regression; related topic, not enough to call duplicate." + "reason": "Missing fields with trust_remote_code and broken FSDP CPU RAM efficient loading are different mechanisms." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Different subsystems: Qwen3Moe FP8 load failure vs image-processor URL loading." + "reason": "Both involve memory/loading concerns, but one is FSDP loading and the other is mmap on Strix Halo; not the same fix." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Saving/loading custom token IDs is unrelated to MXFP4 quantization fallback." + "reason": "Both mention dropped fields, but one is AutoConfig trust_remote_code behavior and the other is a specific config field filtered by @strict." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different bugs in different loading paths: MoE weight conversion vs RoPE-layer regression." + "reason": "TrainerState token accounting and CustomTrainer.compute_loss signature breakage are separate trainer API issues." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Both mention dtype, but they affect different models and code paths." + "reason": "Tokenizer special-token collision vs Mistral regex patch crash are unrelated tokenizer bugs." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "Different bugs: Qwen3Moe FP8 loading vs CLIPTokenizer max_length behavior." + "reason": "SigLIP2 discrepancy with JAX vs nonsensical AutoModel/pipeline outputs are related only by model name, not clearly the same bug." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "Different issues: MoE weight conversion vs GPT-oss CUDA OOM." + "reason": "GenerationMixin import failure and torch-only install backend omission are different import/package issues." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." + "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are distinct packaging/loading problems." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Different models and symptoms: SigLIP zero probabilities vs Perceiver resolution handling." + "reason": "gguf_file breakage in from_pretrained and failure to load a specific model are different loading bugs." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "XLNet CPU placement bug vs flash-attention crash are unrelated." + "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL loading are unrelated." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "MobileLLM loading key error vs init_empty_weights argument handling are different bugs." + "reason": "Janus image-generation test failure and Phi-4 multimodal model loading failure are model-specific and distinct." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Tokenizer-loading theme only; not enough evidence of the same AddedToken bug." + "reason": "BEiTImageProcessorFast label reduction and zero-loss sequence classification are different defects in different layers." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Isolated reproduction of another issue vs Qwen2.5-VL video-position regression; no clear identity." + "reason": "PyTorch-missing ImportError for AutoModel and Llama 3.2 Vision model-loading breakage are not the same bug." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Custom model init breakage is unrelated to FSDP CPU RAM-efficient loading." + "reason": "Smollm3 RoPE-layer mismatch and Qwen2.5-VL still-image position-id scaling are separate architecture-specific issues." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Different memory/loading problems: FSDP CPU RAM-efficient loading vs mmap OOM." + "reason": "Torchvision requirement regression in PIL image processors and a Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "TrainerState token counter bug vs compute_loss signature break are unrelated." + "reason": "A version constraint bump and removed Sam3LiteText config references are different CI/package issues." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Both involve missing fields, but the deserialization failures are not the same concrete bug." + "reason": "MobileLLM key error and missing Float8 storage type are different runtime failures." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Different tokenizer bugs: AddedToken construction vs Mistral regex patching." + "reason": "save_pretrained shard-size behavior and AutoProcessor cached_file kwarg forwarding are unrelated API issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is directionally plausible, but it overstates the evidence for the Qwen video cluster. In particular, the accepted soft-edge pair issue:43329 \u2194 issue:44479 is not strongly grounded by the packet alone: 43329 is about an undefined helper in `_get_num_multimodal_tokens`, while 44479 is a broader video-input regression report. The second accept (44479 \u2194 45381) is more plausible, but the overall verdict still isn\u2019t conservative enough because the only explicit support here is title-level similarity. I\u2019d keep this as a likely related cluster, not a confirmed duplicate chain." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -5519,300 +4951,463 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 17, + "review_unit_index": 18, "review_unit_count": 45, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ + "issue:24643", "issue:28282", "issue:29127", - "issue:34689", - "issue:36010", + "issue:30064", + "issue:33666", + "issue:38175", + "issue:41720", "issue:41762", "issue:42175", + "issue:43295", "issue:43452", - "issue:43493", - "issue:43526", "issue:43531", "issue:43577", "issue:43582", "issue:43643", + "issue:43653", + "issue:43688", "issue:43697", "issue:43720", "issue:43742", - "issue:43756", "issue:43819", - "issue:43824", - "issue:43994", - "issue:44291", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", "issue:44466", - "issue:44484", - "issue:44488", "issue:44514", "issue:44561", - "issue:44589", + "issue:44568", "issue:44625", - "issue:44704", - "issue:44792", + "issue:44743", "issue:44811", "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44936", - "issue:44964", + "issue:44938", "issue:44977", + "issue:44991", "issue:45005", - "issue:45042", - "issue:45081", "issue:45216", "issue:45290", - "issue:45325", + "issue:45356", "issue:45381", - "issue:45405", - "issue:45479", - "issue:45600" + "issue:45440", + "issue:45823" ], "soft_pairs": [ - "issue:36010|issue:42175", - "issue:43493|issue:43994", - "issue:42175|issue:43824", - "issue:43452|issue:44488", - "issue:43526|issue:45479", - "issue:44291|issue:44821", - "issue:44792|issue:44964", - "issue:28282|issue:34689", - "issue:45042|issue:45081", - "issue:43756|issue:45325", - "issue:45405|issue:45600", - "issue:43742|issue:44589", - "issue:44484|issue:44704", "issue:43697|issue:45216", "issue:43531|issue:44821", - "issue:44514|issue:45381", "issue:28282|issue:29127", + "issue:44514|issue:45381", "issue:44625|issue:44877", "issue:43582|issue:44977", - "issue:43452|issue:43577", "issue:43720|issue:44898", "issue:43643|issue:44561", + "issue:43452|issue:43577", + "issue:42175|issue:44938", + "issue:44466|issue:45005", "issue:44514|issue:45290", "issue:43452|issue:44843", "issue:43819|issue:44811", "issue:41762|issue:44936", - "issue:42175|issue:44488", - "issue:44466|issue:45005" + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:30064|issue:33666", + "issue:44464|issue:44743", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43653|issue:43927" ], - "prepared_review_unit_hash": "40ee75d690413e6d34e9284f46b56bf4473f2db8c799035c4628279f0140f9d2", + "prepared_review_unit_hash": "8b296f36fe69eaf5f9a5d0e5c5d61a6b8f0e05396f96837f76de864704e70ae7", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36507, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "soft_pair_count": 31, + "serialized_chars": 37149, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:43577|issue:45588", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:34567", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43122|issue:43906", + "issue:43452|issue:44451", + "issue:44568|issue:45812", + "issue:43688|issue:43749", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:43329|issue:45325", + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43334|issue:43572", + "issue:43577|issue:44554", + "issue:43688|issue:45704", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "08788a810f44cb471be56a07b7372cc17e7c98eca98fb6a1a79870c6a05f66aa", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38164, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated one-off bugs. The only plausible duplicate pair is the v5 tied-weights serialization/reporting regression around lm_head.weight on translation models; everything else is too broad or touches different code paths.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45005 is the best umbrella report for the tied-weights regression in v5; it is broader than the more specific device-dependent lm_head.weight symptom in issue:44466.", + "summary": "These items are mostly unrelated Transformers issues grouped only by loose embedding similarity. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43927 is the clearest representative of the small token/config regression subset: a concrete save/load bug with an explicit runtime failure, and it sits near several similarly themed serialization/token-ID issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 has the broadest, clearest description of the duplicated tied-weights problem and is the best issue to keep as the cluster representative.", + "best_issue_reason": "issue:43927 is the best single issue representative of the cluster because it is specific, high-signal, and closest to the recurring save/load/tokenization regression theme without being overly broad.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Different failures: missing PyTorch backend vs TensorFlow not being included in a torch install. No shared code path." + "reason": "Different problem spaces: Blip2 dtype handling vs flash-attention crash on sink-less models." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Both mention SigLIP2, but one is an implementation-vs-JAX discrepancy and the other is bad outputs in AutoModel/pipeline; not enough to treat as the same bug." + "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention output issues." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Backend packaging issue vs a Qwen2.5-VL import error. Different subsystem and symptom." + "reason": "Bamba torch.compile/SDPA failure is a model execution bug, while DiaConfig is a save/load token-ID regression." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "gguf loading breakage vs a model-specific load failure for sleng-bert; different root causes." + "reason": "Torch.compile + SDPA failure does not match MLukeTokenizer task-time AttributeError." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Image processor label reduction bug vs sequence-classification zero-loss bug; unrelated code paths." + "reason": "Legacy field loading for Beit semantic segmentation is unrelated to BitNet packed-weight loading during accelerate init." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Model loading with init_empty_weights vs loading AutoImageProcessor from URL. Different APIs and failures." + "reason": "Different concrete failures: pretrained model preset load vs compile-time SDPA failure." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal load failure are both multimodal-related, but not the same concrete bug." + "reason": "Trainer GPU broadcast NoneType error is unrelated to TrainerState token-count tracking." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Generic PyTorch-missing ImportError vs a Llama 3.2 Vision loading regression. Different causes." + "reason": "Beit loading bug does not match OmDet processor/model input-size mismatch." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Image processor torchvision dependency regression vs Mistral regex patch crash. Unrelated." + "reason": "NoneType GPU broadcast error is unrelated to Qwen2-VL multi-GPU training behavior." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Different models and different RoPE/position-id logic; not the same bug." + "reason": "PyTorch import error and embedding reinitialization are distinct issues." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "One is an unreleased dependency version bump; the other is stale auto_mappings references. Different maintenance issues." + "reason": "Tokenizer output changes across versions are not the same as the isolated reproduction of a separate regression." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "KeyError while loading one model vs missing Float8 storage support. Different failure modes." + "reason": "gguf_file loader breakage is not the same as inability to load a specific model checkpoint." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "save_pretrained shard-size question vs AutoProcessor kwarg propagation bug. Not the same issue." + "reason": "mdeberta special-token regression and Granite token-ID regression are both tokenizer bugs, but they affect different model families and failure modes." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "RTDetrV2 output regression vs Qwen3.5 save_pretrained regression. Different models and code paths." + "reason": "Auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:43531", + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug in Qwen3.5 is different from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs AutoImageProcessor URL loading bug. Unrelated." + "reason": "MobileLLM key error is unrelated to loading AutoImageProcessor from a URL." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Different Qwen2.5-VL failures: batched chat template crash vs video position-id bug. Same family, not the same concrete bug." + "reason": "Qwen3 auto device mapping cuda assert is not the same as chunked generation with compiled forward." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "PyTorch import failure vs LayoutLMv3 box-content error messaging. Different problems." + "reason": "Undefined video-branch variables in multimodal token counting are unrelated to rope-index scaling in Qwen2.5-VL." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "num_labels propagation bug in Qwen3.5 vs strict config blocking granite_speech. Different config issues." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to GenerationMixin import failure." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation issue. No shared code path." + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as a pipeline error-message issue." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar-looking but distinct config regression reports." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "gguf loading failure vs dtype not propagating in Blip2. Different subsystems." + "reason": "Audio processor sampling-rate defaulting is unrelated to processor.tokenizer regression with images in v4.57.5." }, { "left": "issue:43720", - "right": "issue:44898", + "right": "issue:43927", "accept": false, - "reason": "BitNet accelerate-loading unpack issue vs Perceiver interpolation failure. Different model logic." + "reason": "Packed-weight loading failure in BitNet is a different code path from DiaConfig token-ID persistence." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Config field loss under trust_remote_code vs removal of is_torch_fx_available breaking remote-code models. Different regressions." + "reason": "CPU offload device mismatch for bark-small is unrelated to config/token-ID save-load corruption." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Both are apply_chat_template crashes, but they involve different triggers and likely different branches; not clearly the same bug." + "reason": "PyTorch import missing and NoneType GPU broadcast are unrelated startup/runtime errors." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "gguf loading breakage vs offline model_info call in mistral regex patch. Different failure paths." + "reason": "Missing PyTorch import and MacOS bus error on CLIP model are different failure modes." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "DAC latent/forward mismatch vs Whisper batch_decode skipping special tokens. Unrelated." + "reason": "Qwen3-VL pad_token_id attribute error and StableLmConfig pad_token_idx issue are different model/config regressions." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "DeepSpeed ZeRO-3 model load IndexError vs trainer.evaluate() after training. Different issues." + "reason": "Blip2 dtype persistence is unrelated to the MPS attention correctness issue." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "TensorFlow backend packaging vs inability to load a specific BERT model. Not the same bug." + "reason": "Aux-loss normalization bug is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both describe the same v5 tied-weights/ lm_head serialization regression; 45005 is the broader umbrella report and 44466 is a specific manifestation." + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training issue is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to the SigLIP2 HF/JAX implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to the PEFT minimum-version bump problem." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded: the accepted pair (44466, 45005) is a plausible tied-weights/lm_head v5 duplicate, and the other soft-edge rejections avoid overclaiming by keeping same-family-but-different-symptom cases separate." - }, - "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 }, @@ -5820,338 +5415,282 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 18, + "review_unit_index": 20, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:24643", - "issue:28282", - "issue:29127", - "issue:30064", - "issue:32090", + "issue:33357", "issue:33666", - "issue:34567", - "issue:35141", - "issue:36010", - "issue:38175", - "issue:41720", - "issue:43122", + "issue:39692", + "issue:43257", + "issue:43278", "issue:43295", - "issue:43329", - "issue:43452", + "issue:43299", + "issue:43493", "issue:43504", - "issue:43525", - "issue:43531", - "issue:43550", + "issue:43540", "issue:43572", - "issue:43577", + "issue:43575", + "issue:43606", + "issue:43646", "issue:43653", "issue:43688", - "issue:43697", - "issue:43720", - "issue:43742", - "issue:43749", - "issue:43906", + "issue:43756", + "issue:43824", + "issue:43844", "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", "issue:44361", - "issue:44442", - "issue:44451", + "issue:44423", "issue:44464", + "issue:44466", "issue:44479", - "issue:44568", - "issue:44610", - "issue:44743", - "issue:44821", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", "issue:44843", - "issue:44936", "issue:44977", - "issue:44991", - "issue:45325", - "issue:45356", - "issue:45440", - "issue:45588", - "issue:45812" + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823" ], "soft_pairs": [ - "issue:43295|issue:45356", - "issue:43653|issue:44568", - "issue:24643|issue:29127", - "issue:38175|issue:43295", - "issue:44361|issue:44442", - "issue:30064|issue:33666", - "issue:43653|issue:44361", - "issue:43577|issue:43697", - "issue:44464|issue:44743", - "issue:44843|issue:44991", - "issue:44479|issue:44936", - "issue:41720|issue:43906", - "issue:44977|issue:45356", - "issue:43688|issue:45440", - "issue:43577|issue:45588", - "issue:43531|issue:43742", - "issue:43653|issue:43927", - "issue:44464|issue:44977", - "issue:43550|issue:43927", - "issue:43550|issue:44361", - "issue:32090|issue:34567", - "issue:43122|issue:43906", - "issue:43504|issue:43720", - "issue:43504|issue:43550", - "issue:32090|issue:33666", - "issue:28282|issue:35141", - "issue:43504|issue:44610", - "issue:43452|issue:44451", - "issue:44568|issue:45812", - "issue:43742|issue:44821", - "issue:41720|issue:44464", - "issue:43688|issue:43749", - "issue:33666|issue:36010", - "issue:43329|issue:45325", - "issue:43525|issue:43572" + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:43756|issue:45083", + "issue:43278|issue:43844", + "issue:45200|issue:45229", + "issue:43257|issue:43299", + "issue:44488|issue:44843", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:43688|issue:45701", + "issue:45229|issue:45823", + "issue:39692|issue:43295", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44625|issue:45759", + "issue:43575|issue:45405", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "c973c31dd9263dcab0b3991f6d03ff778f2c036b87fe08b61c53f42612348e5f", + "prepared_review_unit_hash": "f2318ea86ed5068928d95a18a733811e192c2f0b3388435ff56f5a370f2edddb", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37786, - "estimated_input_tokens": 9447, - "estimated_eval_tokens": 19150 + "soft_pair_count": 27, + "serialized_chars": 35361, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated HF issues with only loose lexical similarity. I found no soft pair that clearly describes the same underlying bug/change, so all candidate edges are rejected. As a representative issue, I\u2019d use the broad Granite tokenizer regression because it is the most general and user-impacting item in the set.", - "confidence": 0.94, - "canonical_issue_reason": "No perfect canonical issue exists for this heterogeneous cluster; issue 45812 is the best representative because it is broad, user-facing, and framed as a silent tokenizer regression across all Granite models.", + "summary": "No soft pair looks like a true duplicate: most are same-family regressions (Qwen, Gemma, multimodal, tokenizer/config) but on different code paths or failure modes. No PRs are present. The most suitable anchor issue is the open multimodal regression #44521 because it is concrete, broad, and already has follow-on references.", + "confidence": 0.82, + "canonical_issue_reason": "#44521 is the best canonical issue: it is open, clearly reproducible, affects multimodal `apply_chat_template`, and already has multiple inbound references, making it the most actionable representative bug in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest cluster representative: it targets a widespread tokenizer regression, is explicit about the symptom, and is likely to subsume nearby tokenizer-related reports better than the narrower model-specific bugs.", + "best_issue_reason": "#44521 is the strongest overall issue candidate because it has a clear regression statement, broad impact on multimodal inputs, and enough discussion/reference activity to serve as a triage hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (processor/tokenizer API break vs codec/warning regression)." + "reason": "Both mention Qwen3.5, but one is a video-input regression across Qwen2.5/3/3.5 VL models and the other is `num_labels` propagation between configs; different bugs and code paths." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Different tokenizer bugs: BigBird mask token registration vs mDeBERTa BOS/EOS insertion. Similar area, not the same issue." + "reason": "`Qwen3OmniMoe` video-processing `ValueError` and `Qwen3.5` flash-attention generation issues are separate runtime problems." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Unrelated problems: DeepSpeed weight dimensionality error vs LayoutLMv3 box-validation messaging." + "reason": "SigLIP2 HF-vs-JAX discrepancy is about model parity, while the other is a ZeRO-3 gradient scaling issue; not the same defect." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities vs processor/tokenizer regression in custom multimodal code." + "reason": "Smollm3 RoPE-layer mismatch and a `qwen3_omni_moe` helper length function bug are unrelated implementations." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Both involve tokenizer loading failures, but for unrelated tokenizers/models with no shared code-path bug." + "reason": "Embedding dtype drift in eval and abnormal gradients under ZeRO-3 are distinct training/eval bugs." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Image processor void segmentation maps and Qwen2-VL multi-GPU training are unrelated." + "reason": "`mm_token_type_ids` defaulting and Gemma4 multi-GPU OOM are different symptoms with different fixes." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Different tokenizer/model failures; only broad tokenization similarity." + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a loader regression in v5.0; not the same issue." }, { - "left": "issue:43577", - "right": "issue:43697", - "accept": false, - "reason": "Blip2 dtype casting and RTDetrV2 output divergence are unrelated model-runtime bugs." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both touch generation behavior, but one is chunked generation with compilation and the other is recurrent-state reset in a Qwen3.5 module." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer regressions, but one is an offline hub call bug and the other is a model-specific tokenizer loading regression." - }, - { - "left": "issue:44479", - "right": "issue:44936", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Video-input regression and trainer evaluate-after-train failure are unrelated." + "reason": "A model failing to load and an offline-mode hub call in `_patch_mistral_regex` are unrelated." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "No concrete shared code-path is evident; one is Qwen3 device-mapping CUDA assert, the other is just an isolated reproduction of an older issue." + "reason": "Qwen2.5-VL import failure and missing `Float8_e4m3fnStorage` are different import/runtime errors." }, { - "left": "issue:44977", - "right": "issue:45356", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Different models and different generation/tokenizer regressions; not the same fix." + "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are separate v5 regressions." }, { "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Both are model correctness issues, but they concern different architectures and different bugs." - }, - { - "left": "issue:43577", - "right": "issue:45588", - "accept": false, - "reason": "Blip2 dtype loading and flash_attention crash on sink-less models do not share the same underlying bug." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key error are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Special-token registration in BigBirdTokenizer is unrelated to DiaConfig losing custom token IDs on save/load." - }, - { - "left": "issue:44464", - "right": "issue:44977", + "right": "issue:45701", "accept": false, - "reason": "Both are generation issues, but they involve different mechanisms and code paths (compiled forward vs flash-attention)." + "reason": "Aux-loss normalization in MoE models and tokenization changes across versions are unrelated bugs." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba and DiaConfig token-ID loss are unrelated." + "reason": "Gemma4 OOM under multi-GPU inference and device mismatch with `device_map=\"auto\"` are different forward-path failures." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Different model/runtime bug vs tokenizer AttributeError; no common underlying issue." + "reason": "SigLIP2 doc-example errors and the `processor.tokenizer`/image-to-tokenizer regression are both multimodal, but not the same concrete bug." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Trainer NoneType broadcast failure and token-count tracking not updating are separate trainer issues." + "reason": "A storage-class lookup failure and a Python 3.13 `flash_attn` import key error are unrelated compatibility issues." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Different tokenizer regression report vs isolated reproduction; no evidence they are the same bug." + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are completely different problem areas." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:43606", "accept": false, - "reason": "Different load-time issues: legacy-field preset loading vs packed-weight unpacking during accelerate loading." + "reason": "BEiT legacy-field loading failure and Bark CPU-offload device mismatch do not share the same failure mode." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Beit pretrained loading failure and Bamba torch.compile SDPA failure are unrelated." + "reason": "Both are `transformers serve` issues, but one crashes on multimodal batching and the other on KV-cache continuation indexing; different code paths." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training is only broad training-context similarity." + "reason": "Missing `pad_token_idx` in StableLM config and unexpected `_is_hf_initialized` during `init_empty_weights` are separate config/init regressions." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "PyTorch-missing import error and token-embedding reinit on resize are unrelated." + "reason": "DiaConfig token-ID loss on save/load and MLukeTokenizer task failures are unrelated tokenizer/config bugs." }, { "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Model loading legacy-field bug vs processor output-size mismatch are different problems." - }, - { - "left": "issue:43452", - "right": "issue:44451", + "right": "issue:43653", "accept": false, - "reason": "Both are model loading failures, but not the same concrete code-path or model family." + "reason": "BEiT semantic-segmentation loading and BigBirdTokenizer special-token registration are distinct model/tokenizer issues." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and different token handling paths." + "reason": "`num_labels` propagation in Qwen3.5 multimodal configs and `AutoModelForCausalLM.from_config` not unwrapping `text_config` are related only at a high level; they are different bugs." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "MobileLLM loading key error and AutoImageProcessor-from-URL failure are unrelated." + "reason": "Qwen2-57B-A14B-Instruct TP OOM and a PEFT minimum-version bump are not duplicates." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and compiled chunked generation inconsistency are different runtime bugs." + "reason": "CPU-offload device mismatch in Bark and a stale GraniteSpeech CI test are unrelated." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Janus image-generation test failure and PEFT version pinning are unrelated." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline and unexpected key/position-id issues are different model-loading regressions." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Both are multimodal/Qwen-VL related, but one is an undefined-function bug in video token counting and the other is a rope-index scaling issue for still images." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure after token alignment are different generation bugs." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Similar missing-config-field theme, but different models and different field names; not the same bug." + "reason": "All-zero assistant masks in multimodal templates and tool-call assistant messages with no content are both template bugs, but the concrete failure and fix are different." } ] }, @@ -6166,311 +5705,310 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 19, + "review_unit_index": 21, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:28282", - "issue:32090", + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", "issue:33357", - "issue:33666", - "issue:36331", - "issue:39692", - "issue:43257", - "issue:43262", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", "issue:43278", "issue:43295", - "issue:43299", "issue:43334", + "issue:43450", "issue:43493", + "issue:43525", "issue:43540", + "issue:43550", "issue:43572", - "issue:43577", - "issue:43606", - "issue:43646", "issue:43688", - "issue:43716", - "issue:43720", - "issue:43756", + "issue:43701", "issue:43824", - "issue:43825", "issue:43844", - "issue:43927", - "issue:44361", - "issue:44423", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44464", "issue:44466", - "issue:44479", - "issue:44488", "issue:44554", - "issue:44589", - "issue:44625", - "issue:44734", - "issue:44843", + "issue:44568", + "issue:44610", "issue:44849", - "issue:44913", + "issue:44898", "issue:44964", - "issue:44977", - "issue:45083", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", "issue:45200", - "issue:45229", - "issue:45357", - "issue:45405", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", "issue:45520", "issue:45701", - "issue:45704" + "issue:45823" ], "soft_pairs": [ - "issue:43493|issue:43825", - "issue:43262|issue:43295", - "issue:43756|issue:44913", - "issue:44849|issue:45357", - "issue:43540|issue:43716", - "issue:43720|issue:43927", - "issue:43606|issue:43927", - "issue:28282|issue:32090", - "issue:28282|issue:33357", - "issue:43334|issue:43572", - "issue:43577|issue:44554", - "issue:43688|issue:45704", - "issue:33666|issue:36331", - "issue:39692|issue:43493", - "issue:43720|issue:44361", - "issue:44964|issue:45405", - "issue:44479|issue:44625", - "issue:43540|issue:44977", - "issue:43493|issue:43844", - "issue:44488|issue:44843", - "issue:43756|issue:45083", - "issue:45200|issue:45229", - "issue:43278|issue:43844", - "issue:43257|issue:43299", - "issue:43646|issue:44466", - "issue:43824|issue:44589", - "issue:39692|issue:43295", - "issue:43688|issue:45701", - "issue:44589|issue:45520", - "issue:33357|issue:33666", - "issue:44423|issue:44734" + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:43688|issue:43873", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43873|issue:44464", + "issue:43572|issue:43957", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43550|issue:43844", + "issue:43295|issue:43873", + "issue:38175|issue:45412" ], - "prepared_review_unit_hash": "53d39a5428be6bc5353f353a8e8785ac590fe9fe274682895d0b6a772558d36a", + "prepared_review_unit_hash": "8b4f88e052664728b72dda6a71b440e0377070332103df631c9df0848a8f329d", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37264, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most pairs are only loosely similar at the model/regression theme level, not true duplicates. I would not merge any of the soft-edge pairs; 43646 is the best broad representative if a single issue must anchor the cluster.", - "confidence": 0.72, - "canonical_issue_reason": "No clear duplicate canonical exists across the cluster; issue 43646 is the broadest and most general v5 regression report, so it best fits as a representative anchor.", + "summary": "The cluster is very heterogeneous; almost all soft pairs are topical only and should not be deduplicated. I would reject every soft edge here. There are a couple of weak model/config overlaps (especially pad_token_id-related issues), but not enough to treat them as the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster; the items split into unrelated regressions across tokenizers, multimodal processors, generation, loading, and training.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most general user-facing breakage report in the set and covers a broad custom-model initialization regression, making it the least misleading cluster representative.", + "best_issue_reason": "If a representative issue is needed, issue 43334 is the closest to a recurring concrete bug pattern (config missing pad_token_id during model loading), but it still does not unify the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Different bugs: SigLIP2 implementation discrepancy vs pipeline translation-task error messaging." + "reason": "Flash-Attention test failures and MLflow job-state reporting are unrelated subsystems and different failure modes." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Audio sampling-rate default bug and processor.tokenizer regression are unrelated code paths." + "reason": "ZeRO-3 gradient growth and a multimodal model load failure are not the same bug or code path." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Both involve rotary settings, but one is missing RoPE layers while the other is config reload reverting a percentage value." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Different Qwen3.5 issues: hidden-states behavior vs save_pretrained writing wrong visual encoder keys." + "reason": "Aux-loss normalization and quantization offloading are different training/runtime issues." }, { - "left": "issue:43540", - "right": "issue:43716", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Unrelated multimodal failures: Qwen3OmniMoe video processing vs Mistral-3 image-preprocessor dtype mismatch." + "reason": "An MPS attention correctness bug is unrelated to a flex_attention import/version check bug." }, { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "BitNet packed-weight loading bug and DiaConfig token-id persistence bug are separate failures." + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compiler/template-node errors and a flash_attn import KeyError on Python 3.13 are not the same problem." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "CPU offload device mismatch is unrelated to config token ID loss." + "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:44568", + "right": "issue:45701", "accept": false, - "reason": "PyTorch import missing vs Trainer GPU broadcast TypeError are different issues." + "reason": "A specific special-token behavior regression and a broad tokenization-version complaint are too different to merge." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "ImportError on missing PyTorch is not the same as a MacOS bus error on a CLIP model." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids handling are different model paths." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Similar symptom class, but different configs/models and different missing fields ('pad_token_id' vs 'pad_token_idx')." + "reason": "Generation kwargs sync behavior and output_hidden_states on Qwen3.5 are separate generation/model-output issues." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "BLIP2 dtype loading issue and MPS attention correctness issue affect different subsystems and code paths." + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share the same root cause." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Aux-loss normalization bug is unrelated to T5's apex RMSNorm memory leak." + "reason": "Both involve Gemma4, but one is missing mm_token_type_ids defaults and the other is a device-map forward mismatch; different code paths." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Qwen2-VL multi-GPU training request and custom Trainer signature mismatch are different problems." + "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatches are unrelated trainer/runtime bugs." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Documentation example errors are not the same as the SigLIP2 implementation discrepancy." + "reason": "Liger Kernel application in model_init is unrelated to the Qwen3.5 hidden_states regression." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Packed-weight loading and MLukeTokenizer task AttributeError are unrelated bugs." + "reason": "Tokenizer added-space behavior and a MacOS bus error in CLIP are unrelated." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Phi-4 multimodal load failure is unrelated to a PEFT version pin bump." + "reason": "An attention kernel correctness issue and a Kimi tokenizer/codec regression are not the same underlying change." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation bug are distinct multimodal/config issues." + "reason": "Processor.tokenizer access regression and OmDet-Turbo image-size mismatch are both processor-related but not the same bug." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Different Qwen3* video/audio-generation paths; one is video input processing, the other flash-attention generation behavior." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling are distinct multimodal bugs." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "SigLIP2 discrepancy and ZeRO-3 gradient growth are different model/training bugs." + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocabulary are different failures." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Loading a specific model and offline tokenizer patch behavior are separate issues." + "reason": "Both mention missing pad_token_id, but they affect different model configs and are not clearly the same concrete bug." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "RoPE layer count bug and feature-length helper behavior in qwen3_omni_moe are not the same defect." + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "mm_token_type_ids defaulting and multi-GPU CUDA OOM are unrelated problems." + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume checkpoint key mismatch are unrelated." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Embedding dtype drift during eval is not the same as gradient explosion with ZeRO-3." + "reason": "Flash-attention import breakage and meta-device model loading regressions are different failure modes." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Qwen3 MOE weight conversion/loading failures are related only broadly; the specific breakages differ." + "reason": "A StableLm config attribute regression and a generic model-loading failure in transformers>=5.1 are not the same bug." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Custom model initialization regression and lm_head.weight serialization inconsistency are different code paths." + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are unrelated." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Missing Qwen2.5-VL import and Float8 storage lookup error are unrelated import/runtime failures." + "reason": "Both are v5 loading regressions, but they involve different mechanisms and model families." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Doc-example mistakes and v4.57.5 processor API regression are not the same bug." + "reason": "A processor/tokenizer API regression is not the same as incorrect batched video output shapes." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Auxiliary loss normalization and tokenization changes across versions are unrelated." + "reason": "Importing a missing Qwen2.5-VL class and incorrect detokenization in v5 are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Float8 storage lookup error and Python 3.13 flash_attn KeyError are distinct compatibility issues." + "reason": "torch.compile+SDPA failure and ZeRO-3 gradient inflation are different training/runtime issues." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "MacOS bus error with a community CLIP model is unrelated to Qwen2-VL multi-GPU training." + "reason": "Processor API regression and quantization offloading are unrelated." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Both are serve-related crashes, but one is multimodal input handling and the other is KV-cache continuation tensor indexing." + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory leaks are unrelated." } ] }, @@ -6485,282 +6023,296 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 20, + "review_unit_index": 22, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:15354", - "issue:28218", - "issue:29942", - "issue:30333", - "issue:33357", - "issue:34567", + "issue:37428", "issue:38175", - "issue:43232", + "issue:42915", + "issue:43262", "issue:43278", - "issue:43504", - "issue:43540", - "issue:43572", + "issue:43295", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43550", "issue:43575", "issue:43606", + "issue:43611", "issue:43653", - "issue:43688", - "issue:43701", - "issue:43844", - "issue:43873", - "issue:43927", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", "issue:43994", "issue:44112", - "issue:44291", - "issue:44315", - "issue:44361", - "issue:44464", - "issue:44493", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44514", "issue:44521", - "issue:44554", - "issue:44568", - "issue:44625", + "issue:44561", + "issue:44610", + "issue:44743", "issue:44792", - "issue:44849", - "issue:44964", - "issue:45072", - "issue:45084", + "issue:44857", + "issue:45083", + "issue:45127", "issue:45198", "issue:45200", + "issue:45245", "issue:45290", - "issue:45325", - "issue:45356", - "issue:45405", - "issue:45446", - "issue:45520", + "issue:45381", + "issue:45563", "issue:45584", - "issue:45701", - "issue:45759" + "issue:45588", + "issue:45593" ], "soft_pairs": [ - "issue:43504|issue:43606", - "issue:43572|issue:44291", - "issue:43927|issue:44361", - "issue:43504|issue:43653", - "issue:44625|issue:45759", - "issue:43575|issue:45405", - "issue:43606|issue:44112", - "issue:44792|issue:45405", - "issue:44521|issue:45290", - "issue:43994|issue:44493", - "issue:44464|issue:45584", - "issue:29942|issue:30333", - "issue:28218|issue:34567", - "issue:43844|issue:44964", - "issue:43540|issue:45200", - "issue:43688|issue:43873", - "issue:45084|issue:45520", - "issue:44554|issue:45446", - "issue:15354|issue:38175", - "issue:44568|issue:45701", - "issue:45072|issue:45198", - "issue:43232|issue:44849", - "issue:43278|issue:43701", - "issue:28218|issue:33357", - "issue:44315|issue:44849", - "issue:45200|issue:45325", - "issue:44554|issue:45356" + "issue:44514|issue:44521", + "issue:43295|issue:43994", + "issue:43278|issue:43856", + "issue:44442|issue:45198", + "issue:37428|issue:43824", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:44360|issue:44561", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:43606|issue:45083", + "issue:43335|issue:43550", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43611|issue:43931" ], - "prepared_review_unit_hash": "46ae78ffcdf2bb45cd26d2f19ee02361e16fa2fd7b5d1df21a8b1c764a54c367", + "prepared_review_unit_hash": "57a3f901cc0b005a834a091fa200eedbd95da3af30fe871cafea3b30200a1bc7", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35194, - "estimated_input_tokens": 8799, - "estimated_eval_tokens": 17854 + "soft_pair_count": 29, + "serialized_chars": 35836, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 }, "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, generation, multimodal, config, training, CI, and backend problems. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a coherent duplicate set; it contains many unrelated problem types across different models and code paths.", + "summary": "This cluster is not a duplicate set; it is a loose collection of unrelated issues spanning imports, multimodal/chat-template bugs, model loading, tokenizer behavior, and docs. All soft-similarity pairs look like false positives.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items do not share one underlying bug or code path, so there is no true duplicate center in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication purposes: none of these issues is representative of the whole set, and several are clearly independent bug reports.", + "best_issue_reason": "issue:44521 is the best representative only in a weak sense: it is active, well-discussed, and sits on the broad multimodal apply_chat_template path, but it still is not a duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Different failures: BEiT semantic segmentation preset loading/legacy field vs Bark CPU offload device mismatch." + "reason": "Same general apply_chat_template area, but one is a batched-padding crash and the other is zero assistant masks; different bug shapes." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43295", + "right": "issue:43994", "accept": false, - "reason": "Both concern config/loading regressions, but one is missing pad_token_idx in StableLmConfig while the other is an init_empty_weights TypeError from an unexpected argument." + "reason": "Different failures: custom model access to processor.tokenizer/images vs SigLIP2 output quality mismatch." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Different tokenizers and symptoms: DiaConfig save/load loses custom token IDs, while MLukeTokenizer raises AttributeError on tasks." + "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to Qwen3 MoE memory usage." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Unrelated models and bugs: BEiT legacy-field loading vs BigBirdTokenizer mask token registration/empty decode output." + "reason": "Both are tokenizer/loading problems, but they affect different models and different failure modes." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Related family, but not the same bug: Qwen3.5 num_labels propagation vs AutoModelForCausalLM unwrapping text_config for composite multimodal configs." + "reason": "Both are import errors, but for different symbols and unrelated modules." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Different problem classes: Qwen2-57B-A14B-Instruct tensor-parallel OOM vs an unreleased MIN_PEFT_VERSION bump." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX parity; not clearly the same bug." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Both are CI/runtime device issues, but they affect different models and code paths: Bark CPU offload mismatch vs stale GraniteSpeech device override test." + "reason": "Qwen3Moe FP8 config failure is unrelated to a missing Qwen2.5-VL export." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "A janus model test failure is unrelated to the PEFT version bump issue." + "reason": "Both are docs issues, but they cover different pipeline deprecations and different APIs." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Both touch chat/template handling, but one is all-zero assistant masks for multimodal inputs and the other crashes on tool-call assistant messages with no content." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale-device tests are unrelated." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43450", + "right": "issue:43493", "accept": false, - "reason": "Different symptoms: Siglip2 nonsensical outputs with AutoModel/pipeline vs widespread unexpected key handling for position ids." + "reason": "Video batch shape bug is unrelated to SigLIP2 model discrepancy." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Different generation bugs: inconsistent chunked generation with compiled forward vs Whisper empty-transcription failure after align_special_tokens." + "reason": "Batched video processor shapes and tensor-parallel OOM are different subsystems and failures." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as MLflow not reporting failed training jobs." + "reason": "Janus image-generation test failure and a paged-generate warning are not the same code-path bug." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "DSA indexer activation issue and removal of is_torch_fx_available affect different areas entirely." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Different model/load paths: ZeRO-3 gradient abnormal increase vs Phi-4 multimodal model load failure." + "reason": "LoRA merge collapse and category-count runtime limits are unrelated." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Different multimodal failures: Qwen3OmniMoe video processing ValueError vs Gemma 4 mm_token_type_ids defaulting issue." + "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are separate issues." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Auxiliary loss normalization in MoE models is unrelated to generic offloading/quantization behavior." + "reason": "Feature-extractor argument crash and Whisper empty-transcription generation failure are different bugs." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Different import/parser problems: template node compilation TypeError vs flash_attn KeyError on Python 3.13." + "reason": "Audio chat-template sampling-rate defaulting and video batch-shape handling are unrelated multimodal bugs." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "MPS attention correctness with mismatched head dims is unrelated to the PyTorch version check for AuxRequest import in flex_attention." + "reason": "DAC latent/forward mismatch has nothing to do with GraniteSpeech device override CI flakiness." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "GeneratorExp/TorchScript export failure is unrelated to Siglip2 zero probability outputs." + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different model-processing problems." }, { - "left": "issue:44568", - "right": "issue:45701", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "mdeberta-v3-base add_special_tokens regression is not the same as broader tokenization changes across transformers versions." + "reason": "Missing import symbol and Torch 2.10 compatibility are unrelated." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Different dtype/load issues: SwitchTransformers/TimmWrapperModel bfloat16 mismatch vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "AMP/CUDA loss crash and missing auxiliary losses in D-FINE are different training bugs." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Different generation/config bugs: sync_gpus update_model_kwargs issue vs Qwen3.5 output_hidden_states bug." + "reason": "Embedding dtype regression and pipeline error-message wording are unrelated." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are unrelated." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to a MacOS bus error in a CLIP community model." + "reason": "Sparse-layer config bug and torch.compile SDPA failure are different code paths." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Liger Kernel not applied with model_init is unrelated to Qwen3.5 output_hidden_states behavior." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are separate multimodal issues." }, { "left": "issue:45200", - "right": "issue:45325", + "right": "issue:45588", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting is unrelated to Qwen2.5-VL rope index scaling for still images." + "reason": "Gemma token-type defaults and flash_attention s_aux handling are unrelated." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset bug are not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: flash-support helper vs HybridCache." + }, + { + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "MPS attention head-dim correctness is unrelated to Kimi-K2.5 tokenizer codec handling and warning regression." + "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are unrelated model-loading problems." } ] }, @@ -6775,341 +6327,125 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 21, + "review_unit_index": 23, "review_unit_count": 45, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:37428", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", "issue:38175", - "issue:42915", - "issue:43262", - "issue:43278", - "issue:43295", - "issue:43334", - "issue:43425", - "issue:43450", - "issue:43493", - "issue:43525", - "issue:43572", - "issue:43575", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", "issue:43653", "issue:43701", + "issue:43720", "issue:43819", - "issue:43824", - "issue:43827", - "issue:43844", - "issue:43856", - "issue:43873", - "issue:43901", - "issue:43957", - "issue:43975", - "issue:43994", + "issue:43927", "issue:44112", "issue:44206", - "issue:44360", - "issue:44442", - "issue:44464", - "issue:44466", - "issue:44514", - "issue:44521", + "issue:44292", + "issue:44448", + "issue:44462", + "issue:44493", "issue:44561", - "issue:44610", - "issue:44792", + "issue:44568", + "issue:44779", + "issue:44855", "issue:44857", - "issue:44898", - "issue:44936", - "issue:44987", + "issue:44977", + "issue:45072", "issue:45083", - "issue:45127", "issue:45198", - "issue:45245", - "issue:45412", + "issue:45229", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", "issue:45563", - "issue:45584" + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" ], "soft_pairs": [ - "issue:43295|issue:44610", - "issue:43334|issue:43525", - "issue:44466|issue:45127", - "issue:44898|issue:45412", - "issue:43493|issue:43701", - "issue:37428|issue:43957", - "issue:43572|issue:44987", - "issue:43572|issue:43957", - "issue:43873|issue:44464", - "issue:43295|issue:43450", - "issue:43824|issue:43975", - "issue:43844|issue:44936", - "issue:43295|issue:43873", - "issue:44514|issue:44521", - "issue:38175|issue:45412", - "issue:43295|issue:43994", - "issue:43278|issue:43856", - "issue:37428|issue:43824", - "issue:44442|issue:45198", - "issue:38175|issue:43493", - "issue:42915|issue:43824", - "issue:43827|issue:43901", - "issue:43653|issue:44112", - "issue:43450|issue:43493", - "issue:43450|issue:43575", - "issue:44792|issue:45563", - "issue:44360|issue:44561", - "issue:45127|issue:45245", - "issue:43819|issue:45083", - "issue:44206|issue:45584", - "issue:43262|issue:43450", - "issue:43819|issue:44112", - "issue:44610|issue:44857", - "issue:37428|issue:43425" + "issue:39692|issue:43526", + "issue:43388|issue:43526", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:39692|issue:44493", + "issue:43335|issue:45083", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:45459|issue:45712", + "issue:44568|issue:45491", + "issue:43606|issue:44857", + "issue:45198|issue:45803", + "issue:29127|issue:32090", + "issue:44857|issue:45072", + "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:43927|issue:45698", + "issue:43701|issue:45083", + "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "8ba3a3f95f079eedc83f052a69ce56d841af5ac22eb40e4dc5b507e6360aeae7", + "prepared_review_unit_hash": "35a3cbb53140c2cd5faf8c7e53ce5699dcc6585afec2051426948f78c2321adc", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37294, - "estimated_input_tokens": 9324, - "estimated_eval_tokens": 18904 + "serialized_chars": 37522, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "Mostly a mixed bag of distinct transformer regressions, with only a couple of true duplicate-like pairs: one around SigLIP2 output correctness and one around missing `pad_token_id` on model configs. The rest are related only at a broad subsystem level (processors, tokenizers, multimodal loading) and should stay separate.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 43295 is the broadest representative of the processor/tokenizer regression subset: it describes a v4.57.5 breakage in multimodal processor access and is the most central umbrella title among the processor-related reports.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best overall issue representative because it captures a broad, high-impact regression in processor/tokenizer behavior and best summarizes the most recurring theme in this cluster.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Different bugs: custom model code accessing `processor.tokenizer` vs OmDet-Turbo image size mismatch." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": true, - "reason": "Same underlying regression class: both report missing `pad_token_id` on model configs during load." - }, - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "Different code paths: serialization of tied `lm_head.weight` vs LoRA merge collapse with extended vocab." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Unrelated failures: Perceiver positional interpolation vs RT-DETR memory release after GC." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 output discrepancy vs training checkpoint key mismatch; not the same bug." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Import error for `_flash_supports_window_size` vs meta-device model loading breakage." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "Both are load/regression reports, but for different models and failure modes; not one fix." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Missing `pad_token_idx` on StableLmConfig is separate from meta-device loading failures." - }, - { - "left": "issue:43873", - "right": "issue:44464", - "accept": false, - "reason": "Quantization/offloading behavior vs compiled chunked generation inconsistency; distinct bugs." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Processor/tokenizer regression is not the same as batched video shape output bug." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "Different issues: Qwen2.5-VL import failure vs DeepSeek detokenization regression." - }, - { - "left": "issue:43844", - "right": "issue:44936", - "accept": false, - "reason": "ZeRO-3 gradient growth vs trainer evaluate-after-train failure are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Processor/tokenizer regression is separate from quantization/offloading problems." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batching crash and the other is incorrect assistant masks; too different to merge." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43994", - "accept": false, - "reason": "Shared model/tooling area only; the titles point to different SigLIP2 vs processor-tokenizer problems." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to Qwen3 MoE memory efficiency." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they concern different symbols/models and different fixes." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Tokenizer loading failure and save_pretrained/tokenization failure are different model-specific bugs." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": true, - "reason": "Both describe SigLIP2 output correctness discrepancies; likely the same underlying implementation bug." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to a Qwen2.5-VL import error." - }, - { - "left": "issue:43827", - "right": "issue:43901", - "accept": false, - "reason": "Docs regressions around `pipeline()` and `return_all_scores` are separate documentation issues." - }, - { - "left": "issue:43653", - "right": "issue:44112", - "accept": false, - "reason": "Different tokenizer/CI issues: BigBird special-token registration vs GraniteSpeech device override test." - }, - { - "left": "issue:43450", - "right": "issue:43493", - "accept": false, - "reason": "Batched video shape bug and SigLIP2 implementation discrepancy are different subsystems." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Video processor shape handling and Qwen2-57B tensor-parallel OOM are unrelated." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Janus image-generation test failure vs stale paged-generate warning; not the same issue." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer discussion vs removal of `is_torch_fx_available` breaking remote-code models." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA merge collapse and category-cardinality runtime error have no shared code path." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC latent reconstruction mismatch and Qwen3 Omni feature-length helper behavior are distinct." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Feature extractor center-arg crash and Whisper empty-transcription failure are separate bugs." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sample-rate default bug is unrelated to batched video shape output." - }, - { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "DAC forward mismatch and GraniteSpeech CI test failure do not share the same bug." - }, - { - "left": "issue:44610", - "right": "issue:44857", - "accept": false, - "reason": "OmDet-Turbo processor resolution bug is unrelated to LwDetrImageLoss AMP/CUDA crashing." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Flash-attention import failure and Torch 2.10 compatibility are different breakages." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays within the packet and is appropriately cautious. The two accepted soft-edge pairs are plausibly mergeable at the bug-class level, while the rejected pairs are framed conservatively as distinct failure modes. No clear overstatement or unsupported canonicalization stands out." - }, - "evaluator_used": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7117,2182 +6453,297 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 22, + "review_unit_index": 24, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:28218", + "issue:25251", "issue:29942", + "issue:30064", "issue:32090", "issue:35141", + "issue:36010", "issue:37428", - "issue:38175", - "issue:39692", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", "issue:43278", - "issue:43335", - "issue:43388", - "issue:43404", - "issue:43504", - "issue:43526", + "issue:43381", + "issue:43412", + "issue:43421", "issue:43550", - "issue:43606", - "issue:43611", "issue:43653", - "issue:43720", - "issue:43819", - "issue:43825", - "issue:43931", - "issue:44112", - "issue:44292", - "issue:44351", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", "issue:44448", + "issue:44451", "issue:44462", + "issue:44466", + "issue:44479", "issue:44493", - "issue:44561", + "issue:44734", "issue:44743", - "issue:44779", - "issue:44855", "issue:44857", + "issue:44871", "issue:44977", - "issue:45072", "issue:45083", "issue:45198", - "issue:45200", - "issue:45229", - "issue:45290", - "issue:45310", - "issue:45381", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", "issue:45459", - "issue:45478", + "issue:45491", "issue:45520", + "issue:45563", "issue:45588", - "issue:45593", - "issue:45712", - "issue:45803" + "issue:45823" ], "soft_pairs": [ - "issue:45290|issue:45381", - "issue:44857|issue:45593", - "issue:43278|issue:43825", - "issue:45200|issue:45588", - "issue:43606|issue:45083", - "issue:44448|issue:44743", - "issue:43335|issue:43550", - "issue:37428|issue:44351", - "issue:43611|issue:43931", - "issue:43388|issue:43526", - "issue:39692|issue:43526", - "issue:44561|issue:44779", - "issue:44462|issue:44561", - "issue:43819|issue:44493", - "issue:43335|issue:43653", - "issue:43404|issue:45200", - "issue:45310|issue:45478", - "issue:44855|issue:45083", - "issue:39692|issue:44493", - "issue:29942|issue:32090", - "issue:43550|issue:44112", - "issue:43335|issue:45083", - "issue:43335|issue:43504", - "issue:44292|issue:45520", - "issue:38175|issue:44493", - "issue:44448|issue:44779", - "issue:28218|issue:35141", - "issue:43335|issue:45072", - "issue:44977|issue:45229", - "issue:43335|issue:45593", - "issue:43720|issue:44112", - "issue:44448|issue:44977", - "issue:45459|issue:45712", - "issue:45198|issue:45803" - ], - "prepared_review_unit_hash": "6996b83567290e63caec9ce5d1eeba360881fa7a95d2744ee08fcd4a76d5ac82", - "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38161, - "estimated_input_tokens": 9541, - "estimated_eval_tokens": 19338 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained error report (issues 45310 and 45478). The rest are separate bugs touching different models, APIs, or failure modes.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45310 is the earlier report of the same Qwen3.5 MoE from_pretrained failure and has slightly more context/activity, so it is the better canonical issue.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest representative overall because it is the earlier, fuller report of the duplicated Qwen3.5 MoE loading bug.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Different features and failure modes: chat template/tool-call handling vs Qwen2.5-VL video position IDs." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "Unrelated model bugs: AMP/CUDA loss crash vs missing auxiliary losses when denoising is off." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Different areas: dtype regression in evaluate vs pipeline error-message wording for translation tasks." - }, - { - "left": "issue:45200", - "right": "issue:45588", - "accept": false, - "reason": "Different code paths: Gemma 4 text-only mm_token_type_ids vs flash_attention integration crashing on sink-less models." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "Different subsystems and symptoms: CPU offload device mismatch vs feature-length helper behavior." - }, - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Different model behaviors: Pegasus output drift vs Qwen3.5 recurrent-state reset bug." - }, - { - "left": "issue:43335", - "right": "issue:43550", - "accept": false, - "reason": "Different problems: SwitchTransformers config layer creation vs Bamba SDPA/torch.compile failure." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and likely different breakages." - }, - { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "Different loading failures: base_model_prefix regression vs Qwen3-VL weight shape mismatch." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Different utilities and bugs: metrics gathering on tuple labels vs Beit fast processor reduce_labels behavior." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 docs/example issues are unrelated to BeitImageProcessorFast label reduction." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "Different regressions: removed helper breaking trust_remote_code vs Deepseek tokenizer output change." - }, - { - "left": "issue:44462", - "right": "issue:44561", - "accept": false, - "reason": "Tokenizer loading behavior vs v5 helper removal; not the same underlying bug." - }, - { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "Different symptoms and code paths: DAC latent reconstruction vs unexpected position-id keys." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "Different models and bugs: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." - }, - { - "left": "issue:43404", - "right": "issue:45200", - "accept": false, - "reason": "Different model classes and issues: lm_head tying in Mistral3 vs Gemma 4 token-type defaults." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same reported bug: identical Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." - }, - { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "Different failures: Python 3.13 JIT parsing/indentation issue vs qwen3_omni_moe feature-length helper." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "Different problems: SigLIP2 documentation errors vs position-id key warnings across models." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Unrelated CI failures: Flash Attention 2 tests vs trainer GPU broadcast NoneType error." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "Different CI/runtime issues: Bamba torch.compile SDPA failure vs GraniteSpeech stale device override test." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "Different model/config bug vs helper-function behavior in qwen3_omni_moe." - }, - { - "left": "issue:43335", - "right": "issue:43504", - "accept": false, - "reason": "Different models and symptoms: SwitchTransformers config vs BEiT semantic segmentation pretrained loading." - }, - { - "left": "issue:44292", - "right": "issue:45520", - "accept": false, - "reason": "Different import/runtime issues: Qwen-3-8B-NVFP4 execution vs flash_attn import KeyError on Python 3.13." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Different model-specific output issue vs broad unexpected position-id key warnings." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Different models and bugs: Pegasus output differences vs Deepseek tokenizer regression." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Different tokenizer spacing bug vs embedding reinitialization after resize." - }, - { - "left": "issue:43335", - "right": "issue:45072", - "accept": false, - "reason": "Different failure modes: sparse-layer config bug vs dtype mismatch in bfloat16 inference." - }, - { - "left": "issue:44977", - "right": "issue:45229", - "accept": false, - "reason": "Different issues: flash-attention generation correctness vs multi-GPU CUDA OOM." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "Different model behavior: SwitchTransformers config bug vs missing auxiliary losses in D-FINE." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "Different CI/runtime concerns: BitNet packed-weight loading vs GraniteSpeech test flake." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Different models and bugs: Pegasus version output drift vs Qwen3.5 flash-attention generation issue." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Different scope: tokenizer protobuf error handling vs leftover dummy classes leaking into the package namespace." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Different tokenizer/save_pretrained failure vs bare-except error swallowing in FuyuBatchFeature." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: 45310 and 45478 are the same Qwen3.5 MoE from_pretrained bug, with matching titles and the strongest similarity score. The remaining soft pairs are rejected conservatively and the reasons generally track the issue titles without overstating identity or mergeability." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 2, - "component_count": 16, - "review_unit_index": 23, - "review_unit_count": 45, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", - "nodes": [ - "issue:25251", - "issue:29127", - "issue:29942", - "issue:32090", - "issue:34689", - "issue:35141", - "issue:36010", - "issue:37428", - "issue:40444", - "issue:43065", - "issue:43066", - "issue:43278", - "issue:43381", - "issue:43412", - "issue:43526", - "issue:43550", - "issue:43606", - "issue:43653", - "issue:43701", - "issue:43873", - "issue:43927", - "issue:43976", - "issue:43994", - "issue:44186", - "issue:44361", - "issue:44448", - "issue:44451", - "issue:44462", - "issue:44466", - "issue:44493", - "issue:44568", - "issue:44743", - "issue:44857", - "issue:44977", - "issue:45072", - "issue:45083", - "issue:45198", - "issue:45245", - "issue:45372", - "issue:45412", - "issue:45440", - "issue:45459", - "issue:45491", - "issue:45520", - "issue:45563", - "issue:45588", - "issue:45698" - ], - "soft_pairs": [ - "issue:44568|issue:45491", - "issue:43606|issue:44857", - "issue:29127|issue:32090", - "issue:40444|issue:43526", - "issue:44857|issue:45072", - "issue:34689|issue:35141", - "issue:43927|issue:45698", - "issue:43701|issue:45083", - "issue:44977|issue:45563", - "issue:45372|issue:45588", - "issue:43550|issue:45083", - "issue:43412|issue:45588", - "issue:45245|issue:45563", - "issue:43873|issue:44493", - "issue:29942|issue:35141", - "issue:36010|issue:37428", - "issue:45372|issue:45459", - "issue:43066|issue:44462", - "issue:43065|issue:45412", - "issue:43278|issue:43381", - "issue:44857|issue:45588", - "issue:25251|issue:32090", - "issue:44448|issue:44466", - "issue:43653|issue:44743", - "issue:44451|issue:45520", - "issue:44186|issue:45198", - "issue:43976|issue:45440", - "issue:43994|issue:45412", - "issue:44361|issue:45198" - ], - "prepared_review_unit_hash": "6d6435d0e3fefb8b92dafb6b92bbbbd24d13c58e8bc9f71221db3e619f2291cf", - "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35869, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs share only broad vocabulary (tokenization, loading, dtype, import, eval) but describe different bugs and code paths. I rejected all soft edges because none look like the same underlying issue or a mergeable PR pair.", - "confidence": 0.89, - "canonical_issue_reason": "No single issue cleanly dominates as a duplicate anchor because the cluster spans unrelated reports. If one must be chosen, issue 43873 is the best anchor: it is open, broadly phrased, and has the most follow-up activity/inbound references.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative issue in this set because it is broad enough to serve as a future duplicate target and has the strongest activity signal among the open reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Different bugs: tokenizer special-token behavior vs NaN embeddings in Gemma3 sliding-window attention." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "Both are runtime failures, but one is device offload mismatch and the other is AMP/CUDA loss crash; different code paths." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "Unrelated problems: LayoutLMv3 error-message clarity vs Trainer GPU broadcast failing on NoneType." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Different components and failures: multimodal iterable dataset handling vs BeitImageProcessorFast label reduction." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype, but one is a loss crash under AMP and the other is inference mismatch with bfloat16 in CI." - }, - { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Model-loading regression vs output embedding reinitialization after resize; not the same bug." - }, - { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module; different serialization failures." - }, - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Resume checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper issue." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Different generation issues: flash-attention correctness vs a stale warning for num_return_sequences." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Different failures: missing ReasoningEffort import vs flash-attention crash on s_aux=None." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "torch.compile + SDPA model failure is unrelated to the feature-length helper bug." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export/unsupported op issues are not the same as the flash_attention.py AttributeError." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-limit RuntimeError and a stale warning in paged generate are unrelated." - }, - { - "left": "issue:43873", - "right": "issue:44493", - "accept": false, - "reason": "Quantization/offloading behavior is different from unexpected position-id keys during loading." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." - }, - { - "left": "issue:36010", - "right": "issue:37428", - "accept": false, - "reason": "Both are import errors, but for different symbols and different subsystems." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "One is a missing dependency import, the other is an overly broad exception masking tokenizer errors." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Tokenizer decoder-type mismatch is not the same as AutoTokenizer ignoring tokenizer.json." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is different from gradient checkpointing being disallowed in eval mode." - }, - { - "left": "issue:44857", - "right": "issue:45588", - "accept": false, - "reason": "Different runtime paths: AMP loss crash vs flash_attention AttributeError on sink-less models." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting behavior has nothing to do with Trainer broadcast errors." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Both are version regressions, but one is generation output differences and the other is state-dict serialization of tied weights." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "Tokenizer special-token registration and recurrent-state reset are unrelated." - }, - { - "left": "issue:44451", - "right": "issue:45520", - "accept": false, - "reason": "Model load failure for ScandiBERT is unrelated to the Python 3.13 flash_attn import KeyError." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "Different tokenizers and different failure modes: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python-version incompatibility is unrelated to DeepseekV3MoE divergence from the remote implementation." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Flash-attention generation correctness and a stale warning are different problems." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "Not the same tokenizer bug; one crashes on NER padding/truncation, the other on save/load and tokenization." - }, - { - "left": "issue:44493", - "right": "issue:45588", - "accept": false, - "reason": "Unexpected position-id keys and flash_attention s_aux=None are different issues." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization 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": 16, - "review_unit_index": 24, - "review_unit_count": 45, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", - "nodes": [ - "issue:29127", - "issue:29942", - "issue:30064", - "issue:32090", - "issue:33357", - "issue:34567", - "issue:36010", - "issue:39692", - "issue:41720", - "issue:42915", - "issue:42994", - "issue:43065", - "issue:43278", - "issue:43329", - "issue:43334", - "issue:43381", - "issue:43421", - "issue:43526", - "issue:43531", - "issue:43575", - "issue:43653", - "issue:43701", - "issue:43723", - "issue:43756", - "issue:43824", - "issue:43873", - "issue:43994", - "issue:44186", - "issue:44206", - "issue:44265", - "issue:44279", - "issue:44442", - "issue:44479", - "issue:44554", - "issue:44610", - "issue:44734", - "issue:44871", - "issue:44977", - "issue:45103", - "issue:45198", - "issue:45229", - "issue:45245", - "issue:45372", - "issue:45406", - "issue:45412", - "issue:45440", - "issue:45491", - "issue:45593" - ], - "soft_pairs": [ - "issue:42915|issue:42994", - "issue:44265|issue:45198", - "issue:44871|issue:44977", - "issue:43421|issue:45491", - "issue:44206|issue:44479", - "issue:43065|issue:43994", - "issue:44734|issue:45406", - "issue:29942|issue:30064", - "issue:33357|issue:39692", - "issue:29127|issue:34567", - "issue:44610|issue:45412", - "issue:45103|issue:45372", - "issue:43873|issue:45229", - "issue:43756|issue:45440", - "issue:43723|issue:44554", - "issue:45372|issue:45406", - "issue:43278|issue:43575", - "issue:43381|issue:43701", - "issue:43278|issue:43329", - "issue:43653|issue:44442", - "issue:41720|issue:45229", - "issue:45440|issue:45593", - "issue:29942|issue:36010", - "issue:32090|issue:33357", - "issue:43334|issue:43531", - "issue:43526|issue:44186", - "issue:44977|issue:45245", - "issue:43824|issue:44279" - ], - "prepared_review_unit_hash": "233f207ffccb456899eb129b9abfba5cfa6510d79b77c81e61d62b1d67b5f5c1", - "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36166, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These items are a mixed set of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug/change, so no duplicate edges should be accepted.", - "confidence": 0.92, - "canonical_issue_reason": "No single issue is a true canonical duplicate target here; if an anchor is needed, issue 43873 is the broadest and most active report in the set.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative overall because it has the broadest scope, strong discussion activity, and inbound references, making it the most central candidate in this otherwise unrelated set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Both involve quantization, but one is a FineGrainedFP8 model failure and the other is quantized model saving; different code paths and symptoms." - }, - { - "left": "issue:44265", - "right": "issue:45198", - "accept": false, - "reason": "Unrelated failures: torch.export with torch_compilable_check versus Wav2Vec2 save_pretrained/tokenization." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "Gemma eos_token config mismatch is separate from Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 NaN embeddings from sliding-window attention." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Unsupported feature-processor arg in LasrFeatureExtractor is not the same regression as Qwen VL video-input handling." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "Both touch transformers serve, but one is KV-cache continuation indexing and the other is Gemma4Processor initialization." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and bugs." - }, - { - "left": "issue:33357", - "right": "issue:39692", - "accept": false, - "reason": "MacOS bus error with a community CLIP model is unrelated to SigLIP2 documentation example mistakes." - }, - { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "LayoutLMv3 box error messaging and TrainerState token counting are unrelated issues." - }, - { - "left": "issue:44610", - "right": "issue:45412", - "accept": false, - "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory release behavior." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "auto_docstring annotation parsing and Gemma4 processor import failure are different bugs." - }, - { - "left": "issue:43873", - "right": "issue:45229", - "accept": false, - "reason": "Quantization offloading problems and Gemma4 multi-GPU CUDA OOM are not the same failure mode." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3 divergence are distinct model-implementation issues." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to MPS attention correctness with mismatched value head dims." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Gemma 4 processor loading import failure is separate from transformers serve missing _tokenizer." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to tensor-parallel OOM." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Gradient checkpointing in eval mode is a different issue from resume_from_checkpoint key mismatch." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "Embedding dtype changes and undefined video-token-count helpers are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2Conformer tokenizer loading are different tokenizer bugs." - }, - { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same as Gemma4 multi-GPU OOM." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepseekV3 implementation divergence is unrelated to D-FINE auxiliary-loss handling." - }, - { - "left": "issue:29942", - "right": "issue:36010", - "accept": false, - "reason": "Flash Attention 2 tests and GenerationMixin import errors are unrelated." - }, - { - "left": "issue:32090", - "right": "issue:33357", - "accept": false, - "reason": "Trainer broadcast NoneType and MacOS CLIP bus error are different failures." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure is unrelated to Qwen3-MoE sliding_window behavior." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and LayoutLMv2Tokenizer NER/padding crash are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:45245", - "accept": false, - "reason": "Qwen3.5 flash-attention generation and 2^24 category overflow are different problems." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "A specific Qwen2.5 VL import error is not the same as a generic dependency issue with transformers." - } - ] - }, - "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": 16, - "review_unit_index": 25, - "review_unit_count": 45, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", - "nodes": [ - "issue:28218", - "issue:29127", - "issue:32090", - "issue:33290", - "issue:33357", - "issue:34567", - "issue:34689", - "issue:35141", - "issue:38175", - "issue:42907", - "issue:42915", - "issue:43262", - "issue:43316", - "issue:43441", - "issue:43452", - "issue:43525", - "issue:43526", - "issue:43575", - "issue:43611", - "issue:43646", - "issue:43701", - "issue:43761", - "issue:43931", - "issue:44077", - "issue:44079", - "issue:44188", - "issue:44206", - "issue:44387", - "issue:44442", - "issue:44464", - "issue:44479", - "issue:44610", - "issue:44743", - "issue:44811", - "issue:44857", - "issue:44964", - "issue:44977", - "issue:45072", - "issue:45216", - "issue:45229", - "issue:45290", - "issue:45440", - "issue:45491", - "issue:45584", - "issue:45588", - "issue:45600", - "issue:45698", - "issue:45803" - ], - "soft_pairs": [ - "issue:43526|issue:44857", - "issue:43526|issue:44610", - "issue:43262|issue:44206", - "issue:42915|issue:43931", - "issue:43441|issue:45588", - "issue:44442|issue:45072", - "issue:44464|issue:45491", - "issue:43452|issue:45588", - "issue:44743|issue:44811", - "issue:43575|issue:43701", - "issue:44442|issue:45803", - "issue:43646|issue:44077", - "issue:29127|issue:35141", - "issue:43575|issue:44387", - "issue:45072|issue:45229", - "issue:44977|issue:45584", - "issue:33357|issue:38175", - "issue:45588|issue:45600", - "issue:44479|issue:45290", - "issue:43316|issue:43525", - "issue:44964|issue:45440", - "issue:43761|issue:44079", - "issue:28218|issue:29127", - "issue:43931|issue:45216", - "issue:42907|issue:45698", - "issue:28218|issue:32090", - "issue:33290|issue:34567", - "issue:34689|issue:43611", - "issue:43761|issue:44188" - ], - "prepared_review_unit_hash": "60e80a58c3eb4a893e7d8691e7a19cf2d610c31df2e66a6a97bcd286ed48d978", - "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36404, - "estimated_input_tokens": 9101, - "estimated_eval_tokens": 18458 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This is a loose, heterogeneous cluster of Transformers issues; the soft pairs mostly share broad keywords or subsystems rather than the same underlying bug. I would not merge any of the proposed pairs. If a single issue must anchor the cluster, the clearest representative is the save/load regression around `from_pretrained`/`save_pretrained` behavior.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45698 is the broadest representative of the repeated save/load serialization failures in this cluster, with a concrete repro and active discussion. The cluster is not tight, but this issue best matches the dominant model-loading theme.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best single issue to keep as the cluster representative because it is clear, user-facing, and closest to the recurring serialization/loading regressions seen here.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43526", - "right": "issue:44857", - "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs LwDetrImageLoss AMP/CUDA crash." - }, - { - "left": "issue:43526", - "right": "issue:44610", - "accept": false, - "reason": "Unrelated processor issues; one is label reduction, the other is an OmDet-Turbo size mismatch." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Different audio/feature-extractor APIs and failures; sampling-rate default vs unsupported `center` arg." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Different model families and failure modes: FineGrainedFP8 config vs Qwen3-VL shape mismatch." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both mention flash attention, but one is a model-specific generation failure and the other is an `AttributeError` in integration code." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in CI; not the same underlying bug." - }, - { - "left": "issue:44464", - "right": "issue:45491", - "accept": false, - "reason": "Different code paths: compiled chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention." - }, - { - "left": "issue:43452", - "right": "issue:45588", - "accept": false, - "reason": "GGUF/AutoTokenizer loading breakage is unrelated to the flash-attention `s_aux=None` crash." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Recurrent-state reset in modular Qwen3.5 vs Whisper batch_decode ignoring `skip_special_tokens`." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "OOM during tensor-parallel model load vs checkpoint key mismatch on resume; different problems." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer load failure vs bare `except` swallowing interrupts in `convert_to_tensors()`; unrelated." - }, - { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "Both touch initialization, but one is custom model init regression and the other is a `patchtsmixer` `post_init` policy issue." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMV3 error-message clarity is unrelated to embedding reinitialization after resize." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both are OOMs, but one is tensor-parallel load OOM and the other is increased reserved memory under int4 quantization." - }, - { - "left": "issue:45072", - "right": "issue:45229", - "accept": false, - "reason": "CI dtype mismatch vs multi-GPU CUDA OOM; different failure modes." - }, - { - "left": "issue:44977", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 flash-attention generation issue vs Whisper empty-transcription/chat-template bug; unrelated." - }, - { - "left": "issue:33357", - "right": "issue:38175", - "accept": false, - "reason": "MacOS bus error on CLIP model vs SigLIP2 zero probabilities; different models and symptoms." - }, - { - "left": "issue:45588", - "right": "issue:45600", - "accept": false, - "reason": "Flash-attention `AttributeError` vs stale `auto_mappings.py` references; no shared bug." - }, - { - "left": "issue:44479", - "right": "issue:45290", - "accept": false, - "reason": "Video-input regression in Qwen models vs chat-template crash on tool-call assistant messages; different paths." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Both are config/API issues, but they concern different models and different missing attributes." - }, - { - "left": "issue:44964", - "right": "issue:45440", - "accept": false, - "reason": "Phi-4 multimodal loading error vs DeepseekV3MoE divergence; unrelated model families and bugs." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "CLIPVisionModel hidden-states regression vs `ModelOutput` key assignment bug; different abstractions." - }, - { - "left": "issue:28218", - "right": "issue:29127", - "accept": false, - "reason": "Tokenizer spacing bug vs LayoutLMV3 error clarity issue; not the same underlying defect." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Both involve loading/saving Qwen models, but one is a weight-shape mismatch and the other is a bad checkpoint saved by `save_pretrained`." - }, - { - "left": "issue:42907", - "right": "issue:45698", - "accept": false, - "reason": "Both are save/load related, but one is dequantized model saving and the other is wrong custom-module loading after save/load; too different to merge." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer added-space bug vs Trainer `_gpu_broadcast_one` NoneType error; unrelated." - }, - { - "left": "issue:33290", - "right": "issue:34567", - "accept": false, - "reason": "Deepspeed/Adafactor OOM vs token counter not updating; different components and symptoms." - }, - { - "left": "issue:34689", - "right": "issue:43611", - "accept": false, - "reason": "Both are model-loading regressions, but the Llama 3.2 vision failure and `base_model_prefix` loading bug are distinct root causes." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "CLIPVisionModel hidden-state regression vs attention-kernel divergence under `torch.compile`; 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": 16, - "review_unit_index": 26, - "review_unit_count": 45, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", - "nodes": [ - "issue:29127", - "issue:32090", - "issue:33290", - "issue:33357", - "issue:34689", - "issue:36010", - "issue:39692", - "issue:41628", - "issue:42175", - "issue:43295", - "issue:43316", - "issue:43381", - "issue:43404", - "issue:43441", - "issue:43493", - "issue:43540", - "issue:43550", - "issue:43643", - "issue:43720", - "issue:43742", - "issue:43827", - "issue:43856", - "issue:43873", - "issue:43994", - "issue:44077", - "issue:44162", - "issue:44190", - "issue:44206", - "issue:44442", - "issue:44479", - "issue:44496", - "issue:44514", - "issue:44568", - "issue:44743", - "issue:44792", - "issue:44855", - "issue:44871", - "issue:44877", - "issue:44898", - "issue:44913", - "issue:45137", - "issue:45372", - "issue:45479", - "issue:45491", - "issue:45584", - "issue:45656", - "issue:45759" - ], - "soft_pairs": [ - "issue:44442|issue:44898", - "issue:39692|issue:45491", - "issue:43381|issue:43873", - "issue:43994|issue:44206", - "issue:43493|issue:43827", - "issue:43550|issue:44743", - "issue:43295|issue:45584", - "issue:43316|issue:45759", - "issue:44568|issue:45479", - "issue:41628|issue:45372", - "issue:43720|issue:44442", - "issue:43643|issue:44913", - "issue:32090|issue:33290", - "issue:44190|issue:44496", - "issue:34689|issue:36010", - "issue:43873|issue:44871", - "issue:43381|issue:43856", - "issue:44077|issue:44479", - "issue:33290|issue:45656", - "issue:44855|issue:45137", - "issue:43540|issue:44514", - "issue:29127|issue:33357", - "issue:43381|issue:43742", - "issue:43316|issue:44877", - "issue:33290|issue:34689", - "issue:42175|issue:43316", - "issue:44162|issue:44792", - "issue:43404|issue:43441" - ], - "prepared_review_unit_hash": "2ca42eb2b637b6f97380fb1786165e27326a5d71f98977cdf38a49b88cc855ae", - "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35839, - "estimated_input_tokens": 8960, - "estimated_eval_tokens": 18176 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is not a duplicate set; it is a heterogeneous grab-bag of unrelated Transformers bugs spanning config loading, multimodal processors, deepspeed, tokenizers, and model-specific regressions. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits: the items share only a broad Transformers theme, but their concrete failure modes, code paths, and affected components are mostly unrelated.", - "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue; even the broadest-looking reports are still distinct bugs, so any single issue would misrepresent the cluster.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44442", - "right": "issue:44898", - "accept": false, - "reason": "Tokenizer loading failure vs Perceiver image-classification resolution bug; different models and code paths." - }, - { - "left": "issue:39692", - "right": "issue:45491", - "accept": false, - "reason": "SigLIP2 doc/example errors and quantization mismatch are unrelated to Gemma3 NaN embeddings from mixed-length batching." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Eval-mode gradient checkpointing and quantization/offloading behavior are different bugs." - }, - { - "left": "issue:43994", - "right": "issue:44206", - "accept": false, - "reason": "SigLIP2 output quality issue vs LastFeatureExtractor crash on an unsupported argument; unrelated failures." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 implementation discrepancy is not the same as stale docs still using pipeline()." - }, - { - "left": "issue:43550", - "right": "issue:44743", - "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to Qwen recurrent-state reset logic." - }, - { - "left": "issue:43295", - "right": "issue:45584", - "accept": false, - "reason": "Both involve processors/tokenizers, but one is a processor.tokenizer regression and the other is empty-transcription handling in Whisper." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Qwen composite-config unwrapping are different config bugs." - }, - { - "left": "issue:44568", - "right": "issue:45479", - "accept": false, - "reason": "Special-token insertion bug is unrelated to the zero-loss sequence-classification issue." - }, - { - "left": "issue:41628", - "right": "issue:45372", - "accept": false, - "reason": "Both are import errors, but for different symbols and different root causes." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Config field loss on remote-code load and GPTNeoX rotary_pct not round-tripping are distinct config persistence bugs." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer broadcast type error and AdaFactor/deepspeed OOM are unrelated distributed-training issues." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config.json issue." - }, - { - "left": "issue:34689", - "right": "issue:36010", - "accept": false, - "reason": "Model-loading regression and GenerationMixin import failure are different breakages, even if both relate to version upgrades." - }, - { - "left": "issue:43873", - "right": "issue:44871", - "accept": false, - "reason": "Quantization/offloading problems are unrelated to an eos_token_id config mismatch." - }, - { - "left": "issue:43381", - "right": "issue:43856", - "accept": false, - "reason": "Gradient checkpointing in eval mode is not the same as Qwen3 MoE memory inefficiency." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "AdaFactor OOM and duplicate optimizer.step() with deepspeed are different bugs." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 JIT parsing/import failure and DeepSpeed ZeRO3 deque IndexError are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Both are multimodal/video-related, but they fail in different Qwen processor paths and are not the same bug." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." - }, - { - "left": "issue:43381", - "right": "issue:43742", - "accept": false, - "reason": "Eval checkpointing limitation is unrelated to the MobileLLM key error during loading." - }, - { - "left": "issue:43316", - "right": "issue:44877", - "accept": false, - "reason": "Gemma3TextConfig discrepancy and Granite Speech strict-config loading are separate config-handling issues." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Deepspeed/AdaFactor memory pressure does not match a Llama 3.2 model-loading regression." - }, - { - "left": "issue:42175", - "right": "issue:43316", - "accept": false, - "reason": "Packaging/backend installation issue is unrelated to Gemma3TextConfig API mismatch." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "ESM2 breakage and a Janus image-generation test failure affect different models and code paths." - }, - { - "left": "issue:43404", - "right": "issue:43441", - "accept": false, - "reason": "Mistral3 lm_head weight tying and Ministral FlashAttention failure are different model-specific bugs." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 2, - "component_count": 16, - "review_unit_index": 27, - "review_unit_count": 45, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", - "nodes": [ - "issue:25251", - "issue:28282", - "issue:33290", - "issue:35141", - "issue:36331", - "issue:41720", - "issue:41950", - "issue:42617", - "issue:43065", - "issue:43232", - "issue:43295", - "issue:43388", - "issue:43452", - "issue:43475", - "issue:43550", - "issue:43575", - "issue:43606", - "issue:43646", - "issue:43673", - "issue:43701", - "issue:43742", - "issue:43761", - "issue:43825", - "issue:43827", - "issue:43906", - "issue:43931", - "issue:43994", - "issue:44060", - "issue:44077", - "issue:44242", - "issue:44464", - "issue:44479", - "issue:44496", - "issue:44534", - "issue:44610", - "issue:44617", - "issue:44734", - "issue:44743", - "issue:44792", - "issue:44871", - "issue:44913", - "issue:44936", - "issue:44977", - "issue:45127", - "issue:45200", - "issue:45290", - "issue:45584", - "issue:45698" - ], - "soft_pairs": [ - "issue:25251|issue:28282", - "issue:43232|issue:43388", - "issue:43295|issue:43825", - "issue:41950|issue:43475", - "issue:44871|issue:45584", - "issue:43550|issue:43701", - "issue:45127|issue:45200", - "issue:43606|issue:43701", - "issue:43295|issue:44871", - "issue:43065|issue:44617", - "issue:43761|issue:44479", - "issue:33290|issue:35141", - "issue:33290|issue:36331", - "issue:43575|issue:43742", - "issue:43452|issue:44496", - "issue:42617|issue:43575", - "issue:43646|issue:44913", - "issue:43673|issue:44743", - "issue:44936|issue:45698", - "issue:43761|issue:44242", - "issue:41720|issue:43575", - "issue:44077|issue:44534", - "issue:44479|issue:44734", - "issue:43931|issue:44060", - "issue:44464|issue:44871", - "issue:44617|issue:45584", - "issue:43906|issue:45290", - "issue:43065|issue:44610", - "issue:43827|issue:43994", - "issue:44792|issue:44977", - "issue:44534|issue:44913" - ], - "prepared_review_unit_hash": "e783555b7420e84049f2f1f2e30497e481fe1a2a32eaf8057d7cd0554db1315e", - "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37010, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated bug reports. None of the soft pairs look like true duplicates of the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.81, - "canonical_issue_reason": "No single canonical issue stands out: the issues span unrelated subsystems and symptoms, and the soft pairs do not show a shared root cause.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43825 is the cleanest, most self-contained user-facing regression in the set, so it is the best representative issue even though it is not a duplicate hub.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline output-shape bug vs missing PyTorch ImportError; completely different failure modes." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs/update logic is unrelated to gather_for_metrics label truncation." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Custom processor/tokenizer regression is different from a pipeline error-message/docs regression." - }, - { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "Video-classification processor lookup issue does not match the SAM3 video attribute error." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "eos_token_id config mismatch is unrelated to Whisper empty-transcription generation failure." - }, - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatches." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge with extended vocab is a different code path than Gemma 4 mm_token_type_ids defaults." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint resume key handling." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Processor/tokenizer API regression is not the same as eos_token_id configuration inconsistency." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "CLIPVision hidden_states regression is different from Qwen/VL video-input regression." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Adafactor+DeepSpeed OOM and post_init reinitialization are separate training/model-init bugs." - }, - { - "left": "issue:33290", - "right": "issue:36331", - "accept": false, - "reason": "Optimizer OOM is unrelated to CustomTrainer.compute_loss signature breakage." - }, - { - "left": "issue:43575", - "right": "issue:43742", - "accept": false, - "reason": "TP OOM on a large Qwen model is not the same as a MobileLLM loading KeyError." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "gguf_file handling and missing model_type are both loading issues, but with different root causes and fixes." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "3d_parallel execution failure is unrelated to tensor-parallel OOM on Qwen2-57B." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Custom model initialization breakage is not the same as GPTNeoX rotary_pct reload reset." - }, - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill differs from recurrent-state reset in modular_qwen3_5." - }, - { - "left": "issue:44936", - "right": "issue:45698", - "accept": false, - "reason": "evaluate-after-train behavior and wrong custom module loading after save/load are different problems." - }, - { - "left": "issue:43761", - "right": "issue:44242", - "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to load-balancing loss missing when router logits are off." - }, - { - "left": "issue:41720", - "right": "issue:43575", - "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is a different failure than TP OOM on Qwen2-57B." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "patchtsmixer post_init policy and non-persistent buffer junk are unrelated initialization changes." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Video-input regression in Qwen VL models is not the same as serve KV-cache continuation indexing." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Weight-shape mismatch during load is unrelated to a tied-weights warning bug." - }, - { - "left": "issue:44464", - "right": "issue:44871", - "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to eos_token_id config mismatch." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "Sam3Video OOM does not share the same code path as Whisper empty-transcription generation." - }, - { - "left": "issue:43906", - "right": "issue:45290", - "accept": false, - "reason": "A reproduction of a prior issue is unrelated to chat template crashes on tool-call assistant messages." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is unrelated to OmDet-Turbo processor/model input-size mismatch." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs referencing removed pipeline() APIs are different from a SigLIP2 AutoModel/pipeline misbehavior." - }, - { - "left": "issue:44792", - "right": "issue:44977", - "accept": false, - "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation bugs." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Buffer initialization corruption is not the same as GPTNeoX rotary_pct not persisting on reload." - } - ] - }, - "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": 16, - "review_unit_index": 28, - "review_unit_count": 45, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", - "nodes": [ - "issue:36246", - "issue:38175", - "issue:41628", - "issue:41720", - "issue:43065", - "issue:43116", - "issue:43295", - "issue:43335", - "issue:43404", - "issue:43479", - "issue:43540", - "issue:43550", - "issue:43644", - "issue:43650", - "issue:43761", - "issue:43976", - "issue:44077", - "issue:44112", - "issue:44186", - "issue:44190", - "issue:44220", - "issue:44464", - "issue:44496", - "issue:44521", - "issue:44734", - "issue:44737", - "issue:44743", - "issue:44792", - "issue:44855", - "issue:44877", - "issue:44913", - "issue:44933", - "issue:44938", - "issue:44964", - "issue:45127", - "issue:45216", - "issue:45245", - "issue:45276", - "issue:45357", - "issue:45362", - "issue:45375", - "issue:45381", - "issue:45542", - "issue:45563", - "issue:45584", - "issue:45588", - "issue:45600", - "issue:45803" - ], - "soft_pairs": [ - "issue:41720|issue:45245", - "issue:44190|issue:44964", - "issue:44792|issue:45600", - "issue:44737|issue:45803", - "issue:44855|issue:45588", - "issue:44521|issue:45381", - "issue:45127|issue:45357", - "issue:43335|issue:44855", - "issue:44077|issue:44877", - "issue:44938|issue:45542", - "issue:43644|issue:44913", - "issue:43976|issue:44855", - "issue:43550|issue:44190", - "issue:43540|issue:44734", - "issue:43761|issue:44743", - "issue:44496|issue:45803", - "issue:45276|issue:45584", - "issue:44112|issue:45600", - "issue:43650|issue:44220", - "issue:43335|issue:44190", - "issue:43116|issue:44190", - "issue:43295|issue:45276", - "issue:45245|issue:45584", - "issue:43404|issue:45216", - "issue:43479|issue:45375", - "issue:36246|issue:41628", - "issue:44933|issue:45362", - "issue:44186|issue:44734", - "issue:44464|issue:45563", - "issue:38175|issue:43065" + "issue:45372|issue:45588", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43873|issue:44493", + "issue:45372|issue:45459", + "issue:36010|issue:37428", + "issue:43066|issue:44462", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:44451|issue:45520", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:43421|issue:45491", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "52e1213b2319a874ecdec3cb7f8ee5c4785682e3839c451569c7ba4822201637", + "prepared_review_unit_hash": "646e8639c9d4743b04238e6cdd681bd4add17f11aa5ff85fa9159b2e579233ac", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36850, - "estimated_input_tokens": 9213, - "estimated_eval_tokens": 18682 + "soft_pair_count": 29, + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not look like a real duplicate group. The issues span unrelated models, configs, generation paths, and packaging/import regressions, so no soft pair should be merged.", - "confidence": 0.11, - "canonical_issue_reason": "There is no strong canonical issue here; if one must be chosen, issue 44964 is the broadest user-facing loading regression, but it does not actually represent the cluster well.", + "summary": "The cluster is heterogeneous: most pairs are only loosely text-similar and do not describe the same underlying bug. I would not merge any of the soft-edge pairs; there is no strong duplicate family here.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45588 is the most concrete and central bug among the few related Gemma/flash-attention items: it names a specific crashing code path in `integrations/flash_attention.py` and has a clear repro/fix surface. That said, it is not a true umbrella for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44964 is the most generally framed and broadly user-impacting item in the set, so it is the least-bad representative choice despite the cluster\u2019s lack of cohesion.", + "best_issue_reason": "issue:45588 is the best representative issue because it is actionable, code-path specific, and closer to the small Gemma/flash-attention subset than the other loose similarities.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and a category-limit runtime error are different failures in different code paths." - }, - { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to a model-load regression in latest transformers." + "reason": "Different failures: Gemma 4 processor loading import error vs `flash_attention.py` crash on `s_aux=None`; not the same bug." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "A janus generation test failure and removed auto-mapping config references are different problems." + "reason": "`torch.compile` + SDPA model failure is unrelated to `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor creation and a bare-except bug in Fuyu tensor conversion are unrelated." + "reason": "Executorch export / `erfinv` support issue is a different code path from the flash-attention `AttributeError`." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Python 3.13 import parsing failure and flash-attention handling of s_aux=None are unrelated." + "reason": "Category cardinality RuntimeError and stale paged-generate warning are unrelated." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Both are multimodal, but one is assistant mask generation and the other is video position-id handling; different bugs." + "reason": "Flash Attention 2 test failures are not the same as token-embedding resize reinitialization in `post_init`." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "LoRA merge/tied-embedding collapse and incorrect visual encoder keys on save_pretrained are separate serialization/model-weight issues." + "reason": "Quantization/offloading behavior and unexpected position-id keys are different defects." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "SwitchTransformers sparse-layer config and DebertaV2 Python 3.13 import parsing are unrelated." + "reason": "Gemma 4 processor import break and tokenizer error masking when protobuf is missing are separate tokenizer-loading problems." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "Both involve config behavior, but they target different models and different validations." + "reason": "Both are import errors, but for different missing symbols and different modules/code paths." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Python 3.14 import/load failure and a missing TensorFlow backend detection issue are not the same bug." + "reason": "Wrong tokenizer decoder type and ignoring repository `tokenizer.json` are distinct tokenizer-loading bugs." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX config reload losing rotary_pct are distinct state/serialization issues." + "reason": "Dtype change in eval vs training is unrelated to gradient checkpointing being unsupported in eval mode." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Both are version-compatibility reports, but they describe different breakages and different Python versions." + "reason": "Flash-attention `s_aux=None` crash is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to a dataset-loading example script issue." + "reason": "Pipeline `top_k` nesting change and Trainer `_gpu_broadcast_one` `NoneType` error are different subsystems." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are separate code paths." + "reason": "Dummy `Conv2d` in Sam3PixelDecoder and RT-DETR memory retention are unrelated." }, { - "left": "issue:43761", - "right": "issue:44743", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3 recurrent-state reset are unrelated model-specific bugs." + "reason": "LwDetr image loss AMP/CUDA crash is a different model/loss path than the flash-attention integration crash." }, { - "left": "issue:44496", - "right": "issue:45803", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Model auto-loading/config recognition and Fuyu batch feature exception handling are different failures." + "reason": "Different output between v4/v5 for Pegasus and inconsistent `lm_head.weight` serialization are not the same bug." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Token embedding resize propagation and Whisper empty-transcription generation are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are different code paths." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "GraniteSpeech CI stale-device test and Sam3LiteText auto-mapping references are different CI/config problems." + "reason": "LayoutLMv2Tokenizer NER padding/truncation crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer bugs." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "The issue titled 'ADD THE DATA' is not the same underlying bug as the fbank feature extraction problem." + "reason": "Python version compatibility break and DeepSeekV3MoE divergence are different issues." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "SwitchTransformers config initialization and image-classification dataset loading are unrelated." + "reason": "ScandiBERT loading failure and Python 3.13 `flash_attn` KeyError are unrelated." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Multi-label classification empty outputs and local dataset loading are different example-script issues." + "reason": "SigLIP2 AutoModel/pipeline output issue and RT-DETR memory leak are different defects." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Processor/tokenizer regression with images and token embedding resize behavior are unrelated." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are separate tokenizer problems." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Category-count overflow and Whisper empty transcription are different runtime failures." + "reason": "FP8 config failure for Qwen3Moe and quantized model saving failure are quantization-related but not the same concrete bug." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "A tied lm_head weight bug in Mistral3 and an incorrect save_pretrained checkpoint for Qwen3.5 are distinct model persistence issues." + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings during mixed-length batching." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Both are config-field problems, but they concern different models and different defaulting/strictness behavior." + "reason": "Gemma eos-token config mismatch and Qwen3.5 flash-attention generation regression are different model/config issues." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "A missing model-specific image processor import is not the same as a missing top-level AutoImageProcessor export." + "reason": "`torch.export` failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "An image_utils import problem and a Qwen3.5 chat crash are unrelated." + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 nonsensical outputs are not the same underlying problem." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/NER crashes and serve KV-cache tensor indexing are separate bugs." + "reason": "Feature extractor center-arg crash and Qwen video-input regression are different failures." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and a stale warning in paged generate are different generation issues." + "reason": "Both are preprocessing/test regressions, but Flash Attention 2 failures and void-segmentation-map handling are different code paths and bugs." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Zero probabilities in SigLIP2 and a dummy Conv2d in Sam3PixelDecoder are unrelated model implementations." + "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing `_tokenizer` are unrelated errors." } ] }, @@ -9307,305 +6758,304 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 29, + "review_unit_index": 25, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:36246", - "issue:38617", - "issue:41950", - "issue:42175", - "issue:42907", - "issue:43295", - "issue:43299", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", "issue:43381", - "issue:43388", "issue:43441", "issue:43526", "issue:43531", - "issue:43577", - "issue:43643", - "issue:43673", - "issue:43688", - "issue:43854", - "issue:43901", - "issue:44016", - "issue:44075", - "issue:44112", - "issue:44220", - "issue:44242", - "issue:44246", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44186", + "issue:44206", "issue:44279", - "issue:44336", - "issue:44368", - "issue:44466", - "issue:44496", - "issue:44561", - "issue:44683", - "issue:44734", - "issue:44913", - "issue:44964", - "issue:45003", - "issue:45042", - "issue:45200", - "issue:45216", - "issue:45335", - "issue:45357", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", "issue:45406", - "issue:45446", - "issue:45563", - "issue:45584", - "issue:45593", - "issue:45600", - "issue:45632", - "issue:45759" + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593" ], "soft_pairs": [ - "issue:44683|issue:45446", - "issue:44466|issue:44913", - "issue:44561|issue:45632", - "issue:44734|issue:45632", - "issue:44246|issue:45003", - "issue:36246|issue:38617", - "issue:43643|issue:44496", - "issue:45406|issue:45632", - "issue:45563|issue:45584", - "issue:41950|issue:44016", - "issue:44964|issue:45600", - "issue:43388|issue:43688", - "issue:42907|issue:43441", - "issue:44112|issue:44964", - "issue:43295|issue:45335", - "issue:43854|issue:44964", - "issue:43673|issue:44336", - "issue:44016|issue:44220", - "issue:44496|issue:45042", - "issue:43299|issue:45216", - "issue:43531|issue:45600", - "issue:42175|issue:44279", - "issue:43526|issue:43901", - "issue:45335|issue:45584", - "issue:44075|issue:44368", - "issue:43381|issue:45593", - "issue:43299|issue:45357", - "issue:44242|issue:45200", - "issue:44496|issue:45759", - "issue:43901|issue:44496", - "issue:43577|issue:45216" + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43756|issue:45440", + "issue:43873|issue:45229", + "issue:43723|issue:44554", + "issue:45372|issue:45406", + "issue:43278|issue:43575", + "issue:43381|issue:43701", + "issue:43278|issue:43329", + "issue:43653|issue:44442", + "issue:45440|issue:45593", + "issue:41720|issue:45229", + "issue:29942|issue:36010", + "issue:43334|issue:43531", + "issue:32090|issue:33357", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:43526|issue:44610", + "issue:43262|issue:44206", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:44464|issue:45491", + "issue:44743|issue:44811", + "issue:43575|issue:43701", + "issue:29127|issue:35141" ], - "prepared_review_unit_hash": "04bf0559fd79a14d628f93aa6b7835898707ca32199351a04a811193b7997bd8", + "prepared_review_unit_hash": "1e8200158e89d91fdaca5c2d4b87df3910dad48393dd0ace793b4aa5d90f353a", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37212, - "estimated_input_tokens": 9303, - "estimated_eval_tokens": 18862 + "soft_pair_count": 30, + "serialized_chars": 36798, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of loosely related, but not duplicate, Transformers issues spanning model loading, generation, config, and tooling. I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": "No exact duplicate stands out; issue 44964 is the most representative user-facing regression because it reports a concrete model-loading failure on a named checkpoint with broad impact.", + "summary": "This cluster is a loose soft-similarity grouping of mostly unrelated Transformers issues across different models, components, and failure modes. I would not merge any of the proposed soft edges; the best single representative issue is the broad quantization/offloading report, but even that is not a true duplicate anchor for the rest.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set and has the strongest discussion/reference signal, but it should be treated as a representative umbrella issue rather than a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44964 is the strongest anchor for the cluster: it is a clear, reproducible loading breakage affecting a specific multimodal model and is more representative than the narrower or more incidental reports.", + "best_issue_reason": "issue:43873 is the most generally phrased, actively discussed issue and best fits as a cluster anchor if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Both mention flex_attention, but one is a torch-compatibility failure and the other is a bad version check for a different import path; not the same bug." + "reason": "Different problems: MacOS bus error for a pretrained CLIP model vs documentation/example mismatches for SigLIP2." }, { - "left": "issue:44466", - "right": "issue:44913", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "One is tied-weights serialization/device-dependent save behavior; the other is a config field not persisting on reload. Different code paths and symptoms." + "reason": "LayoutLMv3 error messaging and trainer token-count bookkeeping are unrelated code paths." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Both involve trust_remote_code, but one is a missing internal API after v5 removal and the other is a cache-path collision for local models; unrelated failures." + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR model deletion/memory release." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache-path collisions." + "reason": "auto_docstring annotation handling and Gemma4 processor import failure are different failures." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are not the same underlying defect." + "reason": "Both concern model implementation differences, but they are for different models and different bugs." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Both are ImportErrors, but they are for different missing symbols and different modules." + "reason": "Quantization/offloading behavior is not the same as a multi-GPU OOM during Gemma4 loading." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Both concern config/model loading, but one is missing fields with trust_remote_code and the other is an unrecognized model lacking model_type; not the same bug." + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated." }, { - "left": "issue:45406", - "right": "issue:45632", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Gemma4Processor _tokenizer crash in serve is unrelated to trust_remote_code cache directory collisions." + "reason": "One is a missing dependency symbol during processor loading; the other is a missing processor attribute in serve." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "A stale warning in paged generate() and a Whisper failure after align_special_tokens are different generation issues." + "reason": "Embedding dtype drift in evaluation is unrelated to tensor-parallel OOM on a large Qwen2 model." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." + "reason": "Gradient checkpointing in eval mode and checkpoint key mismatch are different trainer behaviors." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Phi-4 multimodal loading failure and stale auto_mappings references to removed configs are different model/config maintenance issues." + "reason": "Embedding dtype changes and multimodal token counting bugs do not share the same underlying defect." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Metric gathering dropping tuple labels and auxiliary-loss normalization are unrelated training/eval bugs." + "reason": "Tokenizer special-token registration and FastSpeech2Conformer auto-loading are distinct tokenizer issues." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention loading failures for Ministral-3 are different behaviors in different code paths." + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "A stale CI test failure in GraniteSpeech is not the same as a real model-loading regression." + "reason": "Qwen3 device-mapping CUDA assert is a different failure than Gemma4 multi-GPU OOM." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Processor.tokenizer passthrough regression and resize_token_embeddings not updating decoder.embed_tokens are distinct model API bugs." + "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Different failing models and different failure modes; both are loading issues but not duplicates." + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are different model bugs." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Chunked-prefill cache behavior and ANSI output formatting have no substantive overlap." + "reason": "Trainer NoneType broadcast error has no connection to the CLIP MacOS bus error." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Notebook syntax error vs. feature-extraction bug; unrelated." + "reason": "BEIT reduce_labels behavior is unrelated to LayoutLMv2Tokenizer NER/padding crashes." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Unrecognized model config and PIL image processor torchvision dependency are unrelated." + "reason": "Flash-attention generation failure is unrelated to the category-count RuntimeError." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "One is Qwen3VL model loading in v5.0.0.dev0; the other is incorrect save_pretrained output for Qwen3.5 in v5.4.0. Same family, different bug." + "reason": "A missing Qwen2.5-VL export is not the same as a generic dependency issue." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings cleanup are unrelated." + "reason": "Image label reduction and float16 CUDA loss crashes are different subsystems." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43526", + "right": "issue:44610", "accept": false, - "reason": "Missing TensorFlow in a torch extra install and a generic dependency issue are not the same concrete problem." + "reason": "BEIT label processing is unrelated to OmDet-Turbo image-size output mismatch." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and documentation mismatch for return_all_scores are unrelated." + "reason": "Audio chat-template sampling-rate defaults and unsupported feature-extractor args are separate processor bugs." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Token embedding resize behavior and Whisper empty-transcription generation failure do not share a code path." + "reason": "Tokenizer loading failure and bf16 dtype mismatch in inference are unrelated." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Unused SGD args and a tied-embeddings warning are different optimizer/model-config issues." + "reason": "Fine-grained FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + "reason": "Both mention flash attention, but one is model generation failure and the other is an integration crash on None auxiliary state." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Load-balancing loss omission and Gemma4 mm_token_type_ids defaults are different model-training concerns." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window attention are distinct issues." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Unrecognized model type in config and AutoModelForCausalLM not unwrapping text_config are distinct config-loading failures." + "reason": "Qwen3.5 recurrent-state cache reset and Whisper batch_decode behavior are unrelated." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "A docs/behavior mismatch for pipelines is unrelated to model recognition/config parsing." + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are different failure classes." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are unrelated bugs." + "reason": "LayoutLMv3 box-validation messaging and output-embedding reinitialization are not the same bug." } ] }, @@ -9620,296 +7070,283 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 30, + "review_unit_index": 26, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ + "issue:28218", + "issue:29127", "issue:32090", - "issue:35141", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", "issue:38175", "issue:39692", - "issue:41950", - "issue:42994", - "issue:43065", + "issue:41628", + "issue:42907", "issue:43295", - "issue:43299", - "issue:43317", - "issue:43388", - "issue:43441", - "issue:43450", - "issue:43479", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", "issue:43525", - "issue:43650", - "issue:43824", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43761", "issue:43827", - "issue:43854", - "issue:43901", - "issue:43976", - "issue:44016", - "issue:44062", - "issue:44261", - "issue:44263", - "issue:44279", - "issue:44297", - "issue:44351", - "issue:44462", - "issue:44466", - "issue:44521", - "issue:44617", - "issue:44683", - "issue:44779", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", "issue:44898", - "issue:44933", - "issue:44987", - "issue:45020", - "issue:45081", - "issue:45276", - "issue:45278", + "issue:44964", + "issue:44977", + "issue:45216", "issue:45290", - "issue:45325", - "issue:45405", - "issue:45542", - "issue:45600", - "issue:45712" + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803" ], "soft_pairs": [ - "issue:41950|issue:45020", - "issue:44016|issue:44062", - "issue:44351|issue:45278", - "issue:43976|issue:45405", - "issue:43388|issue:43827", - "issue:43479|issue:43525", - "issue:43824|issue:44933", - "issue:44683|issue:45542", - "issue:44279|issue:45405", - "issue:43299|issue:43854", - "issue:38175|issue:44617", - "issue:32090|issue:35141", - "issue:39692|issue:43901", - "issue:43295|issue:44779", - "issue:41950|issue:43650", - "issue:44462|issue:45081", - "issue:44297|issue:44462", - "issue:44521|issue:45325", - "issue:43976|issue:44279", - "issue:43976|issue:44987", - "issue:45600|issue:45712", - "issue:44462|issue:44779", - "issue:43450|issue:44279", - "issue:42994|issue:43317", - "issue:43065|issue:44898", - "issue:44466|issue:45276", - "issue:44261|issue:44263", - "issue:43650|issue:45290", - "issue:43441|issue:44683" + "issue:44442|issue:45803", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:43575|issue:44387", + "issue:33357|issue:38175", + "issue:44977|issue:45584", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:28218|issue:29127", + "issue:44479|issue:45290", + "issue:28218|issue:32090", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:43761|issue:44188", + "issue:34689|issue:43611", + "issue:43931|issue:45216", + "issue:44442|issue:44898", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:43295|issue:45584", + "issue:43316|issue:45759", + "issue:44568|issue:45479", + "issue:41628|issue:45372", + "issue:43720|issue:44442" ], - "prepared_review_unit_hash": "8b0d249a1a2c58ff7482dadab0b5ad23c2d8dea12a36e951b176c25a7357dc93", + "prepared_review_unit_hash": "b79183af6913c983695f6c085b4dca33e051efbd74ae60ea3d3c1dff61d36c6c", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35832, - "estimated_input_tokens": 8958, - "estimated_eval_tokens": 18172 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges look like broad topical similarity rather than the same underlying bug/change. The set is heterogeneous across unrelated models, tokenizer, config, docs, quantization, and pipeline issues, so I would not merge any pair as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue stands out: the items span many distinct bug reports and documentation regressions with different code paths and symptoms.", + "summary": "This cluster does not look like a true duplicate set: the issues span many unrelated subsystems and model-specific regressions. I rejected all soft-edge candidates.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items cover unrelated bugs/regressions across tokenization, multimodal loading, quantization, config APIs, docs, and runtime crashes.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue candidate for a duplicate cluster; the apparent matches are only broad subsystem overlap, not the same concrete failure.", + "best_issue_reason": "No single issue is a good global representative because the cluster is heterogeneous rather than one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video-classification pipeline processor lookup and remote_code loading failures are different bugs in different paths." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error and AddedToken keyword-argument TypeError are unrelated failure modes." - }, - { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Missing HybridCache import and broad post-upgrade import errors are not the same concrete issue." + "reason": "Different components and failure modes: tokenizer loading vs a bare-except bug in Fuyu tensor conversion." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Python version compatibility and an unreleased PEFT version pin are separate dependency problems." + "reason": "Both touch initialization, but one is a broad 5.0 custom model init regression while the other is a specific patchtsmixer post_init policy issue." }, { - "left": "issue:43388", - "right": "issue:43827", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Metric-gathering label truncation and docs still mentioning pipeline() are unrelated." + "reason": "Unrelated paths: gguf loading in tokenizer/model loaders vs flash-attention crashing on sink-less models." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Default multimodal config initialization and missing pad_token_id are different config bugs." + "reason": "Both mention OOM, but the causes differ: tensor-parallel model load OOM vs increased CUDA reserved memory under int4 quantization." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "These are both import errors, but for different missing symbols and different root causes." + "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero probabilities on SigLIP2." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "flex_attention failures on torch>=2.9 and TensorBoard/TensorFlow backend issues are unrelated." + "reason": "Different code paths: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Generic dependency trouble does not match the specific PEFT version bump regression." + "reason": "Different model families and bugs: Phi-4 multimodal loading vs DeepseekV3MoE implementation divergence." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Qwen3VL MoE loading and GLM-4.7 test loading failures are model-specific and not the same bug." + "reason": "Both are config/API mismatches, but for different models and different missing attributes; not the same underlying bug." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and SAM3 video OOM are different symptoms and code paths." + "reason": "Model output regression vs generic ModelOutput key assignment bug; related area but not clearly the same concrete defect." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "Trainer NoneType broadcast error and embedding reinitialization after resize are unrelated training/model-init bugs." + "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message clarity; no shared underlying issue." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example/model mismatch and the other is a text-classification API docs mismatch." + "reason": "Different regressions: multimodal video input handling vs chat template/tool-call crash." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Custom-model processor/tokenizer regression and Deepseek tokenizer output corruption are distinct tokenizer issues." + "reason": "Tokenizer spacing issue and Trainer GPU broadcast NoneType error are unrelated." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "A pipeline processor bug and a low-signal placeholder issue are clearly unrelated." + "reason": "Both involve save/load, but one is dequantized model saving and the other is loading the wrong custom module after save_pretrained." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are different loading/patching failures." + "reason": "OOM in DeepSpeed Adafactor is unrelated to TrainerState token-count tracking." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Tokenizer class serialization mismatch and repository tokenizer.json selection are related only broadly, not the same bug." + "reason": "Hidden-states regression and attention-kernel divergence on torch.compile are different code paths and symptoms." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "All-zero assistant masks and Qwen2.5-VL rope-index scaling are different multimodal behaviors." + "reason": "Both are loading regressions, but they concern different model-loading mechanisms and different root causes." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Python support regression and a generic dependency issue are not the same concrete problem." + "reason": "Weight-shape mismatch at load time is not the same as incorrect checkpoint saving in save_pretrained." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Python-version compatibility and loading physical-intelligence/fast are unrelated regressions." + "reason": "Different vision-model failures: tokenizer loading vs Perceiver interpolation at non-default resolution." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "Removed Sam3LiteText mappings and leftover dummy classes are separate repo-maintenance issues." + "reason": "Docs/example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings during mixed-length batching." }, { - "left": "issue:44462", - "right": "issue:44779", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "AutoTokenizer preferring tokenizer.json and Deepseek tokenizer incorrect results are different tokenizer bugs." + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are separate problems." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Video processor batch-shape bug and generic dependency issue have no shared code path." + "reason": "Implementation discrepancy in SigLIP2 is unrelated to docs still using removed pipeline() calls." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "Quantized model saving and dequantized model loading/offload are different stages of the model lifecycle." + "reason": "Different model internals: torch.compile SDPA failure in Bamba vs recurrent-state reset in Qwen3.5 modular code." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:43295", + "right": "issue:45584", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver interpolation failures are unrelated vision-model issues." + "reason": "Processor/tokenizer regression is unrelated to Whisper empty-transcription handling." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "lm_head serialization depending on device and Gemma4 resize_token_embeddings not updating outputs are not the same bug." + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is Qwen multimodal config unwrapping." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "MLA layernorm epsilon precision discussion and GlmMoeDsaIndexer torch.split return values are unrelated." + "reason": "Tokenizer special-token behavior is unrelated to the degenerate zero-loss classification issue." }, { - "left": "issue:43650", - "right": "issue:45290", + "left": "issue:41628", + "right": "issue:45372", "accept": false, - "reason": "A placeholder issue and a chat-template tool-call crash are clearly unrelated." + "reason": "Both are import/load failures, but they involve different missing symbols and different modules." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Both mention attention backends, but one is a model-specific FlashAttention failure and the other is a compiled flex_attention torch-version regression." + "reason": "BitNet packed-weight loading is unrelated to FastSpeech2ConformerTokenizer AutoTokenizer loading." } ] }, @@ -9924,296 +7361,296 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 31, + "review_unit_index": 27, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:16998", - "issue:22355", - "issue:41628", - "issue:42491", - "issue:43122", - "issue:43262", - "issue:43299", - "issue:43352", - "issue:43450", + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", "issue:43475", - "issue:43525", - "issue:43650", - "issue:43653", - "issue:43673", - "issue:43723", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", "issue:43761", - "issue:43784", - "issue:43881", - "issue:43901", - "issue:43976", - "issue:43994", - "issue:44016", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:44077", "issue:44162", - "issue:44188", - "issue:44242", - "issue:44246", - "issue:44291", - "issue:44295", - "issue:44297", - "issue:44336", - "issue:44361", - "issue:44373", + "issue:44190", + "issue:44479", "issue:44496", - "issue:44521", - "issue:44589", + "issue:44514", "issue:44617", - "issue:44623", - "issue:44671", - "issue:44749", - "issue:44779", - "issue:44987", - "issue:45250", - "issue:45362", - "issue:45397", - "issue:45542", - "issue:45593", - "issue:45759" - ], - "soft_pairs": [ - "issue:44623|issue:45397", - "issue:43723|issue:44162", - "issue:44623|issue:44749", - "issue:43653|issue:45593", - "issue:43784|issue:45542", - "issue:44671|issue:44779", - "issue:43122|issue:43650", - "issue:43901|issue:43994", - "issue:44361|issue:45593", - "issue:44987|issue:45542", - "issue:44016|issue:44291", - "issue:43262|issue:44521", - "issue:44297|issue:45397", - "issue:43475|issue:44016", - "issue:44188|issue:44336", - "issue:43673|issue:43761", - "issue:43525|issue:45759", - "issue:43525|issue:43881", - "issue:43450|issue:44617", - "issue:44589|issue:45362", - "issue:42491|issue:43299", - "issue:43901|issue:44246", - "issue:41628|issue:43976", - "issue:44336|issue:44373", - "issue:16998|issue:22355", - "issue:44242|issue:45593", - "issue:43352|issue:45250", - "issue:44295|issue:45397", - "issue:44246|issue:44496" + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45656" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:43381|issue:43856", + "issue:44077|issue:44479", + "issue:33290|issue:45656", + "issue:44855|issue:45137", + "issue:29127|issue:33357", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:43381|issue:43742", + "issue:42175|issue:43316", + "issue:33290|issue:34689", + "issue:43404|issue:43441", + "issue:25251|issue:28282", + "issue:44162|issue:44792", + "issue:43232|issue:43388", + "issue:43295|issue:43825", + "issue:41950|issue:43475", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:45127|issue:45200", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:33290|issue:35141", + "issue:43065|issue:44617", + "issue:43761|issue:44479" ], - "prepared_review_unit_hash": "26310a68113ff8f3725a4ea32eb3c40e6be11162669adc894ea15b41f864cae8", + "prepared_review_unit_hash": "89de60e7e45dfb52dd3f82fbfd4cbc0e2ee8da9e1af3f23306434b221258baa7", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35505, - "estimated_input_tokens": 8877, - "estimated_eval_tokens": 18010 + "serialized_chars": 35880, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of largely unrelated Transformers issues, with no strong duplicate pairs. The closest theme is v5 loading/tokenizer regressions, but the soft edges still don\u2019t line up to the same concrete bug.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43723 is the best representative because it is a broad v5 tokenizer-loading regression, which is more central and general than the other highly model-specific or docs-only issues.", + "summary": "This cluster is mostly a collection of unrelated Transformers bugs and regressions; the soft-similarity scores are driven by shared subsystem vocabulary, not the same underlying defect. No duplicate pair is convincing enough to merge, and issue 43825 is the most representative user-facing regression if one issue must stand in for the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43825 is the broadest, clearest, and most user-facing regression in the set, so it is the best single representative issue if a canonical issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest cluster anchor for the same reason: it captures the widest, most generic failure mode in the set.", + "best_issue_reason": "Issue 43825 is the most actionable and reusable summary of a concrete regression; it has a clear failure mode and affects a common pipeline path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Processor save_pretrained file omissions and gemma-4 zero3 from_pretrained failures are different code paths and different models." + "reason": "Both are config-related, but one is a trust_remote_code loading omission and the other is a GPTNeoX config field reload bug; different code paths and fixes." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated subsystems with no shared concrete bug." + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different failure modes with different root causes." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "A missing processor file bug and a data-filtering slowdown are unrelated." + "reason": "Local dataset loading failure is unrelated to the unrecognized model/config.json model_type error." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and D-FINE auxiliary-loss behavior are unrelated model bugs." + "reason": "Model-loading regression and GenerationMixin import error are separate import/model initialization problems." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Both are import-time failures, but one is a missing nn symbol and the other is a missing tf backend; different causes and paths." + "reason": "Quantized offloading behavior and Gemma eos_token_id mismatch are distinct bugs." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43381", + "right": "issue:43856", "accept": false, - "reason": "CamemBERT MLM prediction errors and Deepseek tokenizer regressions are different model/tokenizer issues." + "reason": "Eval-mode gradient checkpointing limitation is unrelated to Qwen3 MoE memory usage during training." }, { - "left": "issue:43122", - "right": "issue:43650", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Tokenizer output changes across versions and an unrelated placeholder issue are not the same bug." + "reason": "Optional post_init validation and a video-input regression in Qwen models are not the same bug." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Docs mentioning return_all_scores and a bad SigLIP2 inference result are unrelated." + "reason": "Both mention DeepSpeed, but OOM with Adafactor and double optimizer.step calls are different concrete issues." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "MLukeTokenizer AttributeError and D-FINE loss omission are unrelated." + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to the ZeRO3 empty deque crash." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Model loading failure and TensorFlow backend import error are different problems." + "reason": "LayoutLMv3 box-content messaging and MacOS CLIP bus error have no shared underlying defect." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." + "reason": "Gemma3TextConfig API inconsistency and granite_speech strict config loading are separate config-design issues." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is assistant-mask generation; not the same bug." + "reason": "Qwen3OmniMoe video input validation and Qwen2_5_VL batched chat template padding behavior are different code paths." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43381", + "right": "issue:43742", "accept": false, - "reason": "Tokenizer metadata saved incorrectly and gemma-4 loading failure are unrelated." + "reason": "Gradient checkpointing in eval mode and MobileLLM-125M key error are unrelated." }, { - "left": "issue:43475", - "right": "issue:44016", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "SAM3 video encoder attribute failure and a notebook syntax error are unrelated." + "reason": "Packaging/backend dependency mismatch is unrelated to a Gemma3TextConfig API discrepancy." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Torch.compile attention-kernel divergence and ANSI code output formatting are unrelated." + "reason": "DeepSpeed OOM and Llama 3.2 Vision model loading breakage are not the same defect." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Generation cache missing and CLIP hidden_states regression are different code paths and models." + "reason": "Untied lm_head weights and FlashAttention failure in Ministral-3 are different model-specific bugs." }, { - "left": "issue:43525", - "right": "issue:45759", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and text_config unwrapping for Qwen multimodal configs are different config-loading bugs." + "reason": "Pipeline top_k shape regression and missing PyTorch ImportError are entirely unrelated." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Llama4Config pad_token_id and glm-4v-9b loading failures are unrelated model-specific issues." + "reason": "ESM2 model breakage and janus image-generation test failure are different model regressions." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "A batched video shape bug and CUDA OOM are not the same underlying issue." + "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are unrelated training/eval bugs." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." + "reason": "Both are v5 regressions in user-facing APIs, but one is processor/tokenizer image handling and the other is an incorrect pipeline translation message." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Both mention Qwen3 MoE compatibility, but one is LoRA cross-version incompatibility and the other is a model-loading regression; not the same concrete bug." + "reason": "Video-classification pipeline processor selection and Sam3VisionEncoderOutput missing attribute are different issues." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "A documentation mismatch and slow import are unrelated." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are not the same bug." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "AutoImageProcessor import failure and Python version incompatibility are different issues." + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are unrelated." + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model behaviors." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "A model_max_length question and a missing transformers.onnx module are unrelated." + "reason": "CPU offload device mismatch and checkpoint resume key mismatch are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Both are missing-loss complaints, but they affect different models and different flags, so they are not the same bug." + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are separate configuration/API issues." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "A specific model not supporting Flash Attention 2 and a generic Flash Attention topic are not duplicate bugs." + "reason": "DeepSpeed optimizer OOM and token-embedding resize reinitialization are different bugs." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "position_ids buffer access errors and gemma-4 loading failures are unrelated." + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same underlying problem." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Slow import and unrecognized model config are unrelated issues." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are unrelated model-family bugs." } ] }, @@ -10228,303 +7665,283 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 32, + "review_unit_index": 28, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:36246", - "issue:41950", - "issue:42757", + "issue:41720", + "issue:42617", "issue:43065", - "issue:43232", - "issue:43257", - "issue:43262", - "issue:43408", - "issue:43441", - "issue:43526", - "issue:43540", - "issue:43596", + "issue:43335", + "issue:43452", + "issue:43575", + "issue:43646", "issue:43673", - "issue:43824", - "issue:43901", - "issue:43976", - "issue:44162", - "issue:44220", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", "issue:44242", - "issue:44246", - "issue:44295", - "issue:44336", - "issue:44351", - "issue:44451", - "issue:44485", + "issue:44464", + "issue:44479", "issue:44496", - "issue:44561", - "issue:44749", - "issue:44779", - "issue:44857", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", "issue:44871", - "issue:44877", - "issue:44964", - "issue:44987", - "issue:44995", - "issue:45003", - "issue:45137", - "issue:45200", - "issue:45292", - "issue:45362", - "issue:45375", - "issue:45459", - "issue:45561", - "issue:45563", - "issue:45584", - "issue:45701", - "issue:45759" - ], - "soft_pairs": [ - "issue:41950|issue:44220", - "issue:36246|issue:42757", - "issue:44336|issue:44485", - "issue:36246|issue:44351", - "issue:43673|issue:44561", - "issue:43824|issue:43976", - "issue:43976|issue:44964", - "issue:44242|issue:44857", - "issue:44246|issue:44871", - "issue:44162|issue:45200", - "issue:45362|issue:45375", - "issue:44295|issue:44749", - "issue:43441|issue:43540", - "issue:44779|issue:45292", - "issue:44877|issue:45375", - "issue:45292|issue:45584", - "issue:45292|issue:45701", - "issue:44987|issue:45459", - "issue:43901|issue:45003", - "issue:36246|issue:43596", - "issue:41950|issue:44451", - "issue:45561|issue:45563", - "issue:43232|issue:44336", - "issue:45375|issue:45759", - "issue:43526|issue:45003", - "issue:43065|issue:43408", - "issue:43257|issue:45137", - "issue:44995|issue:45200", - "issue:44496|issue:45003", - "issue:43262|issue:44246" + "issue:44913", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:44936|issue:45698", + "issue:43646|issue:44913", + "issue:42617|issue:43575", + "issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44617|issue:45584", + "issue:43827|issue:43994", + "issue:44792|issue:44977", + "issue:43906|issue:45290", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44938|issue:45542" ], - "prepared_review_unit_hash": "bdc3258bef6598236cfe97fb9576a559bae27a57c668d50f5fea982738e81f85", + "prepared_review_unit_hash": "b750514a03f4dfec3ad47cd07b534730bea95f8163dcf026739261ec9fc4938f", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36008, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35823, + "estimated_input_tokens": 8956, + "estimated_eval_tokens": 18168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of distinct Transformers bugs (imports, configs, generation, model-specific regressions). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them; 43824 is the strongest representative issue by signal and impact.", - "confidence": 0.38, - "canonical_issue_reason": "issue:43824 has the strongest discussion/inbound-reference signal and is a clear, user-facing regression in model import/export behavior, making it the best anchor among this mixed set.", + "summary": "This cluster is heterogeneous: the soft-similarity links mostly connect unrelated issues that only share a broad subsystem (v5 regressions, model loading, chat templates, multimodal/video). None of the candidate pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the linked items span distinct bugs across unrelated code paths, and the soft pairs are thematic rather than true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the clearest, highest-signal issue in the cluster and most suitable as the representative duplicate target.", + "best_issue_reason": "No best issue among these for duplicate consolidation; choosing one would be arbitrary because the items are not the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Different subsystems: video-classification pipeline processor selection vs audio feature extraction." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Both are ImportError reports, but for different missing symbols and unrelated code paths." - }, - { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "ANSI color handling in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "Both involve cache behavior in v5, but they describe different failures and likely different code paths: chunked prefill cache missing vs recurrent state reset when seq_len>1." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Different missing imports: Qwen2.5-VL image processor vs HybridCache." + "reason": "One is about gguf_file breaking AutoTokenizer/AutoModel loading, the other is a config.json missing model_type. Related loading failures, but not the same bug." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Generation cache/chunked_prefill issue is unrelated to trust_remote_code breakage from a removed utility." + "reason": "Different models and errors: tensor-parallel OOM for Qwen2-57B vs a key error loading MobileLLM-125M." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44936", + "right": "issue:45698", "accept": false, - "reason": "Qwen2.5-VL import failure is unrelated to the Python version compatibility regression." + "reason": "trainer.evaluate() after train() is a trainer lifecycle bug; from_pretrained loading the wrong custom module after save_pretrained is a separate serialization/loading issue." }, { - "left": "issue:43976", - "right": "issue:44964", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Python version support problem vs model-loading failure for a specific checkpoint." + "reason": "Transformers 5 custom model initialization breakage is broader and unrelated to GPTNeoXConfig rotary_pct reverting on reload." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Different bugs in different model losses; no shared failing code path." + "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different problems with no shared code-path evidence." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Import slowdown is unrelated to eos_token_id configuration mismatch." + "reason": "CLIPVisionModel hidden_states regression and MoE load-balancing loss omission are separate model-forward issues." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43575", + "right": "issue:43873", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific issues." + "reason": "Both mention memory/placement concerns, but tensor-parallel OOM and quantization offloading not working are distinct issues." }, { - "left": "issue:45362", - "right": "issue:45375", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Qwen3.5 chat crash and missing config field in Qwen3_5MoeVisionConfig are not the same defect." + "reason": "patchtsmixer post_init allowance and non-persistent buffer junk in v5 are unrelated initialization/state bugs." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Position_ids buffer error is unrelated to the reported slow filtering after upgrade." + "reason": "Qwen3-VL weight shape mismatch is a loading/shape issue; the tied-weights warning in Qwen3-Next is a different config/tying bug." }, { - "left": "issue:43441", - "right": "issue:43540", + "left": "issue:44464", + "right": "issue:44871", "accept": false, - "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-input ValueError are different code paths." + "reason": "Chunked generation inconsistencies with compiled forward are unrelated to Gemma-3 eos_token_id config mismatch." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated." + "reason": "One is a video-input regression across Qwen VL variants; the other is a serve KV-cache continuation tensor-indexing bug." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Strict config loading failure for granite_speech is not the same as a silently dropped Qwen3_5MoeVisionConfig field." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch affect different models and layers." }, { - "left": "issue:45292", + "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug is unrelated to Whisper empty-transcription generation failure." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated failures." }, { - "left": "issue:45292", - "right": "issue:45701", - "accept": false, - "reason": "Output embedding resize bug is not the same as version-dependent tokenization changes." - }, - { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Model load failure for physical-intelligence/fast is unrelated to protobuf error masking." + "reason": "Docs still referencing pipeline() after removal is documentation drift, not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Docs/behavior mismatch in text classification is unrelated to unsafe sys.modules access." + "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation bug are different model-specific issues." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Qwen2.5-VL import error and DeepSpeed ZeRO3 BertModel IndexError are unrelated." + "reason": "An isolated reproduction of issue 38071 is too generic to merge with a specific apply_chat_template tool-call crash without explicit matching behavior." }, { - "left": "issue:41950", - "right": "issue:44451", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Video-classification processor lookup and ScandiBERT loading failure do not share the same code path." + "reason": "Non-persistent buffers being filled with junk and GPTNeoX rotary_pct not persisting on reload are separate config/state problems." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "xdist file-race bug is unrelated to the stale num_return_sequences warning." + "reason": "Local dataset loading in run_image_classification_no_trainer.py is unrelated to loading the Phi-4 multimodal model." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Generation kwargs update bug is unrelated to terminal ANSI output handling." + "reason": "Qwen3 auto device mapping cudaErrorAssert and the 2^24 category limit error are different runtime failures." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Missing config field in Qwen3_5MoeVisionConfig and text_config unwrapping in AutoModelForCausalLM are different composite-model loading bugs." + "reason": "A janus test failure and stale auto_mappings entries for removed Sam3LiteText configs are not the same bug." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access." + "reason": "Python 3.13 IndentationError in DebertaV2Model and flash_attention.py crashing on s_aux=None are unrelated." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video vs sam3_tracker warning are distinct SAM3 issues." + "reason": "XLNet CPU-side arange/device bug and a bare-except swallowing errors in FuyuBatchFeature are different code paths." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the ZeRO3 deque pop error." + "reason": "All-zero assistant masks in multimodal chat templating and incorrect vision_position_ids in Qwen2.5-VL video input are distinct multimodal bugs." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "GlmMoeDsa stale indexer cache and Gemma 4 token-type defaults are unrelated." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are separate serialization/model-weight issues." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Unrecognized model loading and unsafe sys.modules access are different failures." + "reason": "SwitchTransformers sparse-layer config regression and a Python 3.13 IndentationError in DebertaV2Model are unrelated." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Audio chat template sampling-rate default bug is unrelated to import-time slowdown." + "reason": "Python 3.14 import failure and the undefined tf backend error from installing tensorboard without TensorFlow are different environment/setup problems." } ] }, @@ -10539,318 +7956,436 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 33, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:44077|issue:44877", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:44496|issue:45803", + "issue:43761|issue:44743", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:43650|issue:44220", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:43295|issue:45276", + "issue:43116|issue:44190", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:44933|issue:45362", + "issue:36246|issue:41628", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:43404|issue:45216", + "issue:44683|issue:45446", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:45563|issue:45584", + "issue:44964|issue:45600" + ], + "prepared_review_unit_hash": "85e22a794c5bd45382b593ba7346db5b06df745c3ac150d13cf001b51b11f0d5", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 30, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:28282", - "issue:30990", - "issue:41628", - "issue:42371", - "issue:42886", - "issue:42994", - "issue:43232", - "issue:43452", - "issue:43475", - "issue:43482", - "issue:43540", - "issue:43643", - "issue:43646", - "issue:43653", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", "issue:43673", + "issue:43688", + "issue:43824", "issue:43827", - "issue:43931", - "issue:44038", - "issue:44060", - "issue:44077", - "issue:44162", - "issue:44297", - "issue:44361", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", "issue:44368", - "issue:44466", - "issue:44623", - "issue:44734", - "issue:44749", - "issue:44869", + "issue:44496", + "issue:44683", "issue:44933", - "issue:44977", - "issue:44995", - "issue:45003", - "issue:45092", - "issue:45137", - "issue:45229", - "issue:45230", - "issue:45310", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", "issue:45335", - "issue:45356", - "issue:45381", - "issue:45397", - "issue:45459", - "issue:45561", - "issue:45563", - "issue:45588", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", "issue:45600", - "issue:45656" + "issue:45759", + "issue:45823" ], "soft_pairs": [ - "issue:42886|issue:45229", - "issue:43475|issue:43540", - "issue:44466|issue:45335", - "issue:44995|issue:45588", - "issue:43653|issue:44162", - "issue:45397|issue:45656", - "issue:44368|issue:44977", - "issue:44368|issue:45563", - "issue:44060|issue:44077", - "issue:45137|issue:45600", - "issue:43673|issue:44734", - "issue:45003|issue:45561", - "issue:43931|issue:44368", - "issue:44933|issue:45459", - "issue:44869|issue:45356", - "issue:44297|issue:44623", - "issue:43646|issue:44162", - "issue:44361|issue:44749", - "issue:43232|issue:43673", - "issue:43452|issue:45003", - "issue:44623|issue:45656", - "issue:43673|issue:43827", - "issue:28282|issue:30990", - "issue:42994|issue:43482", - "issue:44749|issue:45656", - "issue:44749|issue:45310", - "issue:43475|issue:43643", - "issue:45230|issue:45397", - "issue:44038|issue:44623", - "issue:42371|issue:45092", - "issue:43475|issue:45381", - "issue:41628|issue:44933" + "issue:41950|issue:44016", + "issue:43388|issue:43688", + "issue:44112|issue:44964", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43854|issue:44964", + "issue:44496|issue:45042", + "issue:44016|issue:44220", + "issue:43531|issue:45600", + "issue:43299|issue:45216", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:45335|issue:45584", + "issue:43381|issue:45593", + "issue:44075|issue:44368", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:43901|issue:44496", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:44016|issue:44062", + "issue:43388|issue:43827", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:43824|issue:44933", + "issue:43577|issue:45216", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:44279|issue:45405" ], - "prepared_review_unit_hash": "6cd56be695765442c277eab541594aee39ea136de53a3acedb19218a4d191a22", + "prepared_review_unit_hash": "2d59860833a80507eed447889fa5754482b8deadbb0ceba57291e2fe5e618cc0", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37130, - "estimated_input_tokens": 9283, - "estimated_eval_tokens": 18822 + "serialized_chars": 37235, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of Transformers regressions and incompatibilities, mostly unrelated concrete bugs. The broadest and most representative issue is the v5 custom model initialization regression.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43646 is the most general, high-level regression in the set and best matches the common theme of Transformers v5 breaking model initialization paths.", + "summary": "These items are mostly unrelated regression reports that only share broad Transformers/model-loading vocabulary. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set: it describes recent Transformers versions breaking models that rely on remote_code, which is the closest high-level representative of several load/compatibility complaints here. It is still not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best cluster representative because it is broad, user-facing, and covers a core v5 breakage rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45020 is the best single issue to represent the cluster because it is the most general compatibility/regression report and could subsume a few of the model-loading breakages, but only at a very coarse level.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failure modes." + "reason": "Image/video pipeline processor lookup is unrelated to a notebook syntax error." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Different models and different code paths: SAM3 vision encoder attribute error vs Qwen3OmniMoe video-input validation." + "reason": "One is a metrics collation bug; the other is auxiliary-loss normalization. Different code paths and symptoms." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Both mention embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings; not the same bug." + "reason": "CI stale-test failure is not the same as a Phi-4 multimodal model loading bug." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to flash_attention.py crashing on sink-less models." + "reason": "Processor/tokenizer regression and resize_token_embeddings affecting decoder embeddings are distinct bugs." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model bugs." + "reason": "Saving dequantized Ministral models and FlashAttention load failures are different failures." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and a double optimizer step under deepspeed are different DeepSpeed problems." + "reason": "Generation cache/chunked_prefill issue is unrelated to ANSI formatting in loading_report." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "A tied-embeddings warning in Qwen3.5 and a flash-attention generation bug are not the same underlying issue." + "reason": "Different model families and different load failures; only the general theme matches." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Both involve warnings, but one is a tied-weights config warning and the other is a stale num_return_sequences warning in paged generate." + "reason": "Model config recognition and PIL/torchvision dependency handling are unrelated." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy are unrelated." + "reason": "Notebook syntax error has nothing to do with fbank feature extraction." }, { - "left": "issue:45137", + "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to removed Sam3LiteText config references in auto_mappings.py." - }, - { - "left": "issue:43673", - "right": "issue:44734", - "accept": false, - "reason": "Both are generation/cache related, but chunked_prefill cache missing and /v1/responses KV indexing are distinct concrete bugs." + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are separate problems." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to the xdist captured_info.txt race in testing utils." + "reason": "Both involve Qwen 3.5/3.6 multimodal regressions, but one is load-time model loading and the other is save_pretrained serialization; not the same concrete bug." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Qwen3-VL weight-shape loading failure is not the same as a tied-embeddings warning in Qwen3.5." + "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs are unrelated." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "A missing image_utils import and tokenizer protobuf error handling are different import/tokenizer issues." + "reason": "Missing TensorFlow backend in a torch install and a generic dependency issue are not the same bug." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer codec regression are separate tokenizer bugs." + "reason": "Embedding resize bug in t5gemma is unrelated to Whisper generation after align_special_tokens." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer save_pretrained writing the wrong tokenizer_class is distinct from processor.save_pretrained missing files." + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary losses are unrelated." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Both are broad breakage reports, but ESM2 likely has its own model-specific failure mode rather than the same custom-init regression." + "reason": "Unused SGD optimizer args and a tie_word_embeddings warning are different issues." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "MLukeTokenizer task failures and Chinese preprocessing slowdown after upgrade are unrelated." + "reason": "One is a loading regression; the other is incorrect visual-encoder keys on save_pretrained. Related family, different code-path." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Both touch generation internals, but sync_gpus model-kwarg updating and chunked_prefill cache handling are different code paths." + "reason": "Unrecognized model config and from_config not unwrapping text_config are distinct config-handling bugs." }, { - "left": "issue:43452", - "right": "issue:45003", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "gguf_file loading regressions and sys.modules access safety are unrelated loader issues." + "reason": "Docs mentioning return_all_scores do not duplicate a model import/config error." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Processor serialization and double optimizer stepping are unrelated subsystems." + "reason": "Router-logits auxiliary loss handling is unrelated to mm_token_type_ids defaulting." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "A runtime cache bug and a docs-only pipeline reference issue are not the same change or bug." + "reason": "Missing HybridCache import and broad import errors after version upgrade are not the same concrete defect." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers hanging during load are different environment/runtime problems." + "reason": "Notebook syntax error and AddedToken argument conflict are unrelated." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43388", + "right": "issue:43827", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure in v5 are separate model I/O bugs." + "reason": "Metric gathering bug and stale docs references to pipeline() are different classes of issue." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Data filtering slowdown after upgrade is unrelated to deepspeed optimizer stepping twice." + "reason": "Python version compatibility and an unreleased peft minimum version are unrelated dependency problems." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Preprocessing slowdown and Qwen3.5 MoE from_pretrained error are different regressions." + "reason": "Pipeline processor lookup and remote_code regression share only a vague release-breakage theme, not the same bug." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "SAM3 video attribute error and trust_remote_code AutoConfig field loss are unrelated." + "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are distinct config issues." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "A generic bug report is not the same as the Gemma-4 ZeRO3 loading issue." + "reason": "Specific missing Qwen2.5-VL import and a generic nonexistent import from image_utils are different import failures." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are unrelated." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "TF32 API-settings documentation and InternVL2 meta-init incompatibility are unrelated." + "reason": "flex_attention on torch>=2.9 and a TensorFlow backend packaging issue are not the same problem." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Different video-related bugs in different models; no shared underlying code-path is evident." + "reason": "Qwen3 VL/Qwen3.5 loading regressions and GLM-4.7-Flash unit-test loading failure are different models and failure modes." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Cannot import AutoImageProcessor and missing image_utils import are separate import-path breakages, not one bug." + "reason": "Generic dependency issue and unreleased MIN_PEFT_VERSION bump are not duplicates." } ] }, @@ -10865,327 +8400,436 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 34, + "review_unit_index": 31, "review_unit_count": 45, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - 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"prepared_review_unit_hash": "6f3c1c1ae2dd4f60db6c41413d5bbc322ba4df79d5a615a44baf5e34146c0b04", + "prepared_review_unit_hash": "e723f1f1ba0b87294468bceebe16c4bdedbc7c7ef70f75e5a77fe3adee38ff80", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36753, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue cluster with two clear duplicate subclusters: Qwen3ForCausalLM VRAM leak and Qwen3.5 MoE from_pretrained errors. The rest are similar-looking but distinct regressions/import errors/docs issues, so they should not be merged.", - "confidence": 0.7, - "canonical_issue_reason": "issue:42673 is the strongest canonical candidate: it is the earlier, more active copy of the exact same VRAM-leak report as issue:43704, with a clearer duplicate signal than the rest of the cluster.", + "summary": "Most candidates are unrelated standalone bugs. Only one soft pair looks like the same underlying regression: missing Qwen2.5-VL exports causing import failures at different entry points.", + "confidence": 0.63, + "canonical_issue_reason": "Use issue:43824 as the canonical issue: it captures the broader, user-facing top-level `transformers` import failure for Qwen2.5-VL, which can subsume the companion submodule export problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best single issue in this set because it is an exact duplicate pair with a later clone (issue:43704) and has the strongest standalone discussion/reference activity. It is still only a partial representative of the broader heterogeneous cluster.", + "best_issue_reason": "issue:43824 is the best representative of the duplicate-like pair because it describes the public API break directly and is the clearest anchor for a single export-fix PR.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Different bugs: Mistral tokenizer regex crash vs auto-docstring annotation handling crash." - }, - { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Different failures: quantized save_pretrained vs missing pad_token_id on Llama4Config." + "reason": "Different bugs: attention-kernel divergence under `torch.compile` vs stray ANSI codes in loading reports." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same exact bug/title: Qwen3ForCausalLM VRAM leak in multi-threaded dataloader use." - }, - { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Different code paths: missing Sam3VisionEncoderOutput attribute vs add-new-model-like tokenizer mapping failure." + "reason": "Unrelated regressions: chunked-prefill cache handling vs CLIPVision hidden states not returned." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Same model family, but the reported problems differ: missing config field vs from_pretrained error; not enough to treat as one bug." + "reason": "Both mention `apply_chat_template`, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Different underlying issues: from_pretrained regression vs config-field omission/silent drop." + "reason": "Different failures: missing `pad_token_id` on Llama4Config vs glm-4v-9b loading failure." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Different bugs: accuracy drift with FineGrainedFP8 vs save_pretrained failure for FP8 MoE." + "reason": "Config attribute error vs `trust_remote_code` returning incomplete config fields are not the same bug." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Different models and symptoms; not the same underlying defect." + "reason": "Batched video-shape bug and SAM3Video CUDA OOM are different code-path problems." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different breakages." + "reason": "Float8 storage import error is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Saving FP8 MoE vs loading Qwen3.5 MoE are different concrete code paths." + "reason": "Both involve Qwen3 MoE models, but one is a LoRA compatibility regression and the other is model loading on v5 dev; too different to merge as one fix." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Unrelated issues: quantized saving failure vs missing Qwen2_5_VL import." + "reason": "Docs mismatch for `return_all_scores` is unrelated to intermittent import slowness." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Different model behavior bugs: batched padding-mask mismatch vs router loss omission." + "reason": "ANSI-code output bug vs wrong `position_ids` docstring." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Different areas: backend dependency packaging vs leftover dummy class cleanup." + "reason": "Missing `AutoImageProcessor` export is not the same as Python 3.9/3.10 compatibility breakage." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both are import regressions, but for different APIs and failure modes." + "reason": "DeBERTa `model_max_length` question is unrelated to missing `transformers.onnx` module." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Related Qwen model/version regressions, but not the same concrete bug." + "reason": "Both mention missing losses, but they affect different models and different loss mechanisms." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Unrecognized model/config issue vs xdist file race; unrelated." + "reason": "Specific Nemotron FlashAttention-2 unsupported error vs a generic Flash Attention topic." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Different subsystems entirely: multimodal model loading vs DeepSpeed ZeRO3 deque error." + "reason": "`position_ids` buffer access error and Gemma-4 ZeRO-3 loading are distinct issues." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Different failures: xdist capture-file race vs stale auto_mappings references." + "reason": "Import performance regression is unrelated to model-config `model_type` recognition." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Completely different bugs: loading hang vs token-embedding reinit on resize." + "reason": "Video-classification pipeline choosing image processors is unrelated to `_torch_extract_fbank_features()`." }, { - "left": "issue:43901", - "right": "issue:45561", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Docs mismatch vs test utility race; not the same issue." + "reason": "Loading-report ANSI output has nothing to do with GLM-5 RoPE implementation." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Both are tokenizer-related regressions, but they affect different behaviors and models." + "reason": "Qwen2.5-VL export failure and `huggingface_hub.is_offline_mode` import error are unrelated." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Generation kwargs bug vs a Janus model test failure; no concrete match." + "reason": "Missing Qwen2.5-VL image-processor export is unrelated to `HybridCache` import failure." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Different generation/attention code paths and symptoms." + "reason": "Cache handling regression is unrelated to removal of `is_torch_fx_available` for trust-remote-code models." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors." + "reason": "Qwen2.5-VL import/export failure is unrelated to Python version support." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "Attention-kernel divergence vs docstring typo; unrelated." + "reason": "Python 3.9/3.10 compatibility issue is unrelated to Phi-4 multimodal loading." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Both are import errors, but for different packages/symbols and likely unrelated." + "reason": "Import slowness and Gemma-3 eos token config mismatch are different problems." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Different issues: dtype change during eval vs DeepSpeed deque underflow." + "reason": "Missing load-balancing loss and LwDetr float16 AMP crash are unrelated." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:45362", + "right": "issue:45375", "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error." + "reason": "Qwen3.5 chat crash and missing `deepstack_visual_indexes` are both Qwen3.5-related, but they appear to be different bugs in different paths." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "MLFlow reporting failure is unrelated to an Adafactor OOM in DeepSpeed." + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "KV cache continuation crash vs auto-docstring annotation crash; unrelated." + "reason": "`position_ids` buffer error is unrelated to the Chinese performance regression report." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43441", + "right": "issue:43540", "accept": false, - "reason": "Both involve tokenizer changes in v5, but they are different concrete bugs." + "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-processing ValueError are different model/runtime issues." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Different tokenizer regressions; not the same underlying defect." + "reason": "DeepSeek tokenizer regression is unrelated to `resize_token_embeddings` not updating output embeddings." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall and appropriately conservative. The canonical choice of issue:42673 is supported by the exact title match and higher discussion activity relative to issue:43704. The soft-edge verdicts consistently stay on the cautious side, using the packet\u2019s titles to distinguish likely different bugs, and the only accepted pair is the clearly identical VRAM-leak report. The summary also matches the packet\u2019s mixed cluster structure without overclaiming mergeability." - }, - "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 }, @@ -11193,339 +8837,304 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 35, + "review_unit_index": 33, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:28282", - "issue:30333", - "issue:34689", - "issue:35141", - "issue:36331", - "issue:41628", - "issue:42175", - "issue:42757", - "issue:42831", - "issue:42898", - "issue:43479", - "issue:43644", - "issue:43723", - "issue:43873", - "issue:43874", - "issue:43976", + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:43931", "issue:44060", - "issue:44079", - "issue:44188", - "issue:44206", - "issue:44222", - "issue:44261", - "issue:44263", - "issue:44295", - "issue:44297", - "issue:44360", - "issue:44373", - "issue:44448", - "issue:44483", - "issue:44484", - "issue:44485", - "issue:44514", - "issue:44623", - "issue:44779", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", "issue:44869", - "issue:44871", + "issue:44877", "issue:44933", - "issue:44945", - "issue:44964", "issue:44977", - "issue:45092", - "issue:45103", - "issue:45125", - "issue:45310", - "issue:45405", - "issue:45406", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", "issue:45656", - "issue:45712" + "issue:45701", + "issue:45759" ], "soft_pairs": [ - "issue:44060|issue:45125", - "issue:43874|issue:45092", - "issue:45405|issue:45712", - "issue:42898|issue:44779", - "issue:42898|issue:44448", - "issue:43479|issue:44079", - "issue:44188|issue:44964", - "issue:44295|issue:45656", - "issue:44933|issue:45712", - "issue:42175|issue:44933", - "issue:44222|issue:44297", - "issue:43976|issue:44933", - "issue:44297|issue:45656", - "issue:43479|issue:44869", - "issue:44206|issue:45103", - "issue:44222|issue:44623", - "issue:42831|issue:44623", - "issue:30333|issue:36331", - "issue:41628|issue:42757", - "issue:30333|issue:34689", - "issue:44297|issue:45310", - "issue:43723|issue:44977", - "issue:28282|issue:30333", - "issue:30333|issue:35141", - "issue:44222|issue:44484", - "issue:44483|issue:45406", - "issue:43873|issue:44945", - "issue:44263|issue:45092", - "issue:44263|issue:44360", - "issue:44514|issue:45103", - "issue:44373|issue:44485", - "issue:43479|issue:43644", - "issue:44295|issue:44623", - "issue:44261|issue:45092", - "issue:43723|issue:44871" + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:43901|issue:45003", + "issue:44987|issue:45459", + "issue:45561|issue:45563", + "issue:45375|issue:45759", + "issue:43232|issue:44336", + "issue:43526|issue:45003", + "issue:36246|issue:43596", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43065|issue:43408", + "issue:43262|issue:44246", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44060|issue:44077", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:44933|issue:45459", + "issue:43931|issue:44368", + "issue:44869|issue:45356" ], - "prepared_review_unit_hash": "e1a45c55f31d8987eb0e07458212ced58b8bfb33cbebe23956295f7224212bbb", + "prepared_review_unit_hash": "dffd5484f92d954faf513872333378037dec57e9b5f6dfdb787ee5485cb962b4", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38122, - "estimated_input_tokens": 9531, - "estimated_eval_tokens": 19318 + "soft_pair_count": 30, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not duplicates of one another. They span many unrelated Transformers regressions and support issues: imports/install extras, trainer behavior, tokenizer/save_pretrained bugs, multimodal processor/config issues, quantization/offloading, and version-specific v5 regressions. Similarity is mostly superficial because many titles mention the same package, version, or API surface.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Mostly heterogeneous issues with superficial title similarity only; the soft pairs are not the same underlying bug/change in almost every case. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items span unrelated bugs (tokenizers, generation, DeepSpeed, SAM3, docs, utilities). The closest family is the resize_token_embeddings regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44297 is the cleanest anchor: it describes a concrete, self-contained regression in tokenizer.save_pretrained with a specific observable mismatch and likely a focused fix.", + "best_issue_reason": "issue:45292 is the best canonical-style issue in the set: it describes a broad API regression in resize_token_embeddings, which is more reusable than the narrower model-specific variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Both are Qwen-related, but one is a tied-weights warning and the other is a missing _tp_plan for tensor parallelism; different code paths and fixes." + "reason": "Different bugs: embedding resize regression vs Whisper empty-transcription crash after align_special_tokens." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Missing image-processor method vs remote-code checkpoint/meta-init incompatibility; not the same underlying bug." + "reason": "Different models and failures: granite_speech config loading vs missing deepstack_visual_indexes in Qwen config." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "One is a dependency version bump problem, the other is cleanup of leftover dummy classes; unrelated." + "reason": "Unrelated: tokenization/version behavior changes are not the same as resize_token_embeddings not updating output embeddings." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Both involve tokenization in v5, but one is a clean-up flag behavior change and the other is a DeepSeek tokenizer correctness bug." + "reason": "Docs mismatch vs runtime sys.modules access bug; no shared code-path failure." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Both report v5 output changes, but the symptoms and likely causes are model- and tokenizer-specific, not one shared defect." + "reason": "Loading a specific model package fails for one reason; the other is tokenizer error masking when protobuf is absent." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Multimodal config default initialization vs ModelOutput key assignment; completely different components." + "reason": "Test-file race in xdist vs stale warning in paged generate(); different subsystems and symptoms." }, { - "left": "issue:44188", - "right": "issue:44964", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a Phi-4 multimodal load failure." + "reason": "Missing config field vs Composite config unwrapping in AutoModelForCausalLM.from_config; distinct loading problems." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Reading a registered buffer and a double optimizer-step under deepspeed are unrelated failures." + "reason": "Generation kwargs bug after sync_gpus is unrelated to ANSI escape output in loading_report." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "One is a missing import/export from image_utils; the other is stale dummy classes in dummy_pt_objects.py." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access in modeling_utils." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Package extra/backend inclusion issue vs missing image_utils import; different problem and fix." + "reason": "ImportError for Qwen2.5 VL image processor vs DeepSpeed ZeRO3 BertModel index error; different failures." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer class metadata mismatch; not the same bug." + "reason": "Unrecognized model/config issue is unrelated to unsafe sys.modules lookup." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Python-version compatibility regression is unrelated to a missing import from image_utils." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is not the same as the empty-deque ZeRO3 crash." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer serialization metadata vs deepspeed optimizer stepping; no shared underlying code path." + "reason": "Stale indexer cache on second forward pass vs missing default mm_token_type_ids; different code paths." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Phi4MultimodalConfig initialization issue vs Whisper word-timestamp decode crash; unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same issue as sam3_video/sam3_tracker config mismatch warning." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Unsupported feature-extractor argument is unrelated to the auto_docstring annotations crash." + "reason": "Audio chat-template sampling-rate default bug is unrelated to slow import behavior." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "FP8 MoE save_pretrained issue vs processor save_pretrained missing files; both serialization-related but different objects and symptoms." + "reason": "Offline cache tokenization failure and multi-GPU OOM are unrelated problems." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is not the same as missing files in processor.save_pretrained." + "reason": "Missing fpn_position_embeddings in SAM3 video output is unrelated to Qwen3OmniMoe video-input validation." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "MLFlow reporting of failed jobs and an unexpected Trainer compute_loss kwarg are unrelated." + "reason": "Both mention embeddings, but one is device-dependent tied-weight serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "AutoImageProcessor import failure vs is_offline_mode import failure; different missing symbols and dependency breakage." + "reason": "Second-forward stale cache bug is unrelated to flash_attention crashing on s_aux=None." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "MLFlow status reporting and Llama 3.2 Vision model loading regression do not match." + "reason": "Zero3 from_pretrained issue is distinct from optimizer.step being called twice under deepspeed." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Tokenizer save metadata bug vs Qwen3.5 MoE from_pretrained error; different subsystem and failure mode." + "reason": "BigBirdTokenizer special-token bug is unrelated to the broad ESM2 regression report." }, { - "left": "issue:43723", + "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression in v5 is unrelated to flash-attention generation issues." - }, - { - "left": "issue:28282", - "right": "issue:30333", - "accept": false, - "reason": "Missing PyTorch for AutoModel import is unrelated to MLFlow job reporting." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "Training-job reporting and embedding-resize reinitialization are different bugs." + "reason": "Tie_word_embeddings warning in Qwen3.5 LoRA is unrelated to flash-attention generation failure." }, { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 serialization bug vs save_pretrained shard-size default question; not duplicates." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are different failures." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization offloading issue is not the same as pipeline-parallelism output corruption." - }, - { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split issue vs remote-code checkpoint/meta-init incompatibility; unrelated." + "reason": "Warning about tied embeddings is not the same as stale num_return_sequences warning in paged generate()." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Both mention DSA indexer, but one is about split return values and the other about a missing ReLU; distinct bugs." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are different issues." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Batched chat-template crash and auto_docstring annotations crash are unrelated." + "reason": "Both involve cache terms, but one is a missing cache in chunked_prefill and the other is wrong tensor indexing in /v1/responses continuation." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Docstring correction for position_ids is not the same as GLM-5 RoPE implementation behavior." + "reason": "Unsafe sys.modules access is unrelated to xdist capture-file races." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Default multimodal config initialization vs non-persistent buffer junk fill; different code paths." + "reason": "ZeRO3 empty-deque crash is unrelated to stale auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "position_ids buffer read error and missing processor save files are different bugs." + "reason": "Missing import from image_utils is unrelated to hidden tokenizer errors when protobuf is missing." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to remote-code checkpoint meta-init incompatibility." + "reason": "Qwen3-VL weight-shape mismatch is a loading error, not the tied-embeddings warning seen in Qwen3.5." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer loading regression in v5 is not the same as inconsistent eos_token_id configuration." + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are separate tokenizer/decoding bugs." } ] }, @@ -11540,296 +9149,325 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 36, + "review_unit_index": 34, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:22355", "issue:28282", "issue:30990", - "issue:33357", - "issue:38175", - "issue:39401", + "issue:36010", "issue:41628", + "issue:42175", + "issue:42222", "issue:42371", - "issue:42757", + "issue:42673", "issue:42831", - "issue:42886", - "issue:42907", "issue:42994", - "issue:43066", - "issue:43122", "issue:43232", - "issue:43479", - "issue:43576", - "issue:43723", - "issue:43756", - "issue:43784", + "issue:43377", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", "issue:43824", - "issue:43937", + "issue:43827", "issue:44038", - "issue:44060", - "issue:44117", - "issue:44263", - "issue:44295", + "issue:44162", + "issue:44222", + "issue:44242", "issue:44297", - "issue:44373", - "issue:44442", - "issue:44514", - "issue:44521", - "issue:44568", - "issue:44704", - "issue:44779", - "issue:44913", - "issue:44945", + "issue:44351", + "issue:44361", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44933", + "issue:45003", + "issue:45081", "issue:45092", - "issue:45245", - "issue:45278", - "issue:45290", + "issue:45103", + "issue:45200", + "issue:45230", "issue:45310", - "issue:45357", - "issue:45593", - "issue:45600", - "issue:45753" + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:45712" ], "soft_pairs": [ - "issue:45092|issue:45357", - "issue:43479|issue:44913", - "issue:30990|issue:38175", - "issue:22355|issue:28282", - "issue:42886|issue:42994", - "issue:41628|issue:43824", - "issue:42831|issue:45310", - "issue:39401|issue:44568", - "issue:44263|issue:44373", - "issue:44945|issue:45753", - "issue:42831|issue:44038", - "issue:42757|issue:45278", - "issue:43576|issue:43784", - "issue:42886|issue:43066", - "issue:43232|issue:45593", - "issue:44117|issue:44704", - "issue:42371|issue:44263", - "issue:43756|issue:44060", - "issue:30990|issue:33357", - "issue:44704|issue:45290", - "issue:42907|issue:44945", - "issue:43122|issue:44514", - "issue:44295|issue:44297", - "issue:43232|issue:45245", - "issue:43784|issue:45600", - "issue:43723|issue:44779", - "issue:43723|issue:44442", - "issue:42907|issue:43937", - "issue:43122|issue:44521" + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:44623|issue:45656", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:44749|issue:45656", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43377|issue:44242", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:44496|issue:45561" ], - "prepared_review_unit_hash": "79e720d994e3b8a1e8e4a1c36af3f0b426b89b3fbc6755d36dc66c23b04976da", + "prepared_review_unit_hash": "9ff02bde45a21986ef1c2b6f088fa4d4606ce22fecbf5f3828d089e8d0c6c742", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35335, - "estimated_input_tokens": 8834, - "estimated_eval_tokens": 17924 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37383, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers issues, with only weak topical similarity in a few tokenizer/import-regression reports. I do not see any true duplicate pairs among the soft edges.", - "confidence": 0.48, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set, covering multiple import regressions after upgrading to v5; it is the closest thing to a cluster representative, though the cluster is still heterogeneous.", + "summary": "This cluster is a loose collection of Transformers regressions, mostly v5-era import/loading/config issues across different models. The titles overlap on broad themes, but none of the soft pairs look like the same concrete bug with enough confidence to merge.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the best representative because it is a broad, central v5 regression report and can subsume several of the more specific compatibility breakages in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 best represents the only recurring high-level theme here (v5 import failures), but it should be treated as a broad representative rather than a true duplicate canonical.", + "best_issue_reason": "issue:43646 is the most generally useful issue to anchor the cluster: it is specific enough to be actionable, but broad enough to represent the larger Transformers 5.x custom-initialization breakage theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a v5 meta-init incompatibility and the other is a save_pretrained key-mapping regression; different bugs." + "reason": "Both are save_pretrained-related, but one is about tokenizer metadata and the other about processor files; different code paths and fixes." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Different models and code paths: default multimodal config initialization vs GPTNeoX rotary_pct reload behavior." + "reason": "Generic v5 breakage vs a specific ESM2 model failure; too little evidence they are the same bug." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Unrelated symptoms and subsystems: Sentence Transformers loading hang vs zero probabilities for a SigLIP2 model." + "reason": "Tokenizer AttributeError and a performance regression report are unrelated." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Different import failures: missing transformers.onnx module vs AutoModel complaining PyTorch is absent." + "reason": "Both involve generation internals, but one is sync_gpus/update kwargs handling and the other is a missing GenerationMixin cache in chunked prefill; not the same defect." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Offline cache loading for tokenizers is unrelated to quantized model saving failures." + "reason": "Processor save/export bug vs deepspeed optimizer double-step; unrelated subsystems." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different model families; not the same bug." + "reason": "Generation cache issue vs documentation referencing removed pipeline APIs; no shared underlying bug." }, { - "left": "issue:42831", + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf/from_pretrained loading failure and unsafe sys.modules access are different problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch backend vs Sentence Transformers hanging on load; not the same issue." + }, + { + "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5-Moe from_pretrained errors." + "reason": "A slowdown regression after upgrade and a Qwen3.5 MoE from_pretrained error are unrelated." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Both involve tokenizers, but offset_mapping is a different failure mode from add_special_tokens/BOS-EOS behavior." + "reason": "Performance slowdown and optimizer stepping twice are different failure modes." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "A runtime torch.split issue in a model component is unrelated to a docstring typo." + "reason": "Quantized save failure and Qwen2.5-GGUF loading failure are different code paths." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Pipeline-parallel output corruption and a specific-image infinite loop are distinct inference bugs." + "reason": "SAM 3 Vision output attribute bug vs missing config fields from trust_remote_code; not a duplicate." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Different models and problems: FP8 accuracy vs Qwen3-VL-Moe v5 incompatibility." + "reason": "The generic report provides no evidence it matches the Gemma-4 ZeRO3 from_pretrained issue." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "42757 is a single missing import from huggingface_hub; 45278 is a broad report about many import errors, not the same concrete bug." + "reason": "TF32 settings warning and remote-code meta-initialization incompatibility are unrelated." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "A broken CLI env command and a NameError during sentence-transformers import are different regressions." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files do not look like the same bug." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Offline tokenizer cache loading does not match a tokenizer decoder-type mismatch in v5." + "reason": "Different model families and different symptoms: missing field on SAM 3 Vision output vs wrong vision_position_ids for Qwen2.5-VL." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Generation kwargs synchronization and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Both are import-related, but the missing AutoImageProcessor export is not the same as a nonexistent image_utils import." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES handling and AutoProcessor cached_file kwargs are different loader bugs." + "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "TF32 settings guidance and a torch.split return-value issue have no overlap in code path." + "reason": "Quantized model saving and Llama4Config missing pad_token_id are different issues." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Smollm3 RoPE-layer truncation and Qwen3-Next tied-weights warnings are unrelated model/config issues." + "reason": "Both involve Qwen3.5 MoE, but one is a specific missing config field and the other is a generic from_pretrained failure; not enough to treat as the same bug." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42673", + "right": "issue:43704", "accept": false, - "reason": "A loading hang and a macOS bus error on a CLIP community model are different failures." + "reason": "Same model name, but the reported leak contexts differ enough that this is not a confident duplicate from titles alone." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "AutoProcessor argument forwarding and chat-template crashes with tool calls are separate code paths." + "reason": "SAM 3 Vision output attribute error and tokenizer mapping/add-new-model failure are unrelated." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Quantized/dequantized save issues are unrelated to incorrect outputs under pipeline parallelism." + "reason": "Both are Qwen3.5 MoE related, but one is a from_pretrained error and the other is a missing vision config field; too different to merge confidently." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Tokenizer-version output drift and batched apply_chat_template crashes are distinct problems." + "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different symptoms and likely different fixes." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Reading a registered buffer and save_pretrained writing the wrong tokenizer_class are different bugs." + "reason": "VitPose breakage and Gemma 4 token-type-id defaulting are unrelated model-specific issues." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Generation after sync_gpus is unrelated to the 2^24 category-limit runtime error." + "reason": "Both are import errors, but they concern different missing symbols and likely different export fixes." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Missing nn during import and stale auto_mappings references are different breakages." + "reason": "FP8 save_pretrained for MoE vs Qwen3.5 MoE from_pretrained error are not the same concrete bug." }, { - "left": "issue:43723", - "right": "issue:44779", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Both concern tokenizer loading/regressions, but one is a load failure and the other is incorrect tokenization output; not the same concrete bug." + "reason": "Quantized saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "These are separate AutoTokenizer failures affecting different tokenizer classes and symptoms." + "reason": "Padding-mask batching bug in MIMI encoder vs load-balancing loss omission in MoE routing are different model behaviors." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Model save failures and invalid GenerationConfig are unrelated." + "reason": "Package install backend selection and leftover dummy torch classes are related to optional deps broadly, but not the same bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they are for different APIs and likely separate export regressions." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE and v5, but one is Qwen3-VL-Moe and the other is Qwen3.5 MoE; insufficient evidence they share the same root cause." + }, + { + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Tokenization drift and all-zero assistant masks in multimodal chat templates are different issues." + "reason": "Unrecognized model/config issue vs xdist race in testing utils; unrelated." } ] }, @@ -11844,304 +9482,432 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 37, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "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:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:44964|issue:45137", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:42898|issue:44779", + "issue:42898|issue:44448", + "issue:44188|issue:44964", + "issue:43479|issue:44079", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "6d9e01e651837f34d7b812f4f19045c0455c671fad02c4768420cfdee79f9f63", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38567, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 36, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:22355", - "issue:28218", - "issue:29127", + "issue:28282", + "issue:30333", "issue:30990", - "issue:36296", + "issue:34689", + "issue:35141", + "issue:38175", "issue:39401", "issue:41628", - "issue:42222", - "issue:42371", "issue:42757", - "issue:42907", + "issue:42831", + "issue:42886", + "issue:42994", "issue:43066", - "issue:43116", - "issue:43122", "issue:43232", - "issue:43408", - "issue:43441", - "issue:43452", - "issue:43475", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", "issue:43784", "issue:43824", - "issue:43874", - "issue:43937", - "issue:43976", - "issue:43992", + "issue:43873", "issue:44038", "issue:44222", "issue:44261", + "issue:44263", "issue:44295", - "issue:44297", - "issue:44351", "issue:44360", "issue:44373", + "issue:44483", + "issue:44484", "issue:44485", - "issue:44488", - "issue:44521", - "issue:44625", - "issue:44704", - "issue:44743", - "issue:44779", - "issue:44829", - "issue:44964", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44945", "issue:44977", - "issue:45200", - "issue:45216", + "issue:45092", + "issue:45103", "issue:45278", - "issue:45446", - "issue:45478" + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753" ], "soft_pairs": [ - "issue:43408|issue:43475", - "issue:41628|issue:45278", - "issue:44261|issue:44373", - "issue:44360|issue:44485", - "issue:43232|issue:44743", - "issue:43116|issue:45200", - "issue:44625|issue:44829", - "issue:29127|issue:30990", - "issue:42907|issue:44964", - "issue:43122|issue:44779", - "issue:44038|issue:44297", - "issue:44038|issue:44295", - "issue:42907|issue:43452", - "issue:39401|issue:44488", - "issue:36296|issue:43116", - "issue:43824|issue:44351", - "issue:44038|issue:44222", - "issue:39401|issue:44521", - "issue:45216|issue:45478", - "issue:42757|issue:44351", - "issue:22355|issue:28218", - "issue:43066|issue:44779", - "issue:43122|issue:44977", - "issue:42907|issue:44222", - "issue:43784|issue:45446", - "issue:43992|issue:44704", - "issue:43937|issue:44485", - "issue:42222|issue:43441", - "issue:43976|issue:45446", - "issue:42371|issue:43874" + "issue:30333|issue:34689", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:43873|issue:44945", + "issue:30333|issue:35141", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43479|issue:43644", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43479|issue:44913", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:39401|issue:44568", + "issue:44263|issue:44373", + "issue:44945|issue:45753", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43232|issue:45593" ], - "prepared_review_unit_hash": "9672fe689458ff9cc908972b0592d52008cf1580e4d3d2eb5b6ebf8dcca241a9", + "prepared_review_unit_hash": "ce1608273173e860385325a07b69d05b33834b6f5e25e21c66b41629fa7701e7", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36250, - "estimated_input_tokens": 9063, - "estimated_eval_tokens": 18382 + "serialized_chars": 35670, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of Transformers bug reports across tokenization, model loading/saving, generation, and import regressions. The soft-similarity pairs usually share a subsystem or model family, but not the same concrete underlying bug, so I would not merge them as duplicates.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set: it describes multiple import failures after upgrading across versions, which makes it the best fit as a representative cluster anchor among these mostly import/model-regression reports.", + "summary": "This cluster does not contain a real duplicate set; the issues are mostly unrelated regressions spanning import errors, tokenizer behavior, model loading, quantization, serving, and config serialization. No soft pair looks like the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out: the issues describe different root causes and code paths, so using one as an umbrella would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the strongest global representative because it frames a broad, user-visible regression with upgrade impact and can subsume nearby import-related reports better than the more narrow model-specific or example-script issues.", + "best_issue_reason": "No strong global best issue for deduping the whole cluster; 45278 is the broadest upgrade-regression report, but it still does not represent the other unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Both are SAM 3 video related, but one is a model-type/config warning and the other is a missing attribute on encoder output; different code paths and fixes." + "reason": "Different failures: MLFlow reporting on job failure vs model loading regression for a specific Llama vision checkpoint." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Both concern imports after upgrade, but 41628 is a specific AutoImageProcessor import failure while 45278 is a broad multi-import regression; not the same bug." + "reason": "Tokenizer from_pretrained issue vs Qwen3.5 flash-attention generation bug; different code paths and symptoms." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "A precision/config bug in MLA q_a_layernorm is unrelated to a docstring issue for position_ids." + "reason": "PyTorch dependency import error is unrelated to MLFlow not updating after a failed training job." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "Quantization/offloading behavior is a different problem from incorrect outputs under pipeline parallelism." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Both involve generation state handling, but one is sync_gpus/_update_model_kwargs_for_generation and the other is recurrent-state reset with cache; different concrete defects." + "reason": "MLFlow failure reporting and embedding reinitialization in post_init are unrelated bugs." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Example-script multi-label classification output is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "FP8 MoE save_pretrained failure is not the same as the max_shard_size default question." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Qwen3.5 num_labels propagation is a config bug, while flash_attention_3 degenerate training is a training-kernel behavior bug." + "reason": "GlmMoeDsaIndexer torch.split issue is unrelated to InternVL2 meta-initialization incompatibility." }, { - "left": "issue:29127", - "right": "issue:30990", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "LayoutLMv3 box-clarity/error-message issue is unrelated to Sentence Transformers loading stalling." + "reason": "Chat completions request rejection and Gemma4Processor _tokenizer crash are different serving failures." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Saving dequantized Ministral/Devstral checkpoints and loading Phi-4 multimodal-instruct are different model-specific failures." + "reason": "Both mention DSA indexer, but one is about torch.split return values and the other about a missing ReLU; not the same bug." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is generic tokenization drift and the other is Deepseek-specific incorrect results; not clearly the same bug." + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation bug." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe runtime bug and tokenizer_class metadata mismatch in save_pretrained are different issues." + "reason": "Reading registered position_ids buffer and processor.save_pretrained missing files are unrelated." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Qwen3-VL-Moe behavior and position_ids buffer reading are unrelated code paths." + "reason": "Default config initialization when None is not the same as non-persistent buffers being filled with junk." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Saving dequantized models and gguf_file loading via from_pretrained are both I/O-related, but they are not the same underlying failure." + "reason": "Batched apply_chat_template crash is unrelated to auto_docstring failures under future annotations." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Both are tokenizer-related, but one is Qwen3 offset_mapping and the other is loading cjvt/sleng-bert; different bugs." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code meta-init incompatibility are distinct issues." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Tensor-parallel training and example-script classification output are unrelated." + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual-encoder save_pretrained regression are different bugs." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Both are import errors, but they concern different symbols from different packages and different breakages." + "reason": "Tokenizer loading failure and eos_token_id inconsistency are separate tokenizer/model-config issues." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Both mention Moe/Qwen3-VL-Moe, but one is a general model/version bug and the other is FP8 save_pretrained behavior; not the same change." + "reason": "Phi4Multimodal config defaults vs GPTNeoX rotary_pct not persisting on reload are unrelated serialization/config bugs." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Offset mapping for Qwen3 tokenizer and assistant_mask generation for multimodal chat templates are distinct tokenizer features." + "reason": "Sentence-Transformers loading hang and SigLIP2 zero-probability output do not share a concrete failure mode." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Both involve Qwen3.5 and Transformers v5.x, but one is save_pretrained checkpoint corruption and the other is a from_pretrained loading error; different concrete bugs." + "reason": "Offline tokenizer cache loading and quantized model saving are different subsystems." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Missing is_offline_mode and missing HybridCache are separate import regressions." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors but not the same bug." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Missing transformers.onnx and extra space after added token are unrelated." + "reason": "Two missing exports from transformers, but they involve different symbols and likely different fixes." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Wrong decoder type in v5 and Deepseek tokenization regression are both tokenizer-related but not the same underlying issue." + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained errors." }, { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Tokenization drift and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Qwen3 tokenizer offset_mapping and mdeberta-v3 BOS/EOS handling are different tokenizer behaviors." }, { - "left": "issue:42907", - "right": "issue:44222", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Saving dequantized checkpoints and FP8 save_pretrained for moe are both saving-related, but they affect different models and failure modes." + "reason": "A runtime indexer bug and a docstring issue are not duplicates." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Sentence-Transformers import NameError and flex_attention PyTorch version check are unrelated." + "reason": "Pipeline parallelism output corruption and a Qwen3_5 image-specific infinite loop are different generation bugs." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder loading and AutoProcessor kwargs not forwarded to cached_file are different API bugs." + "reason": "Generic FP8 accuracy issue and Qwen3-VL-Moe regression are not the same concrete problem." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are separate defects." + "reason": "Specific missing huggingface_hub symbol and a broad transformers upgrade import-regression report are too different to merge." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated." + "reason": "Broken env command and sentence-transformers import NameError are unrelated." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Python version compatibility and a PyTorch import/version check bug are different release/environment issues." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer bugs." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "TF32 API guidance and GLM46V image-patch counting are unrelated." + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." } ] }, @@ -12156,296 +9922,317 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 38, + "review_unit_index": 37, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:22355", "issue:29127", - "issue:33453", - "issue:38617", + "issue:30990", + "issue:33357", + "issue:36296", "issue:39401", "issue:41628", - "issue:42175", - "issue:42673", - "issue:42831", - "issue:43064", + "issue:42371", + "issue:42907", "issue:43116", - "issue:43381", + "issue:43122", + "issue:43232", "issue:43408", - "issue:43421", - "issue:43450", - "issue:43493", - "issue:43673", - "issue:43742", - "issue:43825", - "issue:43827", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", "issue:43937", - "issue:43986", "issue:44038", - "issue:44075", + "issue:44060", "issue:44117", "issue:44222", - "issue:44291", - "issue:44410", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", "issue:44779", "issue:44829", - "issue:44936", - "issue:44938", "issue:44945", - "issue:44977", - "issue:45071", - "issue:45072", - "issue:45081", - "issue:45083", - "issue:45216", + "issue:44964", + "issue:45200", + "issue:45245", "issue:45278", - "issue:45310", - "issue:45405", - "issue:45446", - "issue:45478", - "issue:45563", - "issue:45588", - "issue:45753" + "issue:45290", + "issue:45600" ], "soft_pairs": [ - "issue:44075|issue:44936", - "issue:43493|issue:45753", - "issue:42831|issue:45753", - "issue:43116|issue:43825", - "issue:44038|issue:45478", - "issue:44222|issue:45478", - "issue:43116|issue:43493", - "issue:43064|issue:43673", - "issue:45083|issue:45446", - "issue:43937|issue:45563", - "issue:42175|issue:44938", - "issue:38617|issue:45278", - "issue:33453|issue:39401", - "issue:39401|issue:44779", - "issue:22355|issue:29127", - "issue:44117|issue:45588", - "issue:43827|issue:45446", - "issue:43381|issue:44945", - "issue:43937|issue:44977", - "issue:45405|issue:45446", - "issue:43450|issue:43986", - "issue:42673|issue:45072", - "issue:44117|issue:45081", - "issue:39401|issue:43421", - "issue:38617|issue:41628", - "issue:44829|issue:45216", - "issue:44410|issue:45310", - "issue:44291|issue:45071", - "issue:43408|issue:43742" + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43122|issue:44514", + "issue:43784|issue:45600", + "issue:44261|issue:44373", + "issue:42907|issue:43937", + "issue:43723|issue:44779", + "issue:41628|issue:45278", + "issue:43723|issue:44442", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43232|issue:44743", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:39401|issue:44488", + "issue:44038|issue:44222", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:39401|issue:44521" ], - "prepared_review_unit_hash": "b48511a64e9e44ca6b56674f0f7e1db092650ad39e90b2a5298ccb22565eb8de", + "prepared_review_unit_hash": "defb15bf33a7f34bfbd0c963cb6d1b11bda6758e1cbddfbfd59914dfd883c12e", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35579, - "estimated_input_tokens": 8895, - "estimated_eval_tokens": 18046 + "soft_pair_count": 32, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated Transformers bugs across different subsystems; none of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.31, - "canonical_issue_reason": "issue:45278 is the broadest representative of a regression-style import breakage after a version upgrade, and it is the most umbrella-like issue in the set.", + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions around imports, tokenizers, processors, generation, and a few model-specific bugs. The broadest representative is the open report about many import errors after upgrading to 5.5.0.", + "confidence": 0.55, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here and best matches the recurring import/load regressions seen across the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general issue and best fits as a cluster representative, even though the surrounding items are not true duplicates.", + "best_issue_reason": "issue:45278 is the most representative user-facing problem in the set, and it can plausibly absorb several of the narrower import failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Different bugs: optimizer argument handling vs. train/eval lifecycle failure." + "reason": "Both involve from_pretrained plumbing, but one is a tokenizer mapping None bug and the other is an AutoProcessor kwarg propagation issue; different code paths." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Different model families and symptoms; one is SigLIP2 implementation drift, the other is a Qwen3.5 image-specific generation loop." + "reason": "Different model-specific bugs: Smollm3 RoPE-layer handling versus Qwen3-Next tied-weights warnings." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "FP8 accuracy regression is unrelated to a Qwen3.5 infinite-loop generation bug." + "reason": "TF32 API settings guidance is unrelated to the GLMoe torch.split return-value bug." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "One is a multi-label classification example bug; the other is a v5 pipeline error-message/docs issue." + "reason": "A loading hang in sentence-transformers and a MacOS bus error in CLIP are different failures." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are unrelated problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwarg forwarding and apply_chat_template crashing on tool-call messages are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class metadata being wrong on save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is a broad v5 bug and the other is a specific from_pretrained error; not the same code-path." + "reason": "Generation sync_gpus state handling and a 2^24 category limit error are not the same issue." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained loading are different failures." + "reason": "Tokenizer output drift across versions and batched chat-template crashing with padding=False are different behaviors." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Classification example output bug and SigLIP2 model discrepancy are unrelated." + "reason": "A missing nn import in sentence-transformers is unrelated to stale Sam3LiteText auto-mapping references." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Training optimizer-state corruption is unrelated to GenerationMixin cache handling during chunked prefill." + "reason": "MLA layernorm epsilon precision and a wrong docstring for position_ids are not duplicates." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Different subsystems: qwen3_omni_moe feature-length helper vs. flex_attention import/version check." + "reason": "Dequantized save failures and invalid GenerationConfig validation are unrelated." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "One is invalid GenerationConfig, the other is a stale warning in paged generate()." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms, so they are not clearly the same bug." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Backend dependency packaging issue is unrelated to a Python 3.14 import/load failure." + "reason": "The latter is a broad umbrella for many import errors, but the former is one specific missing import; not enough evidence they are the same underlying bug." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "45278 is a broad import regression report, but 38617 is a specific missing symbol; too generic to treat as the same bug." + "reason": "Tokenizer loading failure and FastSpeech2ConformerTokenizer lookup failure are distinct model-specific import/load issues." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer failures." + "reason": "A missing ReLU in DSA indexer is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different symptoms." + "reason": "SAM3 model-type warning and missing fpn_position_embeddings are different SAM3-video problems." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Module import failure and LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Tokenizer behavior drift and zero assistant masks in multimodal chat templates are separate bugs." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Tokenizer mapping fallback bug is unrelated to flash_attention handling of s_aux=None." + "reason": "Both touch generation/cache state, but one is about sync_gpus kwargs and the other about recurrent state reset; not the same concrete bug." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Docs/pipeline deprecation issue and flex_attention version-check bug are different changes." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Gradient checkpointing eval-mode constraint is not the same as incorrect pipeline-parallel output." + "reason": "Multi-label classification example output and Gemma 4 mm_token_type_ids defaults are different issues." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:29127", + "right": "issue:30990", "accept": false, - "reason": "Both affect generation, but one is config validation and the other is flash-attention generation failure." + "reason": "An error-message clarity complaint is not the same as a loading hang." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Missing PEFT release version and PyTorch import gating are unrelated packaging/version issues." + "reason": "Qwen3-VL-Moe version-5 bug and tokenizer_class metadata mismatch are unrelated." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Batched video processor shape bug and torchvision-missing crash are different problems." + "reason": "Dequantized save problems and Phi-4 multimodal load failure do not match." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "VRAM leak under multithreaded dataloading is unrelated to dtype mismatch in inference CI." + "reason": "Both are tokenizer regressions, but they are model-specific and do not appear to share a concrete fix." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Different tokenizer-related failures: mapping lookup vs. Mistral regex patch crashing on backend_tokenizer." + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated bugs." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Offset_mapping regression and runtime post-processor update bug are different tokenizer behaviors." + "reason": "Saving dequantized models and gguf_file breaking auto-loading are different code paths." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Missing layer_type_validation import and missing AutoImageProcessor import are distinct import regressions." + "reason": "Wrong Qwen3 offset_mapping and inability to load a specific model are unrelated tokenizer/model-loading problems." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Flash-attention-3 training degeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Both mention MoE, but one is a loading/compatibility bug and the other is FP8 save_pretrained behavior; not the same issue." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Missing projections in qwen3next layer 0 is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Tensor parallel training and multi-label classification script behavior are unrelated." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "init_empty_weights constructor argument breakage and PretrainedConfig type-checking regression are different code paths." + "reason": "Different missing exports: Qwen2_5_VLForConditionalGeneration versus HybridCache." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "SAM model-type warning and MobileLLM key error are unrelated loading issues." + "reason": "Incorrect offset_mapping and zero assistant_masks are separate tokenizer/chat-template bugs." } ] }, @@ -12460,360 +10247,330 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 39, + "review_unit_index": 38, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:33453", "issue:38617", - "issue:41628", - "issue:42175", + "issue:39401", "issue:42222", "issue:42371", - "issue:42673", + "issue:42757", "issue:42831", - "issue:43012", + "issue:42907", + "issue:43064", "issue:43066", - "issue:43097", + "issue:43116", "issue:43122", - "issue:43335", - "issue:43408", + "issue:43381", "issue:43441", - "issue:43452", - "issue:43577", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", "issue:43874", - "issue:43906", - "issue:43931", "issue:43937", "issue:43976", "issue:43986", + "issue:43992", "issue:44038", "issue:44075", "issue:44117", - "issue:44220", - "issue:44261", - "issue:44263", - "issue:44368", - "issue:44410", - "issue:44483", - "issue:44484", + "issue:44222", + "issue:44351", "issue:44485", - "issue:44493", - "issue:44496", - "issue:44829", + "issue:44704", + "issue:44779", + "issue:44936", "issue:44945", - "issue:44964", "issue:44977", - "issue:44987", - "issue:45071", + "issue:45083", + "issue:45216", "issue:45278", - "issue:45310", - "issue:45459", - "issue:45464", + "issue:45405", + "issue:45446", "issue:45478", - "issue:45542", - "issue:45656" + "issue:45563", + "issue:45588", + "issue:45753" ], "soft_pairs": [ - "issue:42222|issue:45542", - "issue:44484|issue:45310", - "issue:42175|issue:42222", - "issue:43937|issue:44496", - "issue:44483|issue:45464", - "issue:44075|issue:45656", - "issue:43012|issue:43577", - "issue:44964|issue:45278", - "issue:43066|issue:43122", - "issue:42371|issue:44261", - "issue:38617|issue:44220", - "issue:43874|issue:44261", - "issue:43097|issue:44493", - "issue:44410|issue:45478", - "issue:44484|issue:45478", - "issue:42222|issue:45459", - "issue:44263|issue:44485", - "issue:43441|issue:44829", - "issue:43012|issue:43408", - "issue:41628|issue:45071", - "issue:45071|issue:45542", - "issue:42673|issue:44977", - "issue:42371|issue:42831", - "issue:42673|issue:43906", - "issue:44117|issue:44987", - "issue:43986|issue:44484", - "issue:43097|issue:43452", - "issue:43931|issue:44038", - "issue:43335|issue:45071", - "issue:43976|issue:44945", - "issue:43408|issue:44368", - "issue:43874|issue:44263" + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43066|issue:44779", + "issue:22355|issue:28218", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:43450|issue:43986" ], - "prepared_review_unit_hash": "f1ed28b3f7d8eb312e02435492145f0c4c63a98cb0ccf9921d2ad018cf939728", + "prepared_review_unit_hash": "45ffd8b471482161bc3af8841a99a746d15a39665c53a745ae899179dfe32021", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37125, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 + "serialized_chars": 36732, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous Transformers regressions and API/import breakages; there is no strong duplicate pair, so I reject all soft-edge merges. The most representative issue is the broad v5.5.0 import-regression report.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: \"Many import errors after update from 4.57.0 to 5.5.0,\" which best matches the cluster\u2019s general upgrade/import-breakage theme.", + "summary": "The cluster is mostly a loose collection of Transformers v5 regression reports, with many unrelated tokenizer/import/model-specific bugs. I did not find any soft pair that clearly describes the same concrete bug, so all soft edges are rejected.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item in the set: a general post-upgrade import-regression report. It is the best anchor for the cluster theme, though it is not a true duplicate of the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the clearest high-level symptom, widest scope, and strongest potential to represent the cluster\u2019s recurring v5 import regression pattern.", + "best_issue_reason": "issue:45278 is the most representative issue because it captures the widest visible failure mode (many import errors after upgrading), making it the best single cluster label.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "Different failures: VitPose model loading vs missing TensorFlow backend when only tensorboard is installed." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "Unrelated problems: shard-size configuration question vs Qwen3.5 MoE from_pretrained loading error." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "Backend packaging issue vs a broken VitPose model path; not the same bug." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "GLM-5 GenerationConfig validation failure is distinct from an unknown-model/config.json model_type error." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both hit chat/completions, but one is a general request-format rejection and the other is a Qwen3.5-0.8B streaming failure." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Different optimizer bugs: SGD args ignored vs DeepSpeed causing optimizer.step() to run twice." - }, - { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Both involve dtype/precision, but one is a PyTorch warning during compile and the other is incorrect dtype loading for Blip2." + "reason": "Same model/version family, but one is save_pretrained checkpoint corruption and the other is a from_pretrained load failure; different code paths." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Both are load/import regressions, but one is Phi-4 multimodal model loading and the other is a broad import-breakage report." + "reason": "Both are import errors, but for different missing symbols/modules (`is_offline_mode` vs `HybridCache`)." }, { "left": "issue:43066", - "right": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is decoder type selection and the other is changed tokenization output." + "reason": "Both are tokenizer regressions, but they affect different behaviors/models (decoder type vs Deepseek token output)." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "TF32 settings guidance is unrelated to MLA layernorm epsilon precision drift." + "reason": "Unrelated: missing `transformers.onnx` import vs tokenizer spacing bug." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "Different import-time failure versus audio feature extraction bug." + "reason": "Different issues: generic tokenization change vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:42907", + "right": "issue:44222", "accept": false, - "reason": "Missing image-patch method in GLM46V is unrelated to MLA RMS norm epsilon precision issues." + "reason": "Both involve saving, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE save_pretrained." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Different regressions: removed tie_embeddings flag vs unexpected position-id keys across models." + "reason": "Different from_pretrained layers: encoder weight loading vs AutoProcessor kwargs forwarding." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Different Qwen-family loading bugs; one is missing projections in qwen3next, the other is Qwen3.5 MoE loading failure." + "reason": "Different failures and code paths: import-time `nn` NameError vs flex_attention version check." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Shard-size default discussion is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Same model family, but one is invalid GenerationConfig and the other is a RoPE implementation issue." }, { "left": "issue:42222", - "right": "issue:45459", + "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage is unrelated to tokenizer error masking when protobuf is absent." + "reason": "Different model families and subsystems: vitpose model breakage vs Ministral FlashAttention." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Different GLM internals: torch.split return handling vs RoPE implementation." + "reason": "Unrelated: TF32 API warning vs missing image processor method." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both mention flash attention, but one is Ministral-3 inference failure and the other is degenerate training in sequence classification." + "reason": "Both are version-compatibility bugs, but for different dependencies (`python` vs `torch`)." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Precision warning on bf16 compile is unrelated to a model-type mismatch warning." + "reason": "Different multimodal problems: SigLIP2 implementation mismatch vs Qwen3.5 image-generation loop." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are different code paths." + "reason": "Different bugs: FP8 accuracy regression vs Qwen3.5 infinite loop." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Type-checking regression is unrelated to undefined TensorFlow backend handling." + "reason": "Optimizer argument handling vs trainer evaluate-after-train failure; different code paths." }, { - "left": "issue:42673", - "right": "issue:44977", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "VRAM leak in multithreaded Qwen3ForCausalLM usage is not the same as flash-attention generation corruption in Qwen3.5." + "reason": "Different example/pipeline issues: empty multilabel outputs vs stale translation support message." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "TF32 control API discussion is unrelated to FineGrainedFP8 accuracy drift." + "reason": "Both touch Qwen3 MoE, but one is a VL-Moe bug and the other is a from_pretrained load error." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "No evidence they describe the same underlying bug; one is a VRAM leak, the other a reproduction of another issue." + "reason": "Different save/load bugs: FP8 MoE serialization vs Qwen3.5 load failure." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer mapping None handling is not the same as loading a specific model package failing in v5.1.0." + "reason": "Unrelated: classification script behavior vs SigLIP2 model discrepancy." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Video-model crash without torchvision is unrelated to a save_pretrained shard-size question." + "reason": "Both involve training/generation internals, but one is optimizer-state sharding and the other is cache handling." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Removed tie_embeddings behavior does not match gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "Unrelated: feature-extraction length helper vs flex_attention import/version check." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Both are Qwen3-VL related, but weight-shape mismatch and Moe loading failure are distinct defects." + "reason": "Different generation issues: invalid GenerationConfig vs stale warning about `num_return_sequences`." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to PreTrainedConfig type-checking breakage." + "reason": "Specific missing import vs broad report of many import errors; not the same concrete failure." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Python version compatibility issue is unrelated to incorrect outputs under pipeline parallelism." + "reason": "Different tokenizer bugs affecting different models and outputs (offset mapping vs general correctness)." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Two different config warnings; one is SAM3 model-type mismatch, the other is tie_word_embeddings guidance." + "reason": "Generic tokenizer loading regression vs Qwen3 offset-mapping bug." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Layer projection missing in qwen3next is not the same as Qwen3.5 MoE from_pretrained loading error." + "reason": "Unrelated: tokenizer mapping None handling vs flash_attention crash on `s_aux=None`." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "No overlap beyond both being Transformers issues; the symptoms and code paths differ completely." + "reason": "Completely unrelated: ONNX module import vs LayoutLMv3 error-message clarity." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Different failure modes: removed config flag vs gguf_file loading breakage." + "reason": "Documentation/pipeline removal issue vs PyTorch version-check bug." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43381", + "right": "issue:44945", "accept": false, - "reason": "Shape mismatch on one model is not the same as a broader Qwen3-VL-Moe bug." + "reason": "Unrelated training-mode checkpointing constraint vs pipeline-parallelism output bug." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Sparse-layer creation bug and type-checking regression are unrelated." + "reason": "Different dependency/version problems: PEFT release bump vs torch version gating." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Python support regression is unrelated to pipeline-parallel output corruption." + "reason": "Both involve processors, but one is batch shape output and the other is a missing torchvision import crash." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "These are distinct warnings with different triggers and fixes." + "reason": "Both are generation/model bugs, but they target different models and failure modes (GLM-5 invalid config vs Qwen3.5 flash-attention behavior)." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Different model families and different internals; image-patch counting vs torch.split indexing." + "reason": "Different dependency/version problems: PEFT release bump vs torch version gating." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Processor batch-shape bug vs AutoProcessor crash without torchvision; different concrete failures." } ] }, @@ -12828,332 +10585,324 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 40, + "review_unit_index": 39, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:38617", - "issue:42617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", "issue:42673", - "issue:42757", - "issue:42886", - "issue:42907", + "issue:42831", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", - "issue:43208", - "issue:43381", - "issue:43502", - "issue:43531", - "issue:43550", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", "issue:43577", - "issue:43825", - "issue:43873", - "issue:43901", + "issue:43742", + "issue:43874", "issue:43906", - "issue:43931", + "issue:43937", "issue:43986", - "issue:43992", - "issue:44038", - "issue:44062", + "issue:44075", "issue:44117", + "issue:44220", "issue:44261", - "issue:44315", - "issue:44351", - "issue:44368", + "issue:44263", + "issue:44291", "issue:44410", - "issue:44464", + "issue:44483", "issue:44484", "issue:44485", - "issue:44655", - "issue:44704", + "issue:44493", + "issue:44496", "issue:44829", "issue:44964", + "issue:44977", "issue:45071", - "issue:45103", - "issue:45245", - "issue:45290", - "issue:45341", - "issue:45372", - "issue:45375", - "issue:45561", - "issue:45588", - "issue:45753" + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" ], "soft_pairs": [ - "issue:44829|issue:45245", - "issue:38617|issue:42757", - "issue:43064|issue:44315", - "issue:44464|issue:45071", - "issue:44410|issue:45375", - "issue:44062|issue:44117", - "issue:43097|issue:45588", - "issue:38617|issue:44351", - "issue:42673|issue:43577", - "issue:44704|issue:45103", - "issue:44038|issue:44410", - "issue:44261|issue:44485", - "issue:43931|issue:44410", - "issue:44964|issue:45341", - "issue:43986|issue:44117", - "issue:43502|issue:43992", - "issue:43097|issue:43873", - "issue:43066|issue:43906", - "issue:43986|issue:45290", - "issue:43986|issue:45372", - "issue:45341|issue:45561", - "issue:43986|issue:45341", - "issue:43097|issue:43901", - "issue:43825|issue:44655", - "issue:42617|issue:45341", - "issue:43992|issue:44484", - "issue:45341|issue:45588", - "issue:43012|issue:43550", - "issue:43208|issue:43550", - "issue:42886|issue:43381", - "issue:43012|issue:44368", - "issue:42907|issue:45753", - "issue:42907|issue:44655", - "issue:43531|issue:45341" + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:42175|issue:42222", + "issue:43408|issue:43742", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:43066|issue:43122", + "issue:42371|issue:44261", + "issue:43874|issue:44261", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:42222|issue:45459", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43986|issue:44484" ], - "prepared_review_unit_hash": "62e9f4c12a443b13d5650bf2579e24c8e650f09f90ebab3269798dc3f4719bc7", + "prepared_review_unit_hash": "8e0f94c095237951e23aa1f0e2fff57294196b118f797abd5ffbb715bdb0a37b", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37768, - "estimated_input_tokens": 9442, - "estimated_eval_tokens": 19140 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous; the soft pairs are mostly same-subsystem but not the same underlying bug. No soft edge looks safe to merge as a duplicate, so I\u2019d anchor on the most broadly described user-facing regression rather than treating the set as one duplicate family.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43986 is the strongest standalone anchor here: it has a clear reproducible crash, broader user impact, and more discussion than the other narrowly scoped reports.", + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, especially around model/tokenizer loading, API compatibility, and dtype/precision changes. The soft pairs share broad subsystem keywords, but they usually describe different concrete failures and should not be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it describes a broad import-failure regression after upgrading to 5.5.0, which matches the cluster\u2019s general \u201cv5 breakage\u201d theme better than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "43986 is the best issue candidate if one must be chosen, because it is concrete, well-scoped, and more representative than the one-off bug reports in this mixed cluster.", + "best_issue_reason": "45278 is the broadest and most cluster-like issue here, covering a general upgrade regression rather than a single model- or component-specific bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44829", - "right": "issue:45245", - "accept": false, - "reason": "Different failures: SDPA/torch.compile training regression vs category-cardinality runtime error." - }, - { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Both are import errors, but for different symbols and different breakages." + "reason": "Both are performance/precision regressions, but one is a VRAM leak and the other is a dtype mismatch warning; different bugs." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "FSDP2 optimizer-state corruption and Liger application with model_init are unrelated code paths." + "reason": "Both involve tokenizer internals, but one is a missing mapping entry and the other is a Mistral regex/backend crash." }, { - "left": "issue:44464", - "right": "issue:45071", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Compiled chunked generation output mismatch is unrelated to PreTrainedConfig type-checking changes." + "reason": "Offset mapping errors and runtime post-processor update bugs are related to tokenization, but not the same code-path problem." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Model projection bug and missing config field are different issues, not the same defect." + "reason": "Both are import errors, but they concern different exported symbols and different breakage points." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "AddedToken constructor misuse is separate from TOKENIZER_MAPPING_NAMES returning None." + "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are distinct model-level regressions." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Deprecated embedding-tie API removal is unrelated to flash-attention sink-less crash." + "reason": "These are both Qwen-related, but one is missing projections in a model layer and the other is a from_pretrained loading error." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Different missing imports from different modules; same general symptom only." + "reason": "Both touch v5 API changes, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking." }, { - "left": "issue:42673", - "right": "issue:43577", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to Blip2 dtype loading." + "reason": "VitPose model breakage and TensorFlow/tensorboard installation issues are unrelated." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "AutoProcessor kwargs passthrough bug is unrelated to auto_docstring annotation handling." + "reason": "Max shard size behavior has nothing to do with the Qwen3.5 MoE loading error." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Different Qwen model families and different failure modes." + "reason": "Package dependency/backends mismatch versus broken VitPose models; different failure classes." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "RMS norm epsilon config bug and GLM-5 RoPE implementation issue are not the same bug." + "reason": "These are different model-loading warnings/errors for unrelated models and code paths." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL-30B is distinct from missing Qwen3next projections." + "reason": "GenerationConfig validation failure and missing model_type config are both loading issues, but they are not the same bug." }, { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Model loading regression and a testing_utils bug are unrelated." + "reason": "Both mention chat/completions on Qwen3.5, but one is a general API rejection and the other is a streaming inference failure." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping handling." + "reason": "Optimizer arguments being ignored is not the same as an optimizer step being called twice under deepspeed." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Offline-mode API requests and UMT5Encoder missing embed_tokens are different loader bugs." + "reason": "A specific Phi-4 multimodal load failure is not the same as a broad import-error regression after upgrade." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "API removal warning and quantization offloading behavior are unrelated." + "reason": "Both involve dtype/precision, but one is a warning during compilation and the other is incorrect dtype propagation in BLIP2." }, { "left": "issue:43066", - "right": "issue:43906", + "right": "issue:43122", "accept": false, - "reason": "Wrong decoder type and an isolated reproduction of another issue do not match concretely." + "reason": "Tokenizer decoder type mismatch and tokenization output differences are related but not the same underlying defect." }, { - "left": "issue:43986", - "right": "issue:45290", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to chat-template tool-call handling." + "reason": "TF32 API guidance and MLA layernorm epsilon precision issues are unrelated." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Different import/dependency failures in different processor code paths." + "reason": "Missing image-patch-count support and missing rms_norm_eps are different multimodal/model-configuration bugs." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "The titles suggest related testing utilities, but not the same specific defect." + "reason": "A missing import symbol and a feature-extraction helper issue are different failures." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "A processor-loading crash is not the same as a generic testing_utils bug." + "reason": "Both are Qwen-family issues, but one is missing projections and the other is a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43097", - "right": "issue:43901", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Embedding-tie API removal and return_all_scores documentation mismatch are unrelated." + "reason": "Shard-size behavior is unrelated to the Qwen3.5 MoE loading regression." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "pipeline translation-task messaging and save_pretrained pipeline serialization are separate topics." + "reason": "VitPose model breakage and protobuf-related tokenizer error masking are unrelated." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to testing_utils." + "reason": "Both are GLM-related, but one is a torch.split/indexer issue and the other is a RoPE implementation discussion." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Missing encoder weights on load is unrelated to the default shard-size question." + "reason": "Removed config API and unexpected key warnings are both version-breakage symptoms, but not the same concrete change." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Testing-utils race conditions and flash_attention sink handling are different code paths." + "reason": "Both mention FlashAttention, but one is a model failure on Ministral-3 and the other is a training degeneration bug." }, { "left": "issue:43012", - "right": "issue:43550", + "right": "issue:43408", "accept": false, - "reason": "Compilation warning and degenerate training under SDPA are not the same bug." + "reason": "A precision warning and a model-type mismatch warning are different issues." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated." + "reason": "Import symbol breakage and PretrainedConfig type-checking regressions are distinct API problems." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Offline cache loading and gradient-checkpointing-in-eval are separate failures." + "reason": "Type checking regression in PretrainedConfig is unrelated to the TensorFlow backend installation error." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Both involve warnings, but they stem from different mechanisms and fixes." + "reason": "TF32 behavior control and FineGrainedFP8 accuracy issues are unrelated." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:42673", + "right": "issue:44977", "accept": false, - "reason": "Saving dequantized models and Qwen3_5 image looping are unrelated." + "reason": "Both are Qwen3.5-related, but one is a VRAM leak and the other is a generation failure with flash-attention." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Both mention saving, but model dequantization and Pipeline serialization are different problems." + "reason": "A Qwen3ForCausalLM memory leak is not the same as a reproduction of a different upstream issue." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + "reason": "A missing torchvision crash path and a save_pretrained shard-size question are unrelated." } ] }, @@ -13168,342 +10917,338 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 41, + "review_unit_index": 40, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:36010", - "issue:36683", "issue:38617", - "issue:41669", + "issue:42617", + "issue:42673", "issue:42757", - "issue:42994", - "issue:43012", "issue:43064", "issue:43066", - "issue:43208", - "issue:43299", - "issue:43352", - "issue:43441", - "issue:43475", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43452", "issue:43502", - "issue:43525", - "issue:43526", - "issue:43618", - "issue:43756", - "issue:43761", - "issue:43824", - "issue:43867", - "issue:43881", + "issue:43577", + "issue:43825", + "issue:43873", + "issue:43874", "issue:43901", "issue:43906", - "issue:43937", + "issue:43931", "issue:43976", + "issue:43986", "issue:43992", "issue:44038", - "issue:44220", - "issue:44230", - "issue:44242", - "issue:44246", + "issue:44062", + "issue:44117", + "issue:44261", "issue:44263", - "issue:44380", - "issue:44483", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", "issue:44485", - "issue:44514", "issue:44655", - "issue:44683", - "issue:45216", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", "issue:45290", - "issue:45310", + "issue:45341", + "issue:45372", "issue:45375", - "issue:45381", - "issue:45440", - "issue:45479", - "issue:45753" + "issue:45561", + "issue:45588" ], "soft_pairs": [ - "issue:44483|issue:44514", - "issue:43208|issue:43526", - "issue:42757|issue:43824", - "issue:43012|issue:44683", - "issue:44483|issue:45290", - "issue:44038|issue:44230", - "issue:43618|issue:43761", - "issue:38617|issue:43502", - "issue:44483|issue:45381", - "issue:43064|issue:44380", - "issue:43299|issue:43867", - "issue:43901|issue:44655", - "issue:36683|issue:43475", - "issue:43867|issue:45216", - "issue:42994|issue:44655", - "issue:43352|issue:43937", - "issue:43066|issue:45381", - "issue:36010|issue:42757", - "issue:44220|issue:44655", - "issue:43756|issue:44485", - "issue:44263|issue:45440", - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:43906|issue:45753", - "issue:36683|issue:44242", - "issue:36683|issue:43881", - "issue:43299|issue:45753", - "issue:43352|issue:43976", - "issue:43441|issue:44380", - "issue:43352|issue:44380", - "issue:43992|issue:45310", - "issue:44380|issue:45479", - "issue:41669|issue:44246", - "issue:43867|issue:45375" + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:42673|issue:43577", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:44964|issue:45071", + "issue:44261|issue:44485", + "issue:43931|issue:44410", + "issue:44964|issue:45341", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:42617|issue:45341", + "issue:43825|issue:44655", + "issue:45341|issue:45588", + "issue:43992|issue:44484" ], - "prepared_review_unit_hash": "e15974d79016ce190cb5009f1650cc04f0d9e50b4cf0d398091a3c86fc125daf", + "prepared_review_unit_hash": "3e86f2adaa3e93b5587a2975338bc49dc5946829c8e38846bc1653d90e9d91d3", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37522, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "serialized_chars": 37408, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bugs, with only a couple of plausible duplicate pairs. The strongest match is the import-time slowdown pair; the CLIP vision output regressions also look related. Most other pairs are broad-similarity matches only and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 41669 is the most concrete root-cause report in the cluster and cleanly anchors the import-performance duplicate pair with 44246.", + "summary": "This cluster is largely heterogeneous: most items are independent bug reports across different subsystems, model families, and failure modes. None of the soft-edge pairs are safe duplicate merges from title-level evidence alone. Issue 43097 is the best broad representative of a v5-breaking-change/reporting theme, but it is not a duplicate of the others.", + "confidence": 0.62, + "canonical_issue_reason": "43097 is the clearest cluster representative because it is a concrete, user-facing v5 API regression with broader impact and inbound references; however, the cluster overall is too mixed to imply a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41669 is the best overall representative because it describes a specific, actionable regression rather than a vague symptom.", + "best_issue_reason": "43097 has the strongest combination of scope, clarity, and community impact among the listed issues, making it the most reasonable single representative for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both are chat-related failures, but one is API request validation and the other is batched chat templating; different code paths." + "reason": "Both involve Qwen3-VL loading, but one is a shape-mismatch on a specific checkpoint and the other is a broader v5/model compatibility issue; not the same bug." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Unrelated models/subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." + "reason": "Both are tokenizer/loading failures, but they point to different code paths and symptoms; no evidence they are the same underlying defect." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Both are import errors, but for different symbols and different causes." + "reason": "One is a removed config attribute in v5; the other is a gguf/from_pretrained loading break. Different APIs and failure modes." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "BF16 warning behavior and compiled flex_attention failure are different bugs." + "reason": "A SwitchTransformersConfig sparse-layer construction bug is unrelated to PretrainedConfig type checking." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Both touch chat templating, but one is /v1/chat/completions request acceptance and the other is assistant tool-call templating crashes." + "reason": "Python version compatibility and incorrect pipeline-parallel outputs are unrelated issues." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Same model family, but one is a loading bug and the other is fp8 support/inference request; not the same underlying issue." + "reason": "These are different warnings in different model/config paths; not the same code-path problem." }, { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both point to the same CLIP v5 regression class where model outputs are not populated correctly in forward return paths." + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-family issues, but one is an image-processor API absence and the other is a torch.split indexing bug; distinct defects." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44829", + "right": "issue:45245", "accept": false, - "reason": "Import error from configuration_utils and unwanted network access with local_files_only=True are unrelated." + "reason": "Training degradation with flash_attention_3 is unrelated to the category-count runtime limit." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Chat API request rejection and Qwen2.5-VL video position-id mismatch are unrelated bugs." + "reason": "Both are import errors, but they involve different missing symbols from different packages; not the same bug." }, { "left": "issue:43064", - "right": "issue:44380", + "right": "issue:44315", "accept": false, - "reason": "FSDP/optimizer-state corruption and GPT2 attention-scaling behavior are different problems." + "reason": "FSDP/optimizer-state corruption and Liger Kernel not applied via model_init are different training-time issues." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Qwen3VL-Moe loading failure and sorted-state_dict load error do not appear to share the same root cause." + "reason": "Different Qwen3 variant/config problems; one is missing layer projections, the other is a missing config field silently dropped." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Pipeline docs mismatch is documentation/behavior drift; save_pretrained pipeline persistence is a separate bug." + "reason": "These are separate import-name failures with different symbols and modules." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute regressions." + "reason": "AddedToken special-argument duplication and tokenizer-mapping None handling are unrelated tokenizer bugs." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:42673", + "right": "issue:43577", "accept": false, - "reason": "Both are checkpoint-related, but one is load failure from state_dict ordering and the other is incorrect save_pretrained output for Qwen3.5." + "reason": "A VRAM leak in dataloader threads is unrelated to Blip2 dtype propagation." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are separate serialization issues." + "reason": "Removed config API and flash_attention sink-less crash are unrelated." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "FlashAttention support issue for Nemotron and GLM-5 generation-config validation are unrelated." + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring annotation handling are different subsystems." }, { - "left": "issue:43066", - "right": "issue:45381", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Tokenizer decoder-type regression and Qwen2.5-VL video position-id bug are different code paths." + "reason": "Both mention Qwen3/Qwen3-VL-ish models, but the concrete failures differ completely." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44964", + "right": "issue:45071", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules." + "reason": "Model-loading failure for Phi-4 multimodal and PretrainedConfig type-checking regression are not the same issue." }, { - "left": "issue:44220", - "right": "issue:44655", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Audio feature extraction and pipeline persistence are unrelated." + "reason": "MLA layernorm epsilon handling and GLM-5 RoPE implementation are separate model-specific bugs." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "RoPE-layer count mismatch in Smollm3 and GLM-5 RoPE implementation discussion are not the same concrete bug." + "reason": "Different model families and symptoms; one is load-time shape mismatch, the other is missing projections in a layer." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "Both concern MoE internals, but they are different models and different failure modes." + "reason": "Phi-4 model loading and a testing_utils bug are unrelated." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Missing config attributes in different model families are not duplicates." + "reason": "AutoProcessor crash without torchvision is unrelated to tokenizer mapping assumptions." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "CLIP output regression and Qwen3.5 checkpoint-saving regression are unrelated." + "reason": "local_files_only network leakage and missing embed_tokens.weight on UMT5Encoder are different loading bugs." }, { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "A reproduction of an earlier issue and a Qwen3_5 infinite-loop report are not the same bug." + "reason": "A removed config attribute and quantization/offloading behavior are unrelated." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Gemma3Config attribute absence and MoE load-balancing loss behavior are unrelated." + "reason": "The reproduction issue references another ticket, but there is no clear evidence it is the same tokenizer-decoder bug." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "Different model load/attribute issues with no clear shared root cause." + "reason": "Both touch processor/chat-style flows, but one is torchvision-dependent video loading and the other is chat templating with tool-call messages." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Qwen3VL-Moe load failure and Qwen3_5 image infinite loop are separate model bugs." + "reason": "Video-model loading without torchvision and Gemma 4 processor import failure are distinct problems." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "FlashAttention support and Python version compatibility are unrelated." + "reason": "A vague testing_utils bug and an xdist race on captured_info.txt are not clearly the same defect." }, { - "left": "issue:43441", - "right": "issue:44380", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Both mention attention backends, but one is unsupported FlashAttention for a specific model and the other is GPT2 attention scaling being ignored." + "reason": "Different subsystems entirely; no duplicate signal." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43097", + "right": "issue:43901", "accept": false, - "reason": "Different attention-backend issues without a shared concrete code-path fix." + "reason": "Removed API behavior and stale docs for return_all_scores are not the same underlying issue." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 Moe from_pretrained failure are separate loading bugs." + "reason": "A 3d_parallel.py runtime issue is unrelated to a testing_utils bug." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Attention scaling and zero-loss classification behavior are unrelated." + "reason": "Pipeline translation messaging and pipeline save_pretrained support are separate pipeline issues." }, { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both describe the same import-performance regression: import * in models makes importing transformers slow." + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utilities and flash_attention sink handling are unrelated." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Sorted state_dict load failure and missing deepstack_visual_indexes config field are unrelated." + "reason": "A missing encoder weight during load is unrelated to save_pretrained shard size defaults." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The import-time slowdown pair is clearly supported by the packet, and the CLIP pair is a reasonable soft duplicate call without overclaiming. The rejected pairs stay conservative and mostly distinguish different subsystems or code paths." - }, - "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 }, @@ -13511,332 +11256,339 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 42, + "review_unit_index": 41, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:28282", - "issue:30990", - "issue:31795", - "issue:33453", - "issue:36296", + "issue:36010", "issue:36683", - "issue:42548", - "issue:42890", - "issue:43010", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", "issue:43064", - "issue:43097", + "issue:43066", + "issue:43208", + "issue:43299", "issue:43352", + "issue:43381", + "issue:43475", "issue:43502", - "issue:43575", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", "issue:43867", + "issue:43881", "issue:43901", + "issue:43906", + "issue:43937", "issue:43976", - "issue:43992", - "issue:44062", - "issue:44075", - "issue:44077", - "issue:44112", - "issue:44117", - "issue:44222", - "issue:44351", - "issue:44355", - "issue:44360", + "issue:44038", + "issue:44220", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44368", "issue:44380", - "issue:44484", + "issue:44483", "issue:44485", - "issue:44492", + "issue:44514", "issue:44655", - "issue:44749", - "issue:44855", - "issue:44857", - "issue:44938", - "issue:44964", - "issue:44977", - "issue:45125", + "issue:44683", + "issue:45216", + "issue:45290", "issue:45341", - "issue:45357", - "issue:45375", - "issue:45440", - "issue:45478", - "issue:45561", - "issue:45588", - "issue:45600" + "issue:45381", + "issue:45440", + "issue:45753" ], "soft_pairs": [ - "issue:43064|issue:44492", - "issue:43618|issue:44380", - "issue:44355|issue:44855", - "issue:43352|issue:45478", - "issue:36683|issue:44117", - "issue:42890|issue:45561", - "issue:43097|issue:43352", - "issue:43867|issue:45357", - "issue:43976|issue:44938", - "issue:43992|issue:45478", - "issue:43064|issue:44655", - "issue:44360|issue:45440", - "issue:36296|issue:43575", - "issue:44077|issue:44380", - "issue:28282|issue:33453", - "issue:43867|issue:44484", - "issue:43618|issue:45588", - "issue:43618|issue:44857", - "issue:43618|issue:44977", - "issue:43901|issue:44938", - "issue:44655|issue:44938", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:43502|issue:44062", - "issue:43010|issue:44075", - "issue:42890|issue:45341", - "issue:42548|issue:44351", - "issue:44222|issue:45125", - "issue:43502|issue:44485", - "issue:44355|issue:44749", - "issue:30990|issue:31795", - "issue:45125|issue:45478", - "issue:45125|issue:45375" + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43531|issue:45341", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:38617|issue:43502", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44220|issue:44655", + "issue:36010|issue:42757", + "issue:43756|issue:44485", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43906|issue:45753", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43299|issue:45753", + "issue:36683|issue:43881", + "issue:43352|issue:43976" ], - "prepared_review_unit_hash": "26044eec5228f76ec484aba5e3b0ef8653b61b58e8c3fac59d30064ed48c48db", + "prepared_review_unit_hash": "8d332596a91c350508142bb4be60391ddb745db5f039669e1ce63a279e19071a", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37434, - "estimated_input_tokens": 9359, - "estimated_eval_tokens": 18974 + "soft_pair_count": 35, + "serialized_chars": 37731, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model-loading, tensor-parallel, flash-attention, test-flakiness, documentation, and Python-version issues. None of the soft pairs look like the same concrete bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No reliable canonical issue: the items span unrelated failures across different models, subsystems, and versions, so there is no clear duplicate anchor.", + "summary": "The cluster is highly heterogeneous: most high-similarity pairs are only superficially related (imports, model-specific regressions, save/load, chat template, attention backends) and do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failures across different models and subsystems, so there is no safe duplicate anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No strong representative issue for the cluster; the issues are too diverse to treat one as the global duplicate target.", + "best_issue_reason": "No clear best issue for deduping the cluster; the broadest-looking reports still cover different code paths and would be misleading as a canonical representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Different problems: FSDP2/PEFT optimizer-state corruption vs a cache-strategy typo." + "reason": "Different models and failure modes: xLSTM training bugs vs Bamba torch.compile/SDPA bug." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Both touch attention code, but one is a missing output field and the other is GPT-2 attention scaling under SDPA/FlashAttention." + "reason": "A bfloat16 compile warning is not the same as a Bamba compile failure under SDPA." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "Separate import failures with different causes: compiled-file loading vs torch.jit parsing on Python 3.13." + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated issues." }, { - "left": "issue:43352", - "right": "issue:45478", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Different model-specific issues: Nemotron Flash Attention 2 support vs Qwen3.5 MoE from_pretrained failure." + "reason": "Both mention warnings, but they concern different warnings from different code paths." }, { - "left": "issue:36683", - "right": "issue:44117", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "One is a missing config attribute; the other is TOKENIZER_MAPPING_NAMES returning None during from_pretrained." + "reason": "Saving dequantized models is unrelated to Qwen3.5 looping on a specific image." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Both are test-related, but one is missing set_seed in model tests and the other is an xdist race on a captured-info file." + "reason": "Both are save-related, but one is dequantized model saving and the other is saving Pipeline objects; different bugs." }, { - "left": "issue:43097", - "right": "issue:43352", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Unrelated API removal vs flash-attention support error." + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are not the same underlying issue." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Different serialization/load bugs: state_dict sorting error vs incorrect visual encoder keys in save_pretrained." + "reason": "xLSTM training bugs and BEiTImageProcessorFast label reduction are unrelated." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both involve Python compatibility, but they affect different versions and failure modes." + "reason": "Chat completions request handling and Qwen2_5_VLProcessor batching are different code paths." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight is a different load-path bug from the Qwen3.5 MoE from_pretrained error." + "reason": "A precision warning during compile is not the same as a flex_attention compile failure on newer torch." }, { - "left": "issue:43064", - "right": "issue:44655", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Optimizer-state corruption during training is unrelated to saving Pipeline objects." + "reason": "Both are import errors, but they are for different libraries and missing symbols." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Different code paths: DSA indexer ReLU omission vs DeepseekV3MoE implementation divergence." + "reason": "Qwen3-VL-Moe model loading and fp8 inference support are separate model-specific problems." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen2 model with tp; not the same defect." + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden_states; not clearly the same bug." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to GPT-2 attention scaling under backend changes." + "reason": "API request rejection and apply_chat_template crashing on tool-call messages are different failures." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Different regressions: missing PyTorch dependency vs tokenizer loading regression." + "reason": "A missing configuration import and unwanted hub requests under local_files_only=True are unrelated." }, { - "left": "issue:43867", - "right": "issue:44484", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Load error with sorted state_dict is unrelated to max_shard_size behavior in save_pretrained." + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are different problems." }, { - "left": "issue:43618", - "right": "issue:45588", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Both mention attention, but one is CLIPOutput attentions missing and the other is a flash-attention crash on s_aux=None." + "reason": "Qwen3VL-Moe loading failure and sorted-state_dict load error are distinct serialization/loading bugs." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "Missing attentions output and a float16 AMP/CUDA crash are different bugs." + "reason": "Chat completions request parsing and Qwen2.5-VL video vision_position_ids are unrelated." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Attention-output issue is unrelated to Qwen3.5 generation problems with flash-attention." + "reason": "A stale doc mention and Pipeline save_pretrained failure do not share the same bug." }, { - "left": "issue:43901", - "right": "issue:44938", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to a Python 3.14 import/load failure." + "reason": "Gemma3Config missing vocab_size and SAM3 vision output missing fpn_position_embeddings are unrelated attribute errors." }, { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Saving Pipeline objects and importing transformers on Python 3.14 are different issues." + "reason": "Loading failure with sorted state_dict and Qwen3.5 save_pretrained checkpoint corruption are different serialization regressions." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Test-seed flakiness is unrelated to the Phi-4 multimodal model loading error." + "reason": "Quantized model saving failure and Pipeline saving failure are not the same code path." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Both are CI/test problems, but one is missing set_seed and the other is a stale GraniteSpeech device-override test." + "reason": "Nemotron Flash Attention support and GLM-5 generation config validation are different issues." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "Missing set_seed in a model test is unrelated to auto_mappings referencing removed configs." + "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position ids are unrelated." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44220", + "right": "issue:44655", "accept": false, - "reason": "Local-files-only network leakage is unrelated to the AddedToken constructor argument error." + "reason": "Audio feature extraction and Pipeline save_pretrained are different subsystems." }, { - "left": "issue:43010", - "right": "issue:44075", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Cache update no_grad decoration and unused SGD arguments are unrelated code paths." + "reason": "Different import errors from different packages and symbols; no shared underlying bug." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "A missing set_seed in SamHQ tests is not the same as a generic testing_utils bug." + "reason": "Smollm3 RoPE-layer behavior and GLM-5 RoPE implementation are not the same concrete change." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Both are import-name errors, but they concern different symbols and likely different export paths." + "reason": "A torch.split result issue in one class and DeepseekV3MoE divergence are different model bugs." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different bugs." + "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are separate config regressions." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43906", + "right": "issue:45753", "accept": false, - "reason": "local_files_only network requests have nothing to do with max_shard_size defaults." + "reason": "A reproduction of another issue and Qwen3.5 image looping are unrelated." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Compiled-file import errors are unrelated to the data-filtering slowdown regression." + "reason": "CLIP output assignment regression and Qwen3.5 checkpoint saving regression are unrelated." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Sentence-transformers loading hang is unrelated to model.forward documentation confusion." + "reason": "Gemma3Config attribute missing and MoE load-balancing loss omission are different bugs." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a from_pretrained load error." + "reason": "Qwen3VL-Moe loading failure and Qwen3.5 infinite loop on an image are unrelated model-specific issues." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different missing-attribute/loading failures on different model configs." + }, + { + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Missing _tp_plan and a missing deepstack_visual_indexes field are different configuration/parallelism issues." + "reason": "FlashAttention support for Nemotron and Python version compatibility are unrelated." } ] }, @@ -13851,377 +11603,469 @@ "label": "issue", "component_index": 2, "component_count": 16, - "review_unit_index": 43, + "review_unit_index": 42, "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ - "issue:30333", - "issue:31795", + "issue:28282", "issue:33453", - "issue:34689", "issue:36296", - "issue:38617", - "issue:41628", - "issue:42548", - "issue:42757", - "issue:42831", + "issue:36683", + "issue:41669", + "issue:42890", "issue:43010", - "issue:43232", - "issue:43299", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", "issue:43502", - "issue:43526", - "issue:43576", - "issue:43723", - "issue:43824", - "issue:43827", - "issue:43874", + "issue:43575", + "issue:43618", + "issue:43867", "issue:43901", "issue:43976", - "issue:44038", - "issue:44222", - "issue:44230", - "issue:44261", - "issue:44273", - "issue:44315", - "issue:44351", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", "issue:44355", "issue:44360", - "issue:44368", - "issue:44387", - "issue:44393", - "issue:44556", - "issue:44623", + "issue:44380", + "issue:44484", + "issue:44492", "issue:44655", - "issue:44908", - "issue:44961", - "issue:45003", - "issue:45071", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", "issue:45125", - "issue:45230", - "issue:45278", - "issue:45468", - "issue:45542", - "issue:45656", - "issue:45753" + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45600" ], "soft_pairs": [ - "issue:44387|issue:44556", - "issue:43010|issue:45278", - "issue:30333|issue:33453", - "issue:43723|issue:44556", - "issue:43010|issue:44368", - "issue:43502|issue:44222", - "issue:43502|issue:44961", - "issue:44315|issue:44360", - "issue:42831|issue:43874", - "issue:30333|issue:36296", - "issue:44355|issue:44655", - "issue:44355|issue:45071", - "issue:44222|issue:44230", - "issue:43827|issue:44961", - "issue:43010|issue:45656", - "issue:33453|issue:34689", - "issue:42757|issue:43576", - "issue:43299|issue:44556", - "issue:33453|issue:36296", - "issue:43576|issue:45071", - "issue:43576|issue:43824", - "issue:44961|issue:45468", - "issue:43010|issue:43976", - "issue:31795|issue:38617", - "issue:41628|issue:42548", - "issue:38617|issue:43576", - "issue:43576|issue:44351", - "issue:44908|issue:44961", - "issue:43010|issue:43232", - "issue:36296|issue:43901", - "issue:41628|issue:44355", - "issue:36296|issue:43526", - "issue:44261|issue:44360", - "issue:44273|issue:45003", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44393|issue:45753", - "issue:43576|issue:44556", - "issue:44393|issue:45071", - "issue:44038|issue:45125" + "issue:43441|issue:44380", + "issue:43992|issue:45310", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:43064|issue:44492", + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43867|issue:44484", + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:43618|issue:44977", + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:44655|issue:44938", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:44222|issue:45125" ], - "prepared_review_unit_hash": "3c9e8f1c6d014bbe350d2401f72e1d3f38aa849299208d33552111cc5e465578", + "prepared_review_unit_hash": "6b4fe99a6547a0064d9317ec5187ea227378ba8bc82151daf6a8cd0fa544a221", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39001, - "estimated_input_tokens": 9751, - "estimated_eval_tokens": 19758 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36917, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports, especially import/load/runtime breakages, but the individual issues are too varied to treat as duplicates of one another. No PRs are present.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45278 is the broadest representative of the dominant theme: many import/runtime breakages after upgrading to v5. It best captures the cluster\u2019s shared regression pattern without being tied to a single narrow subsystem.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs. Only one soft edge looks like a true duplicate: the import-time slowdown reports (41669 \u2194 44246).", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41669 is the most concrete root-cause report in the only clearly matching duplicate pair: it identifies the import-* overhead directly, while 44246 is a symptom-level complaint about slow imports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest single issue to anchor the cluster because it is open, version-upgrade focused, and broad enough to subsume several of the nearby import/loading complaints.", + "best_issue_reason": "41669 is the best representative issue here because it names the actionable cause of the import slowdown and is the clearest standalone bug report in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Different problems: int4 quantization memory regression vs checkpoint reload compatibility after upgrading." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Cache update no_grad behavior is unrelated to the broad import-error regression report." - }, - { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43441", + "right": "issue:44380", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading." + "reason": "Both mention flash attention, but one is a model-specific FA issue and the other is GPT-2 attention scaling behavior." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is checkpoint reload after version upgrade; not the same concrete bug." + "reason": "Both are from_pretrained failures, but they involve different models and different likely failure modes." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Cache update decoration and a tie_word_embeddings warning are different code paths and symptoms." + "reason": "Nemotron lacking FA2 support is not the same bug as GPT-2 attention scaling being ignored." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "local_files_only network leakage is unrelated to FP8 save_pretrained behavior." + "reason": "Different code paths: attention backend configuration vs sequence-classification zero-loss behavior." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "The second item is not a real matching bug report; no shared underlying issue." + "reason": "One is a state_dict loading problem; the other is a missing config field silently dropped." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer ReLU complaint." + "reason": "A distributed optimizer-state bug is unrelated to a cache-strategy typo." }, { - "left": "issue:42831", - "right": "issue:43874", - "accept": false, - "reason": "FP8 accuracy drift and a missing image-patch helper are different model/image-processing bugs." + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying issue: slow import of transformers caused by import-heavy model modules." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "MLflow failed-job reporting does not match a tensor-parallel training bug." + "reason": "CLIPOutput attentions assignment and GPT-2 attention scaling are different bugs." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "Compiled-file import/runtime errors and save_pretrained behavior are distinct failures." + "reason": "Same broad flash-attention area, but different model-specific failures and different symptoms." }, { "left": "issue:44355", - "right": "issue:45071", - "accept": false, - "reason": "Compiled Python file errors are unrelated to PretrainedConfig type checking." - }, - { - "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are separate changes." - }, - { - "left": "issue:43827", - "right": "issue:44961", - "accept": false, - "reason": "Docs mentioning pipeline() and the unrelated racoon issue do not describe the same bug." - }, - { - "left": "issue:43010", - "right": "issue:45656", - "accept": false, - "reason": "A no_grad cache/update fix is not the same as double optimizer stepping under deepspeed." - }, - { - "left": "issue:33453", - "right": "issue:34689", + "right": "issue:44855", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading are different model-load failures." + "reason": "Compiled-file import errors and a Python 3.13 decorator parsing issue are distinct causes." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:36683", + "right": "issue:44117", "accept": false, - "reason": "Missing is_offline_mode import and a broken env command are related to v5 packaging, but not the same concrete defect." + "reason": "Missing Gemma3Config.vocab_size is unrelated to TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Qwen3-VL-Moe loading and reloading old checkpoints after upgrade are distinct model-loading issues." + "reason": "A missing set_seed in one test is not the same as an xdist race on captured_info.txt." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:43097", + "right": "issue:43352", "accept": false, - "reason": "Tokenizer loading regression is unrelated to tensor-parallel training behavior." + "reason": "Removing tie_embeddings_and_encoder_decoder is unrelated to flash-attention support." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Broken env command and PretrainedConfig type checking are separate regressions." + "reason": "State_dict ordering load failures and wrong visual-encoder save keys are different model I/O bugs." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "A broken env command is not the same as a missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Both are version-specific load failures, but they are different Python compatibility problems." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Racoon is not a meaningful issue match for Gemma4AudioRelPositionalEncoding." + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are different model-loading issues." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Cache no_grad behavior is unrelated to Python-version compatibility." + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3MoE divergence from remote implementation." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "Documentation confusion around forward args is unrelated to an import error for layer_type_validation." + "reason": "Wrong optimizer states in training and inability to save Pipeline objects are different features." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "AutoImageProcessor and PreTrainedModel import failures are different missing symbols." + "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM during model loading." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "A missing utility import and a broken env command are not the same bug." + "reason": "PatchTSMixer post_init policy and GPT-2 attention scaling are unrelated bugs." }, { - "left": "issue:43576", - "right": "issue:44351", + "left": "issue:43867", + "right": "issue:44484", "accept": false, - "reason": "Broken env command and missing HybridCache import are separate import/export issues." + "reason": "A load-model failure is not the same as a question about max_shard_size defaults." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the racoon issue." + "reason": "Missing PyTorch import support and tokenizer-loading regression do not share the same root cause." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Both touch generation internals, but they describe different code paths and symptoms." + "reason": "Missing CLIP attentions and a float16 AMP crash are different model paths." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:43618", + "right": "issue:45588", "accept": false, - "reason": "Tensor-parallel training bug and a docs mismatch for return_all_scores are unrelated." + "reason": "CLIPOutput attentions assignment and FlashAttention s_aux=None crash are unrelated." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Missing AutoImageProcessor import is not the same as compiled Python file errors." + "reason": "CLIP attentions missing is not the same bug as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:43901", + "right": "issue:44938", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + "reason": "Docs mismatch for return_all_scores and Python 3.14 import failure are different issues." }, { - "left": "issue:44261", - "right": "issue:44360", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "MLA layernorm precision issue and DSA indexer ReLU omission are different bugs." + "reason": "Test flakiness and multimodal model loading failure are unrelated." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44655", + "right": "issue:44938", "accept": false, - "reason": "Lazy loading failure and unsafe sys.modules access are related at a high level but not the same concrete defect." + "reason": "Pipeline save_pretrained limitations are not the same as Python 3.14 load failures." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Processor.save_pretrained missing files is specific; the other item is too generic to match." + "reason": "A seed-related test flake is unrelated to a GraniteSpeech CI device override issue." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Lazy loading behavior and an undefined tf backend error are unrelated." + "reason": "No evidence these are the same bug; one is a test-seed flake, the other is an unspecified testing_utils issue." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "2D bbox hallucination and infinite-loop generation are different Qwen3-VL symptoms." + "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are separate Qwen3.5 MoE problems." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are distinct regression reports." + "reason": "Ignoring local_files_only and AddedToken special-arg duplication are different code paths." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:43010", + "right": "issue:44075", "accept": false, - "reason": "Qwen3-VL output quality issue and PretrainedConfig type checking are unrelated." + "reason": "Cache no_grad decoration and SGD argument handling are unrelated." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Qwen3-VL-Moe loading and missing _tp_plan for tensor parallelism are not the same underlying bug." + "reason": "A flaky integration test does not match an auto_mappings reference to removed Sam3LiteText configs." } ] }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft edge (41669 \u2194 44246) is a conservative duplicate call based on matching import-slowdown reports. The other pair rejections stay within the evidence available from titles and do not overstate certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:44222|issue:44230", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:43010|issue:45656", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43299|issue:44556", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:43010|issue:43976", + "issue:31795|issue:38617", + "issue:38617|issue:43576", + "issue:41628|issue:42548", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:43010|issue:43232", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "394fab7adf1ed8b88cf18e1f1523d264fd061305b008a6b163afd19014985781", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38565, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -14237,10 +12081,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:31795", "issue:33453", @@ -14249,22 +12093,18 @@ "issue:41669", "issue:42371", "issue:42890", - "issue:42913", - "issue:43066", "issue:43352", "issue:43408", "issue:43502", "issue:43519", "issue:43576", - "issue:43606", "issue:43673", "issue:43704", "issue:43827", "issue:43976", + "issue:44038", "issue:44077", "issue:44246", - "issue:44261", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -14283,15 +12123,25 @@ "issue:44861", "issue:44908", "issue:44961", + "issue:45003", "issue:45071", "issue:45092", + "issue:45125", "issue:45230", "issue:45310", "issue:45341", "issue:45468", - "issue:45478" + "issue:45478", + "issue:45542", + "issue:45753" ], "soft_pairs": [ + "issue:44273|issue:45003", + "issue:44273|issue:45542", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", "issue:41669|issue:43673", "issue:44373|issue:44961", "issue:44556|issue:45092", @@ -14320,8 +12170,8 @@ "issue:43576|issue:44273", "issue:44360|issue:45468", "issue:45230|issue:45310", - "issue:43827|issue:44492", "issue:44273|issue:44908", + "issue:43827|issue:44492", "issue:43519|issue:44485", "issue:41669|issue:43704", "issue:43519|issue:44908", @@ -14333,299 +12183,261 @@ "issue:42371|issue:43704", "issue:43502|issue:43519", "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:44263|issue:45468", - "issue:43606|issue:45468", - "issue:44261|issue:45468", - "issue:43704|issue:45341", - "issue:42913|issue:43066" + "issue:43519|issue:43704" ], - "prepared_review_unit_hash": "7389be6608bd87627a5852c867fdfaac9843b305252fb1e347d940798d5c8b2b", + "prepared_review_unit_hash": "17c81ef194bd8f7ce9c261948ad761797a0cedf3c5fd284be42a3c6bce008c6e", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 41100, - "estimated_input_tokens": 10275, - "estimated_eval_tokens": 20806 + "soft_pair_count": 48, + "serialized_chars": 41367, + "estimated_input_tokens": 10342, + "estimated_eval_tokens": 20940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is thematically related around Transformers v5 regressions, tokenizer/model loading, and import/lazy-loading behavior, but the soft pairs do not look like true duplicates of the same concrete bug/change. No PRs are present.", - "confidence": 0.35, - "canonical_issue_reason": "issue:41669 is the broadest and most central issue here: it targets import-time/lazy-loading behavior and has the strongest linkage to several other candidates in the set.", + "summary": "Mostly heterogeneous issue cluster with one weakly related import/lazy-loading area. The 44246/44273 pair is not strong enough to treat as a duplicate from the packet alone, so I would not merge it confidently. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44273 is the best available issue anchor only because it is the newer open report in the closest-looking import/lazy-loading area, but the packet does not show that it clearly subsumes 44246.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best representative issue because it is the clearest hub for the cluster\u2019s import/lazy-loading performance theme and is more central than the narrower model-specific bugs.", + "best_issue_reason": "issue:44273 is the best overall issue candidate for the cluster because it is open and closest in topic to the only near-related report, but the evidence remains limited to title-level similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both are import-adjacent, but sys.modules access is a different concrete problem than lazy loading / import slowness." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "TensorFlow backend initialization is a different subsystem and failure mode from lazy loading/import behavior." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but the symptoms differ: 2D bbox hallucination/error versus an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both involve v5 breakage, but the command regression and checkpoint reload incompatibility are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Shared Qwen3.5/MoE context is too broad; tensor-parallel plan missing is a distinct issue from the v5/model-loading report." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output issues and PretrainedConfig type checking are unrelated code paths." + }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time/lazy-loading performance vs chunked-prefill cache availability; different bug paths." + "reason": "Import-star performance and chunked-prefill cache handling are different concrete problems." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "Docstring typo/clarification vs unrelated placeholder issue." + "reason": "A docstring typo and an unrelated placeholder issue are not duplicates." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 loading regressions, but one is generic checkpoint reload and the other is remote-code/meta-init incompatibility; not the same bug." + "reason": "Both concern v5 loading regressions, but one is generic checkpoint reload and the other is a specific remote-code/meta-init incompatibility." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Processor kwargs forwarding vs scheduler keyword handling; unrelated subsystems." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing seed vs scheduler kwarg bug; no shared code path." + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowdowns vs lazy loading malfunction; related theme, but not the same concrete defect." + "reason": "The packet only supports rough topical similarity: one report is about import-time slowdown, the other about lazy-loading failure, so they are not clearly the same concrete bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning mismatch vs Liger Kernel/model_init application; unrelated." + "reason": "A sam3 model-type warning and a Liger Kernel/model_init issue are different problems." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility vs Qwen3-VL bounding-box behavior; unrelated." + "reason": "Python version compatibility and Qwen3-VL bounding-box behavior are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support guard vs multimodal bbox output issue; different model paths." + "reason": "Flash Attention 2 support and Qwen3-VL bbox output are different failure modes." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata bug vs generic bug report; insufficient and unrelated." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command breakage vs scheduler kwargs bug; unrelated." + "reason": "The env command regression and scheduler parameter bug do not share the same root cause." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer read error vs generic bug report; not the same issue." + "reason": "position_ids buffer access and a generic bug report are not duplicates." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs ignored vs PretrainedConfig type checking; different code paths." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Cache missing in generation vs cache-strategy typo; unrelated." + "reason": "Generation cache missing during chunked_prefill and a typo in cache strategies are not the same concrete bug." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance vs missing HybridCache export; related import surface but different defects." + "reason": "Import-star cleanup and HybridCache import failure are distinct import-related issues, not the same bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance vs testing_utils bug; unrelated." + "reason": "Import performance work and a testing_utils bug are unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-time performance vs cache-strategy typo; not duplicate." + "reason": "Import-star performance and cache-strategy typo are not the same issue." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-VL/Qwen3.5 MoE problems and different symptoms." + "reason": "Different Qwen3.5 MoE/VL bug reports with different symptoms and code paths." }, { "left": "issue:44315", - "right": "issue:44829", + "right": "issue:45092", "accept": false, - "reason": "Liger Kernel model-init integration vs flash-attention training degeneration; unrelated." + "reason": "Both touch model initialization, but the underlying incompatibilities are different." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy vs tied-weights-key AttributeError; different implementation issues." + "reason": "patchtsmixer post_init validation and tied-weight key handling are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mention pipeline() vs scheduler kwargs handling; unrelated." + "reason": "Docs still mentioning pipeline() and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Forward-doc confusion vs tokenizer loading regression; unrelated." + "reason": "Docstring confusion and tokenizer loading regression are different issues." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import/lazy-loading performance vs scheduler kwarg bug; no shared bug." + "reason": "Import-performance cleanup and scheduler kwargs handling are unrelated." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings vs cache-strategy typo; unrelated." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained missing files vs tied-weights-key crash; different save/load paths." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "env command breakage vs lazy loading problem; only broad v5 theme overlaps." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer behavior vs Gemma-4 audio positional encoding; unrelated model/code path." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; not enough to be same bug." - }, - { - "left": "issue:43827", - "right": "issue:44492", - "accept": false, - "reason": "Docs referencing pipeline() vs cache-strategy typo; unrelated." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading malfunction vs scheduler kwargs bug; different areas." + "reason": "TF32 API guidance and cache strategy typo are unrelated." }, { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp math vs GLM-5 RoPE implementation; different model-specific logic." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import performance vs VRAM leak in dataloader threads; unrelated." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Processor timestamp calculation vs scheduler kwargs; unrelated." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Doc confusion vs model loading regression; unrelated." - }, - { - "left": "issue:31795", - "right": "issue:37428", - "accept": false, - "reason": "Doc confusion vs flash-attention import error; unrelated." - }, - { - "left": "issue:44315", - "right": "issue:45092", - "accept": false, - "reason": "Liger Kernel/model_init integration vs v5 checkpoint incompatibility; different bugs." - }, - { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "VRAM leak vs RoPE implementation; unrelated." + "reason": "Pipeline save_pretrained behavior and tied-weight key crashes are different problems." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Different model implementation bugs with no shared code path." + "reason": "The env command regression and lazy-loading/import regression are too broad to treat as the same bug." }, { - "left": "issue:44261", + "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue vs Gemma-4 audio positional encoding; unrelated." + "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "torch.split return semantics in DSA indexer vs Gemma-4 audio encoding; unrelated." + "reason": "A placeholder bug report is not a duplicate of a specific Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding; unrelated." + "reason": "Lazy loading/import regression and scheduler kwargs handling are unrelated." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Same as above: not the same concrete defect." + "reason": "Timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are different model bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence. In particular, the accepted soft edge between issue:44246 and issue:44273 is not well-grounded from the packet alone: one is an import-time slowdown report and the other is a lazy-loading failure, so calling them the same regression overstates the evidence. The canonical/best-issue language also goes beyond what is explicitly supported; the packet only shows title-level similarity, not that 44273 clearly subsumes 44246. The rest of the pairwise rejections look conservative, but this accepted duplicate needs to be downgraded or left uncertain." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14638,10 +12450,10 @@ "review_unit_count": 45, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-388", + "cluster_id": "cluster-15354-389", "nodes": [ "issue:30333", "issue:31515", @@ -14650,21 +12462,32 @@ "issue:36296", "issue:38617", "issue:41669", + "issue:42913", "issue:43066", "issue:43298", "issue:43525", "issue:43572", + "issue:43606", "issue:43704", "issue:44230", + "issue:44261", + "issue:44263", "issue:44360", "issue:44623", "issue:44861", "issue:44908", "issue:44998", "issue:45290", - "issue:45310" + "issue:45310", + "issue:45341", + "issue:45468" ], "soft_pairs": [ + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44861|issue:45290", "issue:43525|issue:44861", @@ -14682,130 +12505,160 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "cc0023c3561622a78a0f644ea6f469f4a40889b14a7d1772197afb953edf98e8", + "prepared_review_unit_hash": "310d3c4ca47b4f0d33a9e48aeb466eacbd3dadcf9932ead815f8b0cbeab6b26a", "component_budget": { - "node_count": 388, - "item_count": 388, - "soft_pair_count": 1459, - "serialized_chars": 751559, - "estimated_input_tokens": 187890, - "estimated_eval_tokens": 376036 + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 }, "budget": { - "node_count": 20, - "item_count": 20, - "soft_pair_count": 16, - "serialized_chars": 16034, - "estimated_input_tokens": 4009, - "estimated_eval_tokens": 8274 + "node_count": 26, + "item_count": 26, + "soft_pair_count": 21, + "serialized_chars": 20884, + "estimated_input_tokens": 5221, + "estimated_eval_tokens": 10698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated standalone reports; none of the proposed soft edges look like true duplicates. The clearest representative issue is the tokenizer-loading regression report.", - "confidence": 0.88, - "canonical_issue_reason": "issue:33453 is a concrete, high-activity regression report with a well-scoped failure mode, making it the best issue representative.", + "summary": "This cluster does not look like a real duplicate set. The soft links are mostly false positives across unrelated topics (tokenizer loading, config/import errors, training/runtime bugs, model-specific regressions). If an anchor is required, issue 31515 is the densest node by soft similarity, but it is not a good true canonical representative.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 31515 has the most soft connections, so it is the weakest cluster anchor if one must be chosen. However, the linked issues are semantically unrelated, so there is no strong canonical duplicate candidate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 has the strongest signal of a real, actionable bug and the broadest representative value among the set.", + "best_issue_reason": "Issue 31515 is the best available issue anchor only by graph density, not by topic match. The cluster is too heterogeneous to treat any issue as a genuine representative duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different bugs: torch.split/indexing behavior versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in CI is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and failure modes: MLA layernorm precision config versus Gemma-4 audio encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in Qwen3 multi-threaded use is unrelated to a testing_utils bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-difference behavior change and the other is a wrong decoder type in v5; not the same concrete bug." + }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Inverse-sqrt scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue title and body." + "reason": "Scheduler kwargs propagation bug is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different code paths: tied-weight key handling versus chat template tool-call serialization." + "reason": "Tied-weights AttributeError and chat template tool-call crash affect different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Config attribute missing versus tied-weight key crash; not the same underlying defect." + "reason": "Llama4Config missing pad_token_id and tied-weights key handling are separate config/path bugs." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to the unrelated 'Unemployment' issue." + "reason": "VRAM leak in dataloader threads does not match the unrelated 'Unemployment' issue." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star performance cleanup is unrelated to the unrelated 'Unemployment' issue." + "reason": "Import-star model load performance issue is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a different config bug from _get_tied_weight_keys crashing." + "reason": "StableLmConfig pad_token_idx regression is unrelated to _get_tied_weight_keys crashing." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Wrong tokenizer decoder type is unrelated to the unrelated 'Unemployment' issue." + "reason": "Tokenizer decoder type regression is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and ImportError for layer_type_validation are different failure modes and code paths." + "reason": "Slow checkpoint loading and missing layer_type_validation import are different failures." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the unrelated 'Unemployment' issue." + "reason": "DSA indexer ReLU omission is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 model support and processor.save_pretrained missing files are different problems." + "reason": "fp8 model support and processor.save_pretrained missing files are different feature/bug areas." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow job-status reporting and slow checkpoint loading are unrelated bugs." + "reason": "MLflow job status reporting and slow from_pretrained checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness is unrelated to tensor parallel training behavior." + "reason": "Checkpoint loading slowness and tensor parallel training bug are different code paths." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading speed issue and documentation confusion are different issues." + "reason": "Checkpoint loading performance and documentation confusion for input_ids/past_key_values are not the same 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 error; not the same concrete bug." + "reason": "fp8 support request and Qwen3.5 MoE from_pretrained error are distinct model/version problems." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is not the same as a tokenizer-loading regression." + "reason": "Both mention loading, but tokenizer loading regression and slow checkpoint loading are different bugs." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 Qwen3-VL/MoE support are distinct feature gaps." + "reason": "Continuous batching audio-model support and fp8 inference support are separate feature requests/bugs." } ] }, @@ -14824,8 +12677,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -14835,7 +12688,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "f20b8e9877cd8ae04064e9d87ee43f27a13c4cd1899c9bc5220c8c0c86f895cf", + "prepared_review_unit_hash": "3eb6e65573ed8abf1d726015d9b5a59b8b65c2e1df9862a9c39d4fc06f59f595", "component_budget": { "node_count": 2, "item_count": 2, @@ -14857,18 +12710,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both broad community-contribution tracker issues, 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": "No single canonical issue: the two issues track different architecture-support efforts with different implementation work.", + "summary": "These are two separate feature requests that only share the \"Community contribution\" framing and broad architecture-support theme; one is for Flash Attention 2 support and the other is for GGUF support. They are not the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a better canonical duplicate of the other; both are separate umbrella requests with distinct scope.", + "best_issue_reason": "No single canonical issue: the items request different capabilities for different code paths and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Same general phrasing, but the underlying requests are different (Flash Attention 2 support vs GGUF support) and would not be merged into one issue/PR." + "reason": "Different requested features and code paths: Flash Attention 2 architecture support vs GGUF architecture support. The similarity is only superficial." } ] }, @@ -14887,8 +12740,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -14905,70 +12758,70 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "3797dcb49cf83fa760cabfe063568eafc58f5560eaf607756a0aae5c97e0b70d", + "prepared_review_unit_hash": "d6a19dbf927be540c9bb2137ab945f5220388a3f949af88b0b6ce629cab0ee70", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, - "estimated_input_tokens": 1114, - "estimated_eval_tokens": 2484 + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, - "estimated_input_tokens": 1114, - "estimated_eval_tokens": 2484 + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: they are separate docs-translation requests for different language targets, and several titles are just placeholder variants of the same template. The only concrete request is the Turkish one, so it is the best representative issue if a canonical item is needed.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ([i18n-TR] Turkish) and is more representative than the placeholder-language template issues.", + "summary": "These are i18n translation request issues, but the apparent similarity is mostly from a shared template. The Turkish request is concrete and distinct; the placeholder-language issues could easily be separate translation requests for different languages, so they should not be merged as duplicates without a shared target language or explicit linkage.", + "confidence": 0.94, + "canonical_issue_reason": "issue:27088 is the most specific and concrete item (Turkish translation request). The other issues are generic template-style placeholders and do not clearly point to the same underlying request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 27088 is the most actionable and specific item in the cluster; the others are generic placeholder variants rather than distinct, mergeable duplicates.", + "best_issue_reason": "issue:27088 is the best representative because it names an actual language and avoids collapsing potentially distinct localization requests into one bucket.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation targets: Turkish vs a placeholder language template. Same topic area, but not the same underlying issue." + "reason": "Turkish-specific request vs generic language-placeholder request; same template, but not the same underlying localization task." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation targets: Turkish vs a placeholder language template. Not a duplicate request." + "reason": "The only clear signal is the shared i18n template. No evidence they target the same language or same change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different translation targets: Turkish vs a placeholder language template. Same theme, different issue." + "reason": "Specific Turkish translation request does not match the generic placeholder issue; likely separate language requests." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are placeholder/template-style translation issues, but they are not the same concrete language request." + "reason": "Both look like template-generated translation requests, but there is no concrete shared language target or explicit duplication evidence." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Template-like translation issues for different language values; not the same underlying task." + "reason": "High textual similarity comes from the issue template alone; that is not enough to conclude they are the same request." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Template-like translation issues for different language values; not duplicates." + "reason": "Same generic template, but no indication they refer to the same language or the same underlying issue." } ] }, @@ -14987,12 +12840,13 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-36817-14", + "cluster_id": "cluster-36817-15", "nodes": [ "issue:36817", + "issue:36879", "issue:37015", "issue:41115", "issue:41211", @@ -15010,11 +12864,17 @@ "soft_pairs": [ "issue:36817|issue:41211", "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", "issue:37015|issue:43837", "issue:37015|issue:44121", "issue:37015|issue:43909", "issue:37015|issue:42503", - "issue:37015|issue:45027", + "issue:36879|issue:37015", "issue:41115|issue:43837", "issue:41115|issue:44121", "issue:41115|issue:42503", @@ -15035,204 +12895,247 @@ "issue:44121|issue:45322", "issue:43837|issue:44121", "issue:43837|issue:45027", + "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "8ed9e51206fc7f368e6d45558aaf38da253fc8d223df39563d6890c834705fe3", + "prepared_review_unit_hash": "c56eadc821564948d199992fdaf364f1d2cfbf4e3e27af60e276aab5bed73e94", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 28, - "serialized_chars": 17650, - "estimated_input_tokens": 4413, - "estimated_eval_tokens": 9082 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20705, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 28, - "serialized_chars": 17650, - "estimated_input_tokens": 4413, - "estimated_eval_tokens": 9082 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20705, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a heterogeneous set of model-request issues across unrelated model families and modalities (BERT variants, audio/ASR/TTS, OCR, vision encoders, sparse transformers). The soft similarities are mostly superficial naming overlap, not duplicate bug/change reports.", + "summary": "These are separate model-request issues across different architectures and modalities; the similarities are mostly generic \"add model\" phrasing, not duplicate underlying changes.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue here: the items request different models/features, so there is no single same-underlying bug or change to deduplicate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If a representative must be chosen, issue 42738 is the broadest umbrella-style request, but it still does not actually subsume the other model-specific issues.", "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 underlying change." + "reason": "EuroBert vs DEIMv2 are unrelated model requests; only the add-model wording overlaps." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert configuration support and Qwen3-TTS support target different model families and modalities." + "reason": "BERT config request vs Qwen3-TTS support are different model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are distinct architectures; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different models with different implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is vision detection; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR share no concrete code path or model change." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated; generic request similarity only." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions: text encoder vs speech recognition." + "reason": "NeoBERT and Qwen3-ASR are different model families and feature areas." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request concern different architectures and code paths." + "reason": "NeoBERT vs weight-sparse transformer are separate model requests, not duplicates." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are distinct model additions, not the same implementation work." + "reason": "NeoBERT is a BERT-style text model; LFM2.5 Audio is an audio model request." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model families; no common duplicate bug/change." + "reason": "NeoBERT and ModernVBERT are different model additions, not one issue." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:36879", + "right": "issue:37015", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS are different model requests in different audio/text paths." + "reason": "RF-DETR and NeoBERT target different model families and code paths." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are different model additions with different interfaces." + "reason": "MiniCPM3 architecture request and Qwen3-ASR support are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 support and the sparse-transformer request are unrelated model-architecture additions." + "reason": "MiniCPM3 and weight-sparse transformer are different model changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct models; the requests do not describe the same change." + "reason": "MiniCPM3 and ModernVBERT are separate model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral-4B-TTS are separate model requests, not one duplicate." + "reason": "MiniCPM3 is not the same change as Voxtral TTS support." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and likely different code surfaces." + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests; no shared concrete bug/change." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated requests across different modalities." + "reason": "ModernVBERT and Qwen3-ASR are different models and implementation targets." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are separate model additions with no shared underlying fix." + "reason": "ModernVBERT and Qwen3-TTS are distinct model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly on BERT naming, not on the same concrete implementation." + "reason": "ModernVBERT is specific; \"BERT-like models with RoPE\" is a broad class request, not the same issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral-4B-TTS are unrelated model families and behaviors." + "reason": "Broad BERT/RoPE request vs Voxtral TTS support; different model families and modalities." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different speech tasks; not the same model support." + "reason": "Qwen3-TTS and Qwen3-ASR are related in vendor name but are different concrete support requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests." + "reason": "Qwen3-TTS and Voxtral TTS are different models; not mergeable as one PR-style change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the sparse-transformer request are not the same underlying change." + "reason": "TTS support and weight-sparse transformer are not the same underlying change." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated speech-recognition vs encoder-model requests." + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with different support needs." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-adjacent but still different model integrations." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model additions in different domains." + "reason": "LFM2.5 Audio is an audio model; SAM3-LiteText is a vision/text model request." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate speech-model requests, not duplicates." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model integrations." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "The sparse-transformer request and EUPE request are different architectures and changes." + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the sparse-transformer request do not share the same concrete implementation problem." + "reason": "Qwen3-ASR support and weight-sparse transformer are not the same code-path problem." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech tasks and model families." + "reason": "Qwen3-ASR and Voxtral TTS are distinct speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated speech vs OCR model requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementations." } ] }, @@ -15251,8 +13154,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -15273,7 +13176,7 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "ea7f69455ee3cbb178a470b5c47e36308cda7338aec09ebe34489c434e21706a", + "prepared_review_unit_hash": "fc9fc519a24d67dd09d0bbe99d1a74d8d6121a577417a7a47f7bf63739223af2", "component_budget": { "node_count": 6, "item_count": 6, @@ -15295,60 +13198,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are not duplicates of one another; they span unrelated bugs in different models/configs/utilities, with only superficial textual similarity. No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "There is no true canonical issue for this cluster because the reports concern different subsystems and different failure modes. If a representative must be chosen, issue 43668 is the cleanest self-contained bug report.", + "summary": "These issues are not true duplicates; they span unrelated models, configs, tokenizers, and a typo report. The soft similarities are only lexical and do not indicate the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the cluster is spurious, with each issue describing a different component and fix.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43668 is the most precise and narrowly scoped of the set: a specific type-hint bug in ModernBERTConfig with a clear, isolated fix path.", + "best_issue_reason": "Issue 43668 is the closest to a generic correctness/metadata bug, but it still does not represent the rest of the set because the cluster is not a real duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different concerns: Llama4TextL2Norm normalization semantics vs. ModernBERTConfig type annotation. No shared code-path bug." + "reason": "Different model/component and different problem: Llama4TextL2Norm normalization behavior vs ModernBERTConfig type hint." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling and missing kwargs propagation are unrelated model-loss issues." + "reason": "Mask2Former ignore_value usage and loss kwargs passthrough are unrelated bugs in different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "A Mask2Former loss-parameter bug is unrelated to tokenizer regex warning behavior." + "reason": "Mask2Former ignore_value bug and tokenizer regex warning are unrelated subsystems and symptoms." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different modules and bug types: model loss parameter usage vs. a typo in quantization naming." + "reason": "Mask2Former ignore_value handling is unrelated to a typo in quantization_operation." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "One is a model runtime bug; the other is a config type-hint mistake. Not the same underlying defect." + "reason": "Different models and different defect types: segmentation loss handling vs config type annotation." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to a loss function and correcting a config annotation are unrelated changes." + "reason": "Passing kwargs to loss calculation is unrelated to ModernBERTConfig norm_eps typing." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERTConfig type hint issue does not overlap with tokenizer regex warning regression." + "reason": "Config type hint issue and tokenizer regex warning are different concerns with no shared code path." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint typo and a quantization attribute typo are different files/features and not one fix." + "reason": "A type hint bug in ModernBERTConfig is unrelated to a typo in a quantization attribute name." } ] }, @@ -15367,8 +13270,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -15378,7 +13281,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "3bc951fc9ad5cfb3a17180bdd4eacd1aa04fe738e49514f1fb17f0117826f30b", + "prepared_review_unit_hash": "3dfe77f47d44e250c20e3939a01fb949fee337615a89845c4bf628741922bc76", "component_budget": { "node_count": 2, "item_count": 2, @@ -15400,18 +13303,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not look like duplicates: one is about block decoding mechanics, while the other is a request for DeepSeek v3.2 model support. They may both touch model/inference functionality, but they describe different underlying changes.", - "confidence": 0.94, + "summary": "These two issues are not duplicates: one asks for a block decoding setting, while the other requests DeepSeek v3.2 support. They describe different product areas and different underlying changes.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the more specific, user-facing request and is better defined as a standalone tracking issue; issue 41084 is broader and less clearly tied to the DeepSeek support request.", + "best_issue_reason": "Issue 43037 is the more specific and actionable request; it names a concrete model/version support target rather than a vague configuration feature.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding implementation vs adding DeepSeek v3.2 support. Shared broad inference context is not enough to treat them as duplicates." + "reason": "Different underlying requests: block decoding configuration vs adding DeepSeek v3.2 support. They do not appear to be the same bug or change." } ] }, @@ -15430,8 +13333,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -15441,7 +13344,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "8f35b320ccc397c40a666b4c6dfd01c84821345b2cb1b400fb42911d87c6f105", + "prepared_review_unit_hash": "35149c218264b1d93d44ec458bfa95ac05559f03f6b8e119bfc858e120b0a95c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15463,18 +13366,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about estimating FLOPS for custom trainers. I do not consider them duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43598 is the clearer representative of the cluster because it focuses on a concrete Trainer customization limitation, while 43600 is a separate FLOPS-estimation concern.", + "summary": "These two issues are related to custom trainers in Trainer, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43598 is the more concrete and actionable report, centered on a specific Trainer behavior (`remove_unused_column`) and its customizability.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the best single issue to keep if one must be chosen, since it has the more direct and actionable customization request.", + "best_issue_reason": "Issue #43598 is the best representative of the cluster because it describes a clear, isolated code-path concern rather than a broader metric-estimation question.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They involve different code paths and outcomes: `remove_unused_column` customization versus FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same underlying bug." + "reason": "Different underlying bugs: one concerns unused-column removal in Trainer, the other concerns FLOPS estimation for custom trainers. Similar theme, but not the same fix or code path." } ] }, @@ -15493,8 +13396,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -15504,7 +13407,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "f75b90561a47ccfed928cff0a69d05d4ef78538a3397584fade29e8487ff9bf0", + "prepared_review_unit_hash": "b06ee7efff7c346120fd1b10de1ef7f183e637b3a6b81a1a32a98fb6d2f23380", "component_budget": { "node_count": 2, "item_count": 2, @@ -15526,18 +13429,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different Qwen model families and different AutoModel capabilities, so they do not look like duplicates.", + "summary": "The two issues are related to Qwen model support, but they request different API coverage: one is broad registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other is specific AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying bug/change.", "confidence": 0.93, - "canonical_issue_reason": "Issue #43684 is the more general registration request and is the best representative of the cluster, but it is not the same underlying task as #44405.", + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the clearest standalone issue in the set; #44405 targets sequence classification support for a different config/model family.", + "best_issue_reason": "43684 is the most central and general request in the cluster; 44405 is a narrower, separate capability request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different API targets (AutoModel/AutoModelForConditionalGeneration vs AutoModelForSequenceClassification); not the same bug/change." + "reason": "Different target classes and different model/config families. This is not the same underlying fix; one asks for AutoModel/AutoModelForConditionalGeneration registration, the other for sequence-classification support." } ] }, @@ -15556,8 +13459,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -15574,12 +13477,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "166e7e4b6a44f738df76e34f8b91d124a4286a158959e69239aa02e89bfcd6d8", + "prepared_review_unit_hash": "0df0540002f721b6a6f57f03517cdb6e5014b8a251d2b09cfc977345f54508b2", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -15587,7 +13490,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, + "serialized_chars": 4262, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -15596,57 +13499,57 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same near-empty title/body pattern around \u201chuggingface \u201d and are likely duplicates of the same report; \u201cFett\u201d looks unrelated. No pull requests are present.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \u201chuggingface \u201d reports and is the best representative of that duplicate set.", + "summary": "The three \"huggingface \" issues (43845, 43846, 43859) share the same title and soft-similarity signals, so 43845 is the best representative of that likely duplicate cluster. Issue 43835 has a different title and looks unrelated.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the earliest of the identical-title \"huggingface \" reports and is the cleanest representative of the likely duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest global representative because it matches the other two \u201chuggingface \u201d issues closely and was created first.", + "best_issue_reason": "43845 best captures the repeated \"huggingface \" reports because it is the earliest identical-title issue and sits in the densest similarity cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying problem." + "reason": "Different title and no concrete overlap beyond generic soft similarity; not enough to treat as the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete signal of the same bug or request." + "reason": "Different title and no shared details in the packet indicating the same underlying bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no clear shared underlying issue." + "reason": "Different title and no evidence they describe the same problem." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title pattern and very similar sparse issue content; likely duplicate reports." + "reason": "Same title with strong soft-similarity signal; likely duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same near-identical title/body pattern; likely the same underlying issue." + "reason": "Same title with matching soft-similarity signal; likely the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "All three \u201chuggingface \u201d issues appear to be the same minimal report, so this pair is likely duplicate." + "reason": "Same title and substantial soft similarity; likely duplicate reports of the same issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the three 'huggingface ' issues have identical titles and similar sparse metadata, while 'Fett' is distinct by title. The soft-edge verdicts are conservative overall, and choosing 43845 as the earliest representative is supported by the timestamps. No PRs are present." + "accept": false, + "feedback": "The conclusion is somewhat grounded by the identical titles and the similarity signal, but several verdicts overstate the evidence. In particular, the packet does not expose report text, so claims like \"near-identical report text\" are unsupported, and 43845 vs 43859 are not closely timed (they are over 12 hours apart), so that rationale is too strong. The summary should stay more conservative: same title and soft similarity suggest possible duplicates, but not near-identical reports." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15659,8 +13562,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -15681,88 +13584,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "b570d69da9e7946ac886837edc223689ce4490ff45d3ab5c12f89178e1fa0fae", + "prepared_review_unit_hash": "927811ed024c9470d04294a1f416603cef1eaed586e894b6d17f47195376b475", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all low-information/spam-like closed issues with placeholder or unrelated titles; there is no evidence they describe the same underlying bug or change. The cluster is best treated as noise rather than a duplicate set.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44371 is the cleanest canonical placeholder because it is the earliest obvious spam/placeholder report and is representative of the cluster's low-signal content.", + "summary": "All items look like unrelated low-signal spam/generic posts rather than duplicate reports of the same bug or change. No soft pair has enough evidence to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the best issue to anchor the cluster if one must be chosen, because it is an archetypal spam placeholder and the earliest of the identical entries.", + "best_issue_reason": "issue:44418 is the least spam-like and most descriptive title, but it still does not provide a concrete problem statement or a credible duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders, but there is no concrete shared bug or change to indicate duplication." + "reason": "Both are titled \"\", but there is no substantive description or shared bug/change evidence to show the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same placeholder title class, but no substantive description or target makes them distinct noisy issues rather than duplicates." + "reason": "Identical placeholder titles alone are not enough; these look like separate spam submissions, not a duplicate bug report." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a generic documentation-suggestion title; they do not appear to be the same issue." + "reason": "One is spam and the other is a vague documentation suggestion; no shared concrete problem or target." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated and there is no supporting detail tying them to one underlying report." + "reason": "The titles are unrelated and generic; no evidence they describe the same underlying issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation suggestion is not the same as a spam placeholder; no shared problem statement is evident." + "reason": "A vague documentation suggestion and a spam placeholder do not indicate the same report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "The titles and apparent intent differ, with no concrete overlap beyond low-signal content." + "reason": "No overlap beyond both being low-quality submissions; no concrete duplicate signal." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is still no evidence of one underlying bug or change; they look like separate noise reports." + "reason": "Although both are titled \"\", there is no issue content showing a shared bug or change to deduplicate." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a specific quoted-name title are unrelated without any shared technical context." + "reason": "Titles are unrelated; nothing indicates the same underlying problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No common concrete issue is visible; the reports are different low-information entries." + "reason": "The posts do not share a concrete technical subject or fix target, so they should not be merged." } ] }, @@ -15781,8 +13684,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -15792,12 +13695,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "e38b9e28c62f4279f508c9e5b35880186a814df554adb59a8b2f31380118142e", + "prepared_review_unit_hash": "fc9f7d5d850ebecd55a19c6b5b61423152ea6851bb26b0e887088b2f7103db01", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15805,7 +13708,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15814,27 +13717,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are likely duplicates: they have the same title, very similar body lengths, and #45145 is earlier with one inbound reference. The evidence is suggestive rather than definitive because the bodies are not included and the only pair signal is soft similarity.", - "confidence": 0.77, - "canonical_issue_reason": "#45145 is the better provisional canonical issue because it was created earlier and already has an inbound reference.", + "summary": "These two closed issues appear to be near-identical duplicates: same title, nearly identical body size, and high text similarity with no distinguishing targets or filenames. Issue #45145 is the better canonical/best representative because it was created first and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earliest of the two and has an inbound reference, so it is the best canonical issue to keep.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue candidate on the available evidence: it appears to be the earlier copy of the same report and has slightly more traceability.", + "best_issue_reason": "#45145 is the strongest overall issue representative due to being first and having slightly more linkage/activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Accept as a likely duplicate issue pair: the titles are identical, the body lengths are very close, and there is no evidence of different targets or scope. The evidence is not definitive, so this is a conservative duplicate call." + "reason": "Same title and effectively the same issue report; no evidence of distinct scope or implementation." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit overconfident for the evidence in the packet. What is grounded: the two issues have the same title, similar body lengths, and #45145 is earlier with one inbound reference. What is not fully supported: claims like \u201cessentially the same report content,\u201d \u201cno differentiating targets or filenames,\u201d and a 0.98 confidence level, since the packet does not include the bodies and the pair only has soft_similarity evidence with deterministic_accept=false. A more conservative conclusion would be that they are likely duplicates, with #45145 as the provisional canonical issue." + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, very similar body sizes, no filenames or explicit targets, and only soft similarity evidence. Choosing #45145 as canonical because it is earlier and has an inbound reference is reasonable and conservative." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15901,8 +13804,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -15912,7 +13815,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "3c0c4627d22a3787327662766fb0a577b5be701bc471675d4ce3bb41afecf085", + "prepared_review_unit_hash": "1f231709a686ac24dac3823e9998e045048a1bfe5e43b23991a5d1d928c406e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -15934,18 +13837,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct 4-bit inference bugs: one specific to Gemma4 audio modules hitting a torch.finfo() TypeError on uint8 weights, and one in BitsAndBytesConfig where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying defect.", - "confidence": 0.94, - "canonical_issue_reason": "issue #45674 is the better representative because it describes a clearer, more general configuration regression with a concrete failing path and broader reuse across 4-bit inference setups.", + "summary": "The two issues both involve 4-bit inference, but they describe different failure modes: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue #45674 is the strongest standalone report: it has a precise root-cause description (default lm_head exclusion being cleared) and a direct, actionable failure mode.", + "best_issue_reason": "No single canonical issue fits; these are separate bugs affecting different code paths and should remain distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both concern 4-bit inference, but the failure mechanisms differ: Gemma4 audio uint8/torch.finfo TypeError vs. BitsAndBytesConfig lm_head exclusion AssertionError. Not the same bug." + "reason": "Shared 4-bit inference context is too broad; the reported errors, triggers, and affected paths are different, so they are not the same underlying bug." } ] }, @@ -15964,8 +13867,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -15975,7 +13878,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "59562361351efadc15cb4488a7f61f51d51af8c1bec75eb1bb9f952af88819b2", + "prepared_review_unit_hash": "159d34b78be04b867c4aa4f5cbfbfe57aae489b5bed6df99b229c7fd4fd194f4", "component_budget": { "node_count": 2, "item_count": 2, @@ -15997,18 +13900,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are just person-name/date entries with no body or links and no evidence of a shared bug/report. They do not look like duplicates or related issue reports.", - "confidence": 0.96, + "summary": "The two closed issues are unrelated single-line entries with different personal names/dates and no shared technical content, so they should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a clear canonical representative; both look like unrelated spam/personal-name posts rather than duplicate bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and birth dates, no description, no shared targets, and no issue-specific evidence of the same underlying problem." + "reason": "Different names and dates, no shared description, targets, or technical context; they do not appear to describe the same underlying issue." } ] }, @@ -16027,8 +13930,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -16038,7 +13941,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "5a8e2b645ef367042a7b0468c5866b26d779b7bd4e5890377c064b0c3269e18d", + "prepared_review_unit_hash": "0e500448b18bb8f7d4ab2926a4de09adcdecb895877a2426f3e6403ceaffb242", "component_budget": { "node_count": 2, "item_count": 2, @@ -16060,18 +13963,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: they only share a surname and date-like text, with no body, context, or shared problem statement. They should remain separate.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying bug or request.", + "summary": "The two issues do not describe the same underlying bug or change; they look like unrelated placeholder/spam-style entries with different personal-name/date titles.", + "confidence": 0.95, + "canonical_issue_reason": "No good canonical issue: neither entry contains a technical problem description, and the titles are unrelated personal-name/date strings.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical choice; each appears to be a distinct, unrelated ticket.", + "best_issue_reason": "Neither issue is a strong representative for a duplicate cluster because there is no shared bug report or actionable content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Same surname is not enough to infer duplication; the titles refer to different people and different dates, with no shared problem context." + "reason": "Reject: the only similarity is superficial title patterning; there is no shared problem statement, body, or issue linkage indicating the same underlying issue." } ] }, @@ -16093,7 +13996,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-13", + "cluster_id": "cluster-39895-14", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -16107,177 +14010,192 @@ "pull_request:45170", "pull_request:45213", "pull_request:45655", - "pull_request:45795" + "pull_request:45795", + "pull_request:45826" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", - "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:45826", "pull_request:43823|pull_request:43995", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:45795", "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45826", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "bfa0cdeac41d327395bac30a546e9bab851b3bf07c915fdb65ed2f1efd942968", + "prepared_review_unit_hash": "735a299923eaa038d046897c9324546982791390dcb479a32666f048f939ca2c", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 19, - "serialized_chars": 35198, - "estimated_input_tokens": 8800, - "estimated_eval_tokens": 17856 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37863, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 19, - "serialized_chars": 35198, - "estimated_input_tokens": 8800, - "estimated_eval_tokens": 17856 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37863, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and not a true duplicate set. The only clear duplicate pair is the two loss-utils PRs that both extend `fixed_cross_entropy` to pass supported `cross_entropy` kwargs; everything else is an unrelated model addition, docs change, refactor, or test-only PR.", - "confidence": 0.93, + "summary": "Mostly a heterogeneous set of unrelated PRs (new models, docs, model refactors, and one loss utility fix). The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "If a canonical PR must be chosen, `pull_request:43251` is the best representative of the only real duplicate pair because it has the explicit issue target (`43240`) and a fuller implementation of the same `fixed_cross_entropy` kwargs fix.", + "canonical_pr_reason": "No single canonical issue exists in this cluster. If a representative PR is needed, `pull_request:43251` is the closest fit because it is the only concrete bugfix with an explicit issue target and it matches the near-identical companion PR.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the strongest PR in the cluster to anchor on: it directly addresses the tracked loss bug, targets the same code path as `43254`, and is the only clear duplicate-worthy change here.", + "best_pr_reason": "`pull_request:43251` is the best representative of the only genuine duplicate pair: it is a focused code-path fix in `loss_utils.py`, with an explicit target and a direct overlap with `pull_request:43254`.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated changes: VideoPrism model integration vs. an ExecuTorch dynamic-shapes test. Same repository area, but not the same bug or change." + "reason": "Unrelated PRs: VideoPrism model addition vs. ExecuTorch dynamic-shape test." }, { "left": "pull_request:41855", - "right": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method additions are unrelated to ExecuTorch export tests; no shared underlying defect." + "reason": "Different areas: Mistral tokenizer methods vs. adding MobileLLM." }, { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer missing methods and adding MobileLLM are separate model/tokenizer workstreams." + "reason": "Tokenizer API fix vs. ExecuTorch export test; no shared bug/change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes are unrelated to adding a new MobileLLM model." + "reason": "Processor-loading robustness work vs. adding a new model." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix is unrelated to introducing MobileLLM model files and tests." + "reason": "Loss-function kwargs fix vs. new MobileLLM model code." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are different code paths and different bugs." + "reason": "Loss utility change vs. Mistral4 test/model work; not the same fix." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export test and Mistral4 fixes do not address the same underlying change." + "reason": "ExecuTorch export test vs. Mistral4 fixes; unrelated code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to MobileLLM model addition." + "reason": "Dynamic-shape export test vs. new model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model support and a `cls.config` resolution-order fix are unrelated." + "reason": "New model addition vs. config-resolution ordering fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45826", + "accept": false, + "reason": "New model addition vs. Gemma4 multi-GPU fix; different artifacts." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are distinct changes." + "reason": "New model addition vs. Falcon output-interface refactor." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and the model-creation skill draft are not the same concrete bug/change." + "reason": "Falcon refactor vs. a draft model-creation skill; no shared code bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor is unrelated to Mistral4 test fixes." + "reason": "Falcon output-capture refactor vs. Mistral4 test/model fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` renaming across CLIP-like models are separate changes." + "reason": "Mistral4 test/model changes vs. `layrnorm` rename fixes; different underlying issue." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test fixes are unrelated to docs for audio/video processors." + "reason": "Mistral4 work vs. docs for audio/video processors; not duplicate changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test work and `cls.config` resolution-order fix are unrelated code paths." + "reason": "Mistral4 test/model changes vs. config resolution order fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45826", + "accept": false, + "reason": "Mistral4 fixes vs. Gemma4 multi-GPU fix; separate model-specific bugs." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A Mistral4 test fix and the model-creation skill draft do not represent the same underlying change." + "reason": "Mistral4 code/test fixes vs. draft model-creation skill docs; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and adding the model-creation skill are different concerns; one is product code, the other is tooling/docs." + "reason": "New model implementation vs. draft skill/docs bundle; no common change." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model implementation and processor docs are unrelated." + "reason": "New model addition vs. docs for adding processors; different scope." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs make the same `fixed_cross_entropy` change in `loss_utils.py` to pass supported kwargs (`weight`/`label_smoothing`) to `nn.functional.cross_entropy`; they fix the same concrete bug and could be merged into one." + "reason": "Same underlying `fixed_cross_entropy` change in `loss_utils.py` for the same issue target; these could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the only clearly mergeable duplicate pair (43251/43254) based on the shared loss_utils diff and shared issue target, while treating the rest as heterogeneous. The soft-edge rejections are also cautious and consistent with the provided diffs. No overstatement detected." + "feedback": "The summary is well grounded in the packet: most PRs are clearly unrelated across models/docs/refactors, and the only pair with explicit shared issue target and exact file overlap is `pull_request:43251`/`pull_request:43254`. The soft-edge rejections are conservative, and the accepted pair looks mergeable as one loss-utils bugfix." }, "evaluator_used": true, "retried": false, @@ -16304,7 +14222,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "14418f4f708943ab930c8f0f2cc658605cfd7402cfa03812e2cfaffbb3cb0c3c", + "prepared_review_unit_hash": "a70f681617c4493d2bb946e1193e63adccc7fa3bdbaabd0ab4613155d3e89a99", "component_budget": { "node_count": 2, "item_count": 2, @@ -16326,18 +14244,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related VibeVoice PRs, but not duplicates: 40546 is the initial VibeVoice implementation/docs integration, while 42781 expands into VibeVoice Realtime with the acoustic tokenizer and additional generation/model changes.", - "confidence": 0.94, + "summary": "These are related VibeVoice PRs, but they are not the same change: #40546 adds the core VibeVoice integration, while #42781 adds a separate VibeVoice Realtime extension plus an acoustic tokenizer. They overlap on shared model plumbing, but they do not look mergeable as one duplicate PR.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the foundational VibeVoice integration and the clearest representative of the base feature work; it is narrower and more complete as the original model addition.", + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the broader, non-draft base VibeVoice implementation with substantial review activity and likely serves as the foundational integration work.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best single representative of the cluster because it covers the core VibeVoice import and registration work, while 42781 is a later follow-on for realtime/tokenizer functionality.", + "best_pr_reason": "PR #40546 is the best overall PR candidate because it is the main implementation of VibeVoice rather than the narrower realtime follow-up, and it appears more complete and established.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice namespace and some files, but the scope differs: 40546 adds the base model/docs/auto-mapping integration, whereas 42781 adds realtime support plus an acoustic tokenizer and related generation/path updates. These are adjacent feature PRs, not the same concrete change." + "reason": "Reject: #42781 is a separate VibeVoice Realtime/acoustic-tokenizer expansion, not the same concrete code-path fix as #40546's core VibeVoice integration. Shared filenames reflect common framework wiring, but the feature scope is different enough that they would not plausibly be merged into one duplicate PR." } ] }, @@ -16367,7 +14285,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "9ac404caba0955a15011b005c361a639100d06174e09f08a930691f24a2e7d1b", + "prepared_review_unit_hash": "2766fb1383ec9d9b2dbb9e5889fc438d0a447c7f40e0ae374a6e4478f0e8c19f", "component_budget": { "node_count": 2, "item_count": 2, @@ -16389,18 +14307,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. The soft similarity is only superficial.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model families (TimesFM covariates vs. DINOv3 image classification), so they should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40755 is the better cluster representative because it is the broader, more substantial functional change with core implementation across model code, utils, tests, and docs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #40755 is the strongest standalone PR in the set: it introduces a new forecasting capability with implementation work rather than only model/classification enablement and example updates.", + "best_pr_reason": "pull_request:41224 is the cleaner representative PR: it is narrower in scope, has substantial review activity, and the change is a concrete model support addition.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and problems: TimesFM time-series covariate forecasting vs DINOv3 image classification support. No shared filenames, targets, or code path, so they are not the same underlying change." + "reason": "Different underlying changes and code paths: TimesFM forecasting-with-covariates versus DINOv3 image-classification support. They do not appear mergeable into one PR." } ] }, @@ -16495,12 +14413,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "1abe801664b2f08cf6713e8f215b32b6e7a9eacac07616c57599545bd27281f2", + "prepared_review_unit_hash": "b962b393b3ec4aa3209c3cacd4df9b47281ebb0347183fdaf77628e30c4f2fe9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10426, + "serialized_chars": 10428, "estimated_input_tokens": 2607, "estimated_eval_tokens": 5470 }, @@ -16508,7 +14426,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10426, + "serialized_chars": 10428, "estimated_input_tokens": 2607, "estimated_eval_tokens": 5470 }, @@ -16517,24 +14435,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated PRs adding support/docs for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share template-like integration files, but each targets a distinct model family and change set, so they are not duplicates.", - "confidence": 0.98, + "summary": "These are three unrelated model-addition PRs. Their overlap is mostly boilerplate registration/docs files, not the same underlying code change, so none should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes add different models (DeepSeek OCR, Isaac, Kimi2-6) with separate codepaths and integration surfaces.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No global best PR for deduplication: the shared files are generic model scaffolding, not evidence of one shared fix or feature.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model families and codepaths: DeepSeek OCR vs Isaac. Shared framework integration files are generic onboarding scaffolding, not the same fix/change." + "reason": "Both are model-onboarding PRs and share registration/docs boilerplate, but they add different models and fix no common code-path problem." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6) with distinct filenames and model implementations. Similar auto-registration/docs updates are too broad to treat as one PR." + "reason": "The overlap is generic integration scaffolding; Isaac and Kimi2-6 are distinct model additions with different implementations." } ] }, @@ -16564,12 +14482,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "61cc767ab4c9064a76539b77498a9d44cb60ab97e9d72a2b357471f2df5633c2", + "prepared_review_unit_hash": "1e2b373976ff3213ba865eff1e5d3a1557542ae62322824cf8984a4a6a9b49a3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16577,7 +14495,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16586,18 +14504,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are GitHub Actions maintenance upgrades, but they target different actions and different underlying changes: one is mostly checkout/cache/upload-artifact for Node 24 compatibility, while the other bumps docker/build-push-action. They overlap in workflow files but are not the same fix and should not be merged as duplicates.", - "confidence": 0.96, + "summary": "These are related workflow-maintenance PRs, but they do not appear to be the same change: one upgrades actions for Node 24 compatibility, the other bumps Docker build actions and other workflows to newer versions.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR. If one must be chosen as the broader representative, 42975 is more umbrella-like because it updates several core workflow actions for Node 24 compatibility, whereas 42976 is a narrower docker/build-push-action version bump.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "42975 is the better representative of the cluster because it spans more workflow actions and is centered on a specific compatibility goal. 42976 is related maintenance, but it is a separate change focused on docker/build-push-action.", + "best_pr_reason": "PR 42975 is the cleaner representative of the cluster because it has a single, explicit goal\u2014GitHub Actions Node 24 compatibility\u2014across many workflow files.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow action version bumps, but they change different third-party actions and address different maintenance concerns. They do not appear to fix the same concrete code-path problem or be safely mergeable into one PR as duplicates." + "reason": "Different concrete changes and motivations: 42975 updates core GitHub Actions versions for Node 24 compatibility, while 42976 upgrades docker/build-push-action and other workflow dependencies. They overlap in broad workflow maintenance but are not the same underlying fix." } ] }, @@ -16634,7 +14552,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "8085010eb1f29e9977e50251b11ec2d580297cf79d80faf93ba2923ac66877b5", + "prepared_review_unit_hash": "994e1a7331a570b62393fed6c216b0b88e942f4bf6173d2fecd8ea1024235569", "component_budget": { "node_count": 4, "item_count": 4, @@ -16656,48 +14574,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model additions (ViT NEPA, Molmo, Molmo2, CTSM) and do not fix the same bug or implement the same change. The overlap is limited to common docs/auto-registration plumbing, which is not enough to treat them as duplicates.", + "summary": "These PRs are not duplicates: they add four different models (ViT NEPA, Molmo, Molmo2, and CTSM). The overlap is only in shared Hugging Face scaffolding like docs/auto-mapping updates, which is too generic to merge as one change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists in this cluster; if a representative must be chosen, 43451 is the most substantial and most discussed PR, but it addresses a distinct model add from the others.", + "canonical_pr_reason": "No canonical PR: each change introduces a different model and codepath, so there is no single underlying fix or feature to deduplicate around.", "best_issue_reason": null, - "best_pr_reason": "43451 is the strongest representative by scope and review activity, but it should not be considered a duplicate of the others because it adds Molmo2 rather than fixing the same concrete code path as any other PR.", + "best_pr_reason": "No global best PR for deduplication purposes; the PRs are distinct feature additions rather than alternate implementations of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs files are generic registration changes, not the same underlying feature or bug fix." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto registration files are generic scaffolding, not the same code-path change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions with different architectures and files. Both touch auto-mappings, but they implement separate model integrations, not one merged change." + "reason": "Different model additions: ViT NEPA vs Molmo2. They touch similar integration points but implement separate models and processors." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model integrations. The common toctree/auto-model edits are incidental and do not indicate the same change." + "reason": "Different model additions: ViT NEPA vs CTSM. The overlap is only framework registration/docs, not the same underlying bug or feature." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming, but they are distinct model families with different code paths, tests, and docs; not the same concrete change." + "reason": "Molmo and Molmo2 are distinct model families with different files and logic; this is not one concrete fix that could be merged into a single PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated additions. Shared repo plumbing does not make them duplicates." + "reason": "Molmo vs CTSM are unrelated model additions. Shared auto/docs changes are incidental and do not indicate the same change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model implementations. They overlap only in generic registration/docs updates, so they should not be merged as duplicates." + "reason": "Molmo2 and CTSM are separate model implementations with different processors/modeling code, so they should not be deduplicated." } ] }, @@ -16730,52 +14648,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "91af6d51b249076d97dcbdb493b8216942ac481dfd657765de91f4ff07a0e228", + "prepared_review_unit_hash": "2071079d76d6bb49ad463aacea15aed82881538f21c47527170e1cb76fa6e8b3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three PRs are not duplicates: one is a Whisper tokenizer fix, one is a test-only change across CLIP/ViT, and one is a broader FP8/dequant loading fix. They touch different code paths and would not plausibly be merged into one PR.", - "confidence": 0.92, + "summary": "These PRs are not duplicates: one is a concrete Whisper decoding fix, one is test-only noise, and one is a separate FP8/dequant draft touching a different code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43291 is the clearest self-contained bug fix: it changes Whisper decoding logic in the tokenizer and updates related tests, with a focused concrete code path.", + "canonical_pr_reason": "PR 43291 is the cleanest self-contained bug fix with an actual product code-path change; 43665 is just test noise, and 44815 is a separate, broader FP8/dequant effort.", "best_issue_reason": null, - "best_pr_reason": "PR #43291 is the best representative of a real change because it addresses an actual runtime behavior bug rather than only modifying tests or spanning multiple unrelated subsystems.", + "best_pr_reason": "PR 43291 is the strongest representative fix in the set because it changes real Whisper logic and includes targeted tests, unlike the others.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different scope and code paths: Whisper tokenization/decoding versus CLIP/ViT test edits. The second PR appears test-only and does not fix the same underlying bug." + "reason": "43291 changes Whisper decoding logic; 43665 only injects failing test assertions and does not address the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Unrelated fixes: Whisper decoding versus FP8/dequant/model-loading changes for Mistral/quantization. No shared concrete bug or mergeable common patch." + "reason": "They target different areas and problems: Whisper tokenization/decoding vs. FP8 dequant/model loading. No shared concrete bug or mergeable combined fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only edits for CLIP/ViT are not the same underlying change as FP8 dequant/model-loading work. They are too far apart to treat as one duplicate PR." + "reason": "43665 is test-only noise, while 44815 is a substantive FP8/dequant fix; they do not fix the same underlying issue." } ] }, @@ -16805,7 +14723,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "4bc701c8231180896bc58682d82274a2d08ec63dc543fdef4ea1fbc1b3bde073", + "prepared_review_unit_hash": "96a005404be6de5ec4757c8d1e098c3422be4e0bcd86f1172d522c1cb2a2be1c", "component_budget": { "node_count": 2, "item_count": 2, @@ -16827,18 +14745,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a small repo-bot/check related change around setup/dependency/test metadata, while the other is a broader CI/workflow and testing-utilities update. They only overlap on a Vit test file and do not appear to fix the same concrete problem.", - "confidence": 0.78, + "summary": "Two open '[don't merge]' PRs are only loosely related via a shared Vit test file, but they make different changes: one is a setup/version/dependency bot check, the other rewires CI/workflow and testing utilities. They are not the same underlying fix/change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43488 is the more coherent representative of the cluster because it is a small, self-contained change centered on repository setup/versioning and a test hook, whereas #43532 spans multiple workflows and utilities with a much broader scope.", + "canonical_pr_reason": "If a representative PR is needed, #43532 is the better anchor because it has the broader, more coherent change set across CI/testing-related files.", "best_issue_reason": null, - "best_pr_reason": "PR #43488 is the best single PR candidate in this set: it has a narrow, specific purpose and a consistent change surface. PR #43532 is broader and touches unrelated CI plumbing, so it is less suitable as the cluster representative.", + "best_pr_reason": "#43532 is the stronger representative for the cluster: its diff is larger and centers on a single workflow/testing change, whereas #43488 is a narrow setup/bot-check tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: they do not target the same underlying bug or change. The shared Vit test file is incidental; the rest of the diffs are about different areas (setup/versioning vs CI/workflow and notification plumbing)." + "reason": "Reject: the overlap on tests/models/vit/test_modeling_vit.py is incidental. #43488 changes setup/version/dependencies, while #43532 modifies CI workflows, testing utilities, and notifications; they are not the same concrete change and would not merge as one PR." } ] }, @@ -16868,7 +14786,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "344e611ebb5d894530ad2ebb7db0bc1b3ed6bd86e2e773f03810d838f68a59bc", + "prepared_review_unit_hash": "e54de17bc447703804e15a9dba363e1792b8f42df3dbd260d0999a11a9ebcc7b", "component_budget": { "node_count": 2, "item_count": 2, @@ -16890,18 +14808,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two closely related but distinct pull requests: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They overlap in framework/docs/test scaffolding, but they implement different pipeline classes and different underlying model paths, so they are not duplicates.", - "confidence": 0.93, + "summary": "Two open PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some docs/plumbing, but they target different tasks, model integrations, and code paths, so they should not be treated as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the two changes target different features and different concrete code paths, even though they share a lot of boilerplate and integration files.", + "canonical_pr_reason": "No canonical PR: 43612 and 43613 are separate feature additions for different segmentation pipelines, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader of the two and touches more model integrations, so it is the better representative of the pair if one must be chosen.", + "best_pr_reason": "43613 is the broader and more complete PR if a single representative is needed, but it is still distinct from 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: they add different pipelines ('Promptable Concept Segmentation' vs 'Promptable Visual Segmentation') and different model integrations. Shared docs/test infrastructure is not enough to treat them as the same underlying change or safely merge them into one PR." + "reason": "Reject: both are segmentation-pipeline feature PRs, but they implement different concrete pipelines and model support. Shared docs/registry files are not enough to treat them as the same underlying change." } ] }, @@ -16931,7 +14849,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "4d01db88fa26ff17763b27eeb298d5b71df3f4aa30324176401793332962ce6a", + "prepared_review_unit_hash": "fc02d655ed2939ebca38c7b314bff4dc67b2384339338506c66f0284e0fef435", "component_budget": { "node_count": 2, "item_count": 2, @@ -16953,18 +14871,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items touch `src/transformers/trainer.py`, but they address different trainer extensions: one changes gradient-accumulation loss scaling, the other changes signature-column filtering for custom trainers. They do not look like duplicates or the same fix.", - "confidence": 0.97, + "summary": "Both PRs touch `src/transformers/trainer.py`, but they implement different trainer extension points: one changes gradient-accumulation loss scaling, the other exposes signature-column filtering. They are not the same underlying fix/change, so this is not a duplicate cluster.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a clear canonical representative here; the two PRs are about separate trainer customization points and should be triaged independently.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and behaviors: `_loss_is_scaled_for_ga` changes loss normalization in `training_step`, while `_get_signature_columns` changes dataset column filtering. Shared filename alone is not enough to treat them as the same change." + "reason": "Different trainer behaviors and code paths: `_loss_is_scaled_for_ga` controls loss scaling in `training_step`, while `_get_signature_columns` changes column filtering/signature inspection. Shared file alone is not enough to treat them as the same PR." } ] }, @@ -16996,52 +14914,52 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "146523d779b736cfb6c0e35f0b38e4497b13e11b85d2516274ffe68789cadcf9", + "prepared_review_unit_hash": "038ee218bb45672ba328343fa486ec1f2c2b9e2eddffda24a8b615b3466186e0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are trying to fix the same import-time TypeAdapter annotation problem in `src/transformers/cli/serve.py`; two are near-direct variants of the same fix, and one broader annotation cleanup appears to cover the same underlying bug path.", - "confidence": 0.84, + "summary": "The cluster centers on TypeAdapter-related NameErrors in `src/transformers/cli/serve.py`. PR 43842 is the cleanest, most targeted fix; PR 43836 appears to address the same underlying runtime typing issue; PR 43656 looks related but not clearly the same concrete bug fix.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the most focused and explicit fix for the TypeAdapter NameError, with a narrow change set and a clear description of the runtime failure it addresses.", + "canonical_pr_reason": "PR 43842 is the most specific and narrowly scoped fix for the serve CLI TypeAdapter NameError, with an explicit issue link and a small, focused change set.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it directly targets the TypeAdapter NameError, keeps the scope tight, and is less of a general typing cleanup than #43656 or the broader refactor in #43836.", + "best_pr_reason": "PR 43842 is the best representative of the cluster because it directly targets the runtime `TypeAdapter` import/annotation problem in one code path without broader unrelated typing churn.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both target the same TypeAdapter NameError in `serve.py` and change annotation/runtime typing behavior in the same code path; they look like alternative fixes for the same bug." + "accept": false, + "reason": "Both touch `serve.py` and mention TypeAdapter, but 43656\u2019s diff preview looks like a broader typing/import cleanup and a different issue target, so the shared concrete bug is not clear enough to treat as the same PR." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both explicitly fix the TypeAdapter annotation failure in the CLI server module, and the diffs are compatible as variants of the same underlying import-time bug." + "reason": "Both appear to fix the same runtime `TypeAdapter` NameError in `src/transformers/cli/serve.py`, and the changes look plausibly mergeable into one patch for the same code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py`, their titles and issue targets point to the same TypeAdapter/annotation NameError family, and the soft-edge pairs look like mergeable alternative fixes rather than unrelated changes. The verdicts are conservative enough." + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The distinction between PR 43842 as the narrowest fix, PR 43836 as a related but broader same-file change, and PR 43656 as related but not clearly the same bugfix is supported by the issue links and diff previews. The soft-edge verdicts are conservative enough, including the rejected 43656|43842 pair." }, "evaluator_used": true, "retried": false, @@ -17136,7 +15054,6 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", - "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -17185,8 +15102,8 @@ "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:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", @@ -17210,6 +15127,7 @@ "pull_request:44056|pull_request:44161", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", "pull_request:43997|pull_request:44071", "pull_request:44010|pull_request:44071", "pull_request:44010|pull_request:44073", @@ -17228,389 +15146,418 @@ "pull_request:43996|pull_request:44007", "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", - "pull_request:44044|pull_request:44154", - "pull_request:44024|pull_request:44076" + "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "23b2c7af0a19e20f1883cf03d70eeb623466c397e466faffed77c1431a3160d5", + "prepared_review_unit_hash": "7436d1c9ddc283646ac8799ba90d808b2a569ce0e11662db2c8c47714bb5ea90", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84498, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { - "node_count": 28, - "item_count": 28, + "node_count": 27, + "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 76931, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 75095, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster splits into two real duplicate/superset chains: GPT-J/CodeGen (44066 \u2194 44722, with 44085 as a narrower GPT-J slice) and GPT-Neo (44018 \u2194 44068). Everything else is the same output-tracing refactor theme, but across different model code paths, so it should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "43979 is the shared tracking issue for the standardized output-tracing refactor work across the cluster.", - "canonical_pr_reason": "44722 is the best canonical PR for the GPT-J/CodeGen chain because it is the later, broader version of that same concrete refactor on the same code path; it should not be taken as covering the separate GPT-Neo chain.", - "best_issue_reason": "43979 is the central issue anchor for the refactor family in this cluster and the cleanest issue-level representative.", - "best_pr_reason": "44722 is the best single PR anchor for the cluster because it is the most complete later version of the largest concrete duplicate chain, but the GPT-Neo chain still needs its own representative PR.", + "summary": "Mostly independent output-tracing refactors tied to #43979, not one clean duplicate set. The clearest duplicate pair in the packet is 43996\u219444007; the GPT-J/CodeGen subgroup also converges on 44066\u219444722 and 44085\u219444722, while the GPT-Neo 44018\u219444068 pair and the cross-model same-theme links are too weak to merge.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the full mixed cluster, but 44722 is the best canonical PR for the main GPT-J/CodeGen subcluster: it is issue-linked, concrete, and subsumes the same-file GPT-J path represented by the strongest matches.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest overall representative because it is the most complete issue-linked GPT-J/CodeGen implementation and sits at the center of the only substantial same-code-path subgroup.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; same output-tracing theme only." + "reason": "Same issue theme only; different model code paths and no shared concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT vs DeBERTaV2; not the same code path." + "reason": "Different model families; shared output-tracing pattern is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPT-J output-tracing code path; 44085 is a narrower GPT-J slice of the broader 44066 refactor." + "accept": false, + "reason": "Both are GPT-J-themed, but the concrete edits differ and the packet does not mark this as deterministic." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RT-DETR ResNet vs EfficientNet; different concrete implementations." + "reason": "Different model implementations; only the tracing refactor theme overlaps." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; unrelated model code." + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; only a shared refactor pattern." + "reason": "Different model families and different files; same issue target alone is insufficient." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." + "reason": "MobileNetV2 and DeBERTa are unrelated model paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; different model internals." + "reason": "GPT-J/CodeGen vs MGP-STR; same refactor style, different underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same theme, different implementation." + "reason": "Different model code paths; only broad decorator migration matches." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same file/code path; 44068 looks like the fuller follow-up version." + "accept": false, + "reason": "Same GPT-Neo family, but the packet marks this as non-deterministic and the diffs look like separate refactor iterations." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; different models." + "reason": "GPT-J/CodeGen vs GPT-Neo; shared theme only." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different model code." + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete fix." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; different code paths." + "reason": "ResNet vs GPT-J/CodeGen; unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; unrelated models." + "reason": "MGP-STR vs GPT-J/CodeGen; same tracing pattern, different model implementation." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; only broad output-tracing similarity." + "reason": "ResNet vs GPT-J; different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; different model families." + "reason": "GPT-Neo vs ResNet; unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; unrelated code paths." + "reason": "ResNet vs MPT; only the refactor theme overlaps." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; different models." + "reason": "GPT-Neo vs Flaubert/XLM; different models and different edits." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; not the same refactor." + "reason": "GPT-Neo vs GPT-J/CodeGen; same broad migration only." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; different model internals." + "reason": "MPT vs GPT-J/CodeGen; different concrete changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs Flaubert; same pattern only." + "reason": "GPT2 vs MGP-STR; unrelated model code." }, { - "left": "pull_request:44018", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; unrelated code paths." + "reason": "GPT-J vs MGP-STR; same theme, different path." }, { "left": "pull_request:44018", - "right": "pull_request:44085", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo vs GPT-J; different model code." + "reason": "GPT-Neo vs GPT2; only the output-tracing pattern overlaps." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not a duplicate." + "reason": "GPT-Neo vs MGP-STR; different concrete fixes." }, { - "left": "pull_request:44071", + "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "MPT vs GPT-J; different concrete changes." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-2 vs MGP-STR; unrelated models." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J vs MGP-STR; only shared refactor style." + "reason": "GPT-Neo vs GPT-J; same refactor theme only." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen; different code paths." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT vs XLM; different model families." + "reason": "GPT2 vs GPT-J/CodeGen; not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; not the same bug/change." + "reason": "GPT-Neo vs MPT; unrelated model code." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer vs GPT-J/CodeGen; unrelated implementations." + "reason": "Segformer vs GPT-J/CodeGen; different model paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs LongT5; different code paths." + "reason": "Segformer vs LongT5; only the standardized tracing theme overlaps." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer vs VisualBert; same pattern only." + "reason": "Segformer vs VisualBert; different model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; different models." + "reason": "GPT-Neo vs MPT; different concrete code paths." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT vs MGP-STR; unrelated refactors." + "reason": "MPT vs MGP-STR; unrelated fixes." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs VisualBert; different code paths." + "reason": "RegNet vs VisualBert; different model families." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "MPNet vs XLM; not the same underlying change." + "reason": "Segformer vs GPT-Neo; shared refactor theme only." }, { - "left": "pull_request:44073", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert vs LongT5; different implementations." + "reason": "MPNet vs LongT5; unrelated implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "Segformer vs MPT; no shared concrete change." + "reason": "RegNet vs MPNet; different concrete changes." }, { - "left": "pull_request:44073", + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; different code paths." + }, + { + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert vs XLM; same broad refactor theme only." + "reason": "TextNet vs Flaubert/XLM; unrelated model code." }, { - "left": "pull_request:44059", + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; different model implementations." + }, + { + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 vs MPT; different model internals." + "reason": "SqueezeBert vs MPT; not the same fix." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-2 vs GPT-Neo; not duplicates." + "reason": "SqueezeBert vs VisualBert; different concrete code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 vs GPT-J; different concrete code." + "reason": "GPT-Neo vs SpeechT5; same theme only." }, { - "left": "pull_request:44056", - "right": "pull_request:44017", + "left": "pull_request:44044", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet vs Segformer; unrelated model paths." + "reason": "DeBERTa vs Flaubert/XLM; unrelated implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT vs MPT; different code paths." + "reason": "MPT vs SpeechT5; different model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT vs VisualBert; not the same change." + "reason": "CVT/FNet vs LongT5; different model code." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs Segformer; same output-tracing theme only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTaV2 vs SpeechT5; different model internals." + "reason": "SqueezeBert vs DeBERTa; different model families." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 vs VITS; unrelated model code." + "reason": "DeBERTa vs TextNet; not the same underlying change." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "FocalNet vs ImageGPT; same refactor pattern only." + "reason": "TextNet vs LongT5; different concrete fixes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the broader later version." + "reason": "Accept: same GPT-J/CodeGen output-tracing migration, same issue target, and shared GPT-J file path." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target GPT-J output tracing on the same code path; they are mergeable as one PR." + "reason": "Accept: same GPT-J output-tracing refactor on the same file path; 44722 is the broader version of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; different models." + "reason": "GPT-J vs SpeechT5; different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", - "accept": false, - "reason": "FNet/CVT vs ResNet/RT-DETR ResNet; unrelated code paths." + "accept": true, + "reason": "Accept: clear same-change duplicate pair for the standardized output-tracing migration, with the same tracking issue and matching refactor pattern." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT vs SpeechT5; same refactor theme only." + "reason": "CVT/FNet vs SpeechT5; unrelated model code." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 vs SpeechT5; different concrete change." + "reason": "DeBERTa vs SpeechT5; different concrete fixes." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTaV2 vs VITS; unrelated model code." + "reason": "ViLT vs Flaubert/XLM; different model families." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert; unrelated model code." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert vs LongT5; different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 vs MPT; different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44086", + "accept": false, + "reason": "ResNet vs MGP-STR; unrelated concrete changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44017", + "accept": false, + "reason": "ViLT vs Segformer; different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "FocalNet vs ImageGPT; not the same underlying bug/change." + "reason": "SqueezeBert vs GPT-Neo; same refactor pattern only." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is mostly grounded, but it overstates uniqueness: the GPT-Neo pair (44018/44068) is also a high-confidence duplicate/superset chain, so 44722 is not the canonical PR for the 'only' strong duplicate chain. The GPT-J/CodeGen chain is a valid anchor, but the writeup should explicitly acknowledge the separate GPT-Neo duplicate chain and avoid implying the rest is only loose theme similarity." + "feedback": "The summary is not conservative enough and misses a clear duplicate pair in the packet. In particular, the packet marks pull_request:43996 with pull_request:44007 as deterministic_accept=true, but the summary says the only clear near-duplicates are GPT-J/GPT-Neo. Also several soft-edge verdicts overstate evidence relative to the packet: pull_request:44066 vs pull_request:44085 and pull_request:44018 vs pull_request:44068 are marked accept=true even though the packet\u2019s soft-pair entries are deterministic_accept=false. That makes the clustering too confident for the available evidence." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17629,76 +15576,85 @@ "nodes": [ "pull_request:43997", "pull_request:44010", + "pull_request:44024", "pull_request:44056", "pull_request:44073", "pull_request:44074", + "pull_request:44076", "pull_request:44129" ], "soft_pairs": [ + "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074", "pull_request:44056|pull_request:44073", "pull_request:44056|pull_request:44074", "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f895268fb71b9c3ea4408b6600e063db97e221bd328e3b3f643cd4f527ac5b13", + "prepared_review_unit_hash": "2acc66fd29a848b1c9d1a4d18675712547e2c7a7a4f958ce13ecd556716736be", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84498, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 5, - "serialized_chars": 13067, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific PRs for the same broad refactor theme\u2014migrating to standardized output tracing/capture\u2014but they touch different architectures and code paths, so they should not be deduped into one change.", - "confidence": 0.95, + "summary": "These PRs all implement the same broad standardized-output/capture_outputs refactor pattern, but they target different model code paths and are not duplicates of one concrete change. Treat them as related refactors, not mergeable duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a clean, representative example of the cluster: it clearly migrates one model to standardized output tracing with a focused diff and no extra cross-cutting changes.", + "canonical_pr_reason": "PR #44129 is the strongest representative because it has an explicit issue target, a clear output-tracing refactor, and enough context to anchor the cluster around the standardized capture_outputs migration pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone PR in the group because it is explicitly tied to an issue target and has a concrete, well-scoped output-tracing refactor for SpeechT5.", + "best_pr_reason": "PR #44129 is the best single anchor for this cluster: it is well-scoped, explicitly linked to an issue, and clearly in the same output-tracing migration family as the others.", "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-refactor PRs, but for different models (FocalNet vs ImageGPT). Same pattern, not the same concrete bug/change." + }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor pattern, but different models and files (VisualBert vs TextNet). The implementations are not the same concrete code-path and would not plausibly merge into one PR." + "reason": "VisualBert and TextNet are separate model implementations; these are similar refactors, not one mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are standardized output-tracing migrations, but they target different architectures (MPNet vs VisualBert) with model-specific hooks and metadata. Similar theme is not enough for a duplicate." + "reason": "MPNet and VisualBert touch different code paths and model-specific output plumbing, so they are not duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations with different forward/model wiring. They share a refactor style, not the same underlying bug or change." + "reason": "MPNet and TextNet are distinct model-specific migrations; the shared decorator pattern is too broad to call them duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations. The diffs reflect parallel modernization work, not one shared fix." + "reason": "RegNet and SqueezeBert are unrelated model code paths; both use the same refactor theme, but not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different model code paths. Even though both migrate output tracing, they are independent PRs and should remain separate." + "reason": "SqueezeBert and SpeechT5 are different models with different forward/output logic; same migration style, not the same fix." } ] }, @@ -17778,274 +15734,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "167f2d1d2a5d5ce6c5d380f21e549561f2e2d73ab2c0036c0fec215e95711c68", + "prepared_review_unit_hash": "402188bee21c2f4885f3b94962ea13a1cf8528724d40c018680633dc592fcdbe", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40176, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all variations of the same output-tracing/refactor pattern, but they are model-specific changes to different code paths, not duplicates of one underlying fix.", + "summary": "These PRs share a high-level \"output tracing\" theme, but they are model-specific refactors across different code paths. I do not see any true duplicate pairs; the similarities are mostly naming, decorator adoption, and API cleanup patterns.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "44025 is the broadest representative of the set: it applies the refactor across two related depth-anything model files and most clearly matches the cluster theme.", + "canonical_pr_reason": "PR 44025 is the best representative among the group because it is a fuller example of the refactor pattern and spans two closely related Depth Anything model files, making it broader than the single-file PRs.", "best_issue_reason": null, - "best_pr_reason": "44025 is the best anchor for the cluster because it is a multi-file refactor and cleanly exemplifies the common output-tracing migration pattern.", + "best_pr_reason": "PR 44025 is the strongest single representative of the cluster\u2019s general pattern, but it should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model families and forward paths; not the same concrete change." + "reason": "Same refactor theme, but different models and code paths; no shared concrete bug or mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they target different model implementations and are not mergeable as one fix." + "reason": "Both are output-tracing refactors, but they affect unrelated model implementations." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths; shared helper migration alone is too broad to treat as a duplicate." + "reason": "Different model families and forward paths; similarity is only at the abstraction level." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "These touch different architectures and distinct output-tracing implementations, so they are not the same underlying bug/change." + "reason": "Unrelated model code paths; not the same underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Same broad subsystem, but separate model-specific refactors with different forward code paths." + "reason": "Both refactor output handling, but they target different architectures and runtime behavior." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Similar tracing cleanup, but unrelated model paths and no shared concrete defect." + "reason": "MobileNetV1 and UnivNet are unrelated; no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Both are refactors, but they affect different models and should not be merged as duplicates." + "reason": "Different model families and implementation details; not mergeable as one fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and changes; only the refactor style matches." + "reason": "Both are tracing/API cleanup changes, but they apply to different models and modules." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "No evidence of a shared bug or identical code path; just a similar output-tracing migration." + "reason": "Different wrapper/model code paths; similarity is only thematic." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same broad cleanup pattern, but distinct wrapper/model implementations." + "reason": "Speech encoder-decoder and MobileNetV1 are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models and forward logic; the similarity is only at the refactor pattern level." + "reason": "Vision-text dual encoder and UnivNet are different model stacks with different forward semantics." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Not the same code path; they are separate model-specific output-tracing updates." + "reason": "UperNet and vision-text dual encoder do not share the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These are separate model implementations with different refactor scopes, so they are not duplicates." + "reason": "Different model families and target behavior; not a duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Shared helper migration is not enough; these change different model code paths." + "reason": "Shared refactor language only; these are separate model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different models with no shared concrete fix, only the same refactor theme." + "reason": "UnivNet and UperNet are unrelated model code paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Distinct architectures and output handling; not one underlying bug/change." + "reason": "No concrete overlap beyond adopting the same tracing pattern." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model-specific refactors, not the same code path." + "reason": "Different models, different forward/return behavior, no single shared bug." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Similar output-tracing cleanup, but unrelated models and implementation details." + "reason": "UperNet and RWKV differ substantially in architecture and fix scope." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "These are different model families and should not be collapsed into one PR." + "reason": "Different subsystems; not the same code-path problem." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Same general refactor family, but different architectures and forward paths." + "reason": "Falcon/Mamba stateful tracing changes are not the same as SuperPoint output changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model subsystems and changes; not a single concrete bug or fix." + "reason": "Mamba-style stateful model changes are unrelated to CodeGen's cache/output refactor." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Only the broad output-tracing theme overlaps; the code paths are unrelated." + "reason": "Timm backbone and CodeGen differ completely in model architecture and affected APIs." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "These are separate model implementations, so the refactor similarity is too weak for duplication." + "reason": "UnivNet and CodeGen do not share a concrete bug or mergeable implementation." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different target models and code paths; no same underlying change." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Shared output-tracing language, but distinct model code and no common concrete bug." + "reason": "No shared code path; only a generic output-tracing similarity." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are wrapper-style refactors, but they are different model wrappers and not the same change." + "reason": "Depth Anything and VisionEncoderDecoder are separate code paths; not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder wrapper implementations; similar refactor, not duplicate." + "reason": "Different model families and forward signatures; no duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Separate model code paths with only superficial refactor similarity." + "reason": "Depth Anything and SuperPoint are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Same tracing migration pattern, but distinct models and fixes." + "reason": "Depth Anything and RWKV are unrelated model paths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Not the same underlying issue; just a similar output-tracing refactor." + "reason": "Different model code paths; similarity is only in the refactor pattern." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Different model classes and code paths; too broad to merge as duplicates." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrappers but not the same underlying change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Both are wrapper refactors, but they are separate encoder-decoder models and not one concrete fix." + "reason": "Different models and outputs; no shared concrete bug." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Distinct model implementations; shared theme only." + "reason": "Separate encoder-decoder wrapper vs. stateful LM code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models and changes; no shared underlying bug or change." + "reason": "Vision encoder-decoder and DPR fix different forward APIs and behavior." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Separate model-specific refactors, not a single code-path problem." + "reason": "Speech encoder-decoder and SuperPoint are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "No evidence of the same concrete change beyond the refactor pattern." + "reason": "Different wrapper architectures; not the same bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; not mergeable as one duplicate fix." + "reason": "SpeechEncoderDecoder and DPR touch different abstractions and outputs." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Same broad output-tracing cleanup, but unrelated model implementations." + "reason": "SuperPoint and RWKV are unrelated models; no mergeable shared fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Distinct models and code paths; not the same underlying bug/change." + "reason": "Different model families and affected code paths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different models; only the general refactor theme overlaps." + "reason": "RWKV and DPR are separate model implementations; only the refactor style matches." } ] }, @@ -18067,6 +16017,69 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44646-2", + "nodes": [ + "pull_request:44646", + "pull_request:45824" + ], + "soft_pairs": [ + "pull_request:44646|pull_request:45824" + ], + "prepared_review_unit_hash": "f46b1bd5711a13e32be134fc05fd5eb3b9d013ec3f8e34cf4943f485ce18ef25", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4988, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4988, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are unrelated as duplicate fixes in the strict PR sense: they are separate typo-only comment cleanups, with 45824 being a broader sweep across many model files and 44646 a small subset for two files. They overlap stylistically, but not as the same concrete change request.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45824 is the better canonical representative because it is the broader, more complete typo-fix sweep across many affected model files, including the overlapping Qwen files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45824 is the best overall PR candidate due to its wider scope and more comprehensive coverage of the typo cleanup across the codebase.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44646", + "right": "pull_request:45824", + "accept": false, + "reason": "Reject: both are typo/comment cleanups, not the same concrete bug or code-path fix. 45824 is a broader multi-file sweep, while 44646 only patches a small subset, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-3", "nodes": [ "pull_request:44662", @@ -18078,12 +16091,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "9be26e50c650fa64cad6acfa55495980c3366f546bb4e2f1ebb1908bc24f67ee", + "prepared_review_unit_hash": "21774fb1ffc049923e09fd896ca7bb7b90a529368656ac96a206d119cbc746a7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -18091,7 +16104,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -18100,30 +16113,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-integration pull requests for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Transformers boilerplate and Auto/Docs wiring, but they do not target the same code-path problem or the same change.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They overlap only in generic Transformers registration/docs scaffolding, not in the same concrete code change or bug fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45075 is the best representative because it is a mature, non-draft model integration with substantial implementation coverage and the highest review activity among the three.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest overall representative of the cluster: it is a full-featured integration, not a draft, and has the most review activity.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations for unrelated architectures/tasks (PenguinVL vs Voxtral TTS); shared docs/auto-registration files are just boilerplate, not evidence of the same fix." + "reason": "Different model integrations with different architectures and files; shared auto/docs registry edits are generic and not enough to treat as the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model additions with different model code, configs, and converters; the overlap is only in common Transformers scaffolding." + "reason": "Both add new model support, but for different models and code paths; overlap is limited to common Transformers plumbing." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model integrations; they touch similar registry/docs areas but do not fix or add the same underlying functionality." + "reason": "Separate model additions with distinct implementations; same broad subsystem only, not a single mergeable fix or duplicate PR." } ] }, @@ -18136,7 +16149,7 @@ }, { "label": "pull_request", - "component_index": 17, + "component_index": 18, "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, @@ -18153,12 +16166,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "deb61c381b92e4ceba5a3960f9949310d19ff5b52dbac4719b19dced7343dc45", + "prepared_review_unit_hash": "77892b8c3a11b84325606624e322600a886025957f57b493b97eb4ce8518b3d1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18166,7 +16179,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18175,18 +16188,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature-area PRs about fusion, but they implement different abstractions and code paths: one adds a generic Module Fusion API, the other adds n-to-1 kernel fusion via KernelConfig and model-loading integration. They are not duplicates.", - "confidence": 0.92, + "summary": "These are related kernel-fusion feature PRs, but they are not duplicates: one adds a new generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration hooks. They touch different code paths and are not mergeable as a single PR without collapsing distinct work.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the broader and more concrete implementation of kernel-backed fusion, touching the loader/integration path and KernelConfig plumbing rather than just introducing a standalone API scaffold.", + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the new Module Fusion API and supporting tests, whereas #45363 is a separate KernelConfig-based application/integration of fusion.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best representative of the cluster because it implements the end-to-end user-facing fusion behavior, while PR 44979 is a separate API foundation.", + "best_pr_reason": "PR #44979 is the best representative because it defines the core abstraction the other PR builds on.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They target different layers: 44979 adds a new generic Module Fusion API and tests, while 45363 wires n-to-1 kernel fusion through KernelConfig, integrations, and model loading. Related theme, but not the same underlying change or code-path problem." + "reason": "Related feature area, but different concrete changes: generic module-fusion API vs KernelConfig-driven n-to-1 fusion integration. They do not look like the same underlying bug/change and would not naturally merge into one PR." } ] }, @@ -18199,7 +16212,7 @@ }, { "label": "pull_request", - "component_index": 18, + "component_index": 19, "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, @@ -18216,7 +16229,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "dc3a2b77fef08234750a5a94b21b4fff98b4ab68146220ab473401b64d8d9a0a", + "prepared_review_unit_hash": "63cf9c6c84d7a2b5f72cadad582a805992481c8e3182a55fc9f91cebfd6879ce", "component_budget": { "node_count": 2, "item_count": 2, @@ -18238,18 +16251,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests patch the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file; the later PR adds tests and is the more complete representative.", - "confidence": 0.97, + "summary": "Both pull requests implement the same Mistral regex fix in the same code path; 45317 is the more complete variant because it adds test coverage. They are close enough to be treated as duplicates/one change set.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it fixes the same concrete bug as #45086 but also includes test coverage and a clearer title describing the exact failing path (`fix_mistral_regex=True`).", + "canonical_pr_reason": "45317 is the stronger canonical PR: it applies the same AttributeError fix as 45086 and also adds tests, so it better represents the complete change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall PR for the cluster: same code change, same issue target, and it adds regression tests, making it the most complete and merge-ready representation.", + "best_pr_reason": "45317 is the best PR candidate because it covers the same fix with additional validation, making it the more complete merge target.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs address the same AttributeError in `_patch_mistral_regex` with the same line-level fix in `tokenization_utils_tokenizers.py`; #45317 is essentially the same patch plus tests, so they are duplicate-change candidates." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file and issue target; 45317 mainly adds tests, so they can plausibly be merged as one PR." } ] }, @@ -18262,7 +16275,7 @@ }, { "label": "pull_request", - "component_index": 19, + "component_index": 20, "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, @@ -18279,7 +16292,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "41070347c6f8aadb9f4bec1ca58fd65b9742ff0652482c83fe08540ff48c1c8c", + "prepared_review_unit_hash": "de1207137732b110acbd965903defad09bb3527c1c38a35dad1cfbf5ab703c28", "component_budget": { "node_count": 2, "item_count": 2, @@ -18301,18 +16314,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to Nemotron H, but they are not the same underlying change: one is a narrow conversion/refactor PR, while the other is a broader architecture split introducing dedicated dense/sparse model variants and docs/tests.", - "confidence": 0.9, + "summary": "These are related NemotronH model PRs, but they address different workstreams: PR 45115 is a narrower inheritance/conversion refactor, while PR 45569 is a broader model-split and documentation/update PR. They overlap in shared model files but are not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better representative for this cluster because it is the broader, more complete Nemotron H change set (new dense/sparse variants, auto-mapping, docs, and tests), whereas #45115 is a narrower conversion-mapping/refactor PR.", + "canonical_pr_reason": "PR 45569 is the broader, more complete architecture change and better represents the main NemotronH split into dense/sparse variants; PR 45115 is a narrower follow-up refactor around conversion and inheritance.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone PR here due to its broader scope and clearer user-facing impact; #45115 looks like a smaller preparatory/internal refactor rather than the main architecture change.", + "best_pr_reason": "PR 45569 is the best standalone candidate because it bundles the user-facing model organization, auto-mapping, docs, and tests in one coherent change set.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch Nemotron H files, but they target different changes: #45115 adds checkpoint conversion/key renaming for GraniteMoeHybrid compatibility, while #45569 restructures Nemotron H into dedicated dense/sparse model variants with docs and tests. They are not mergeable as one duplicate PR." + "reason": "They share NemotronH internals, but 45115 focuses on conversion mapping and inheritance refactoring, whereas 45569 introduces the dense/sparse model split and documentation updates. Different concrete changes, so not a duplicate PR pair." } ] }, @@ -18325,7 +16338,7 @@ }, { "label": "pull_request", - "component_index": 20, + "component_index": 21, "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, @@ -18342,12 +16355,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "c55cac4f5bef2da99d6cb51bcf00b279d623ffce9bd542515a6d05d318d9793d", + "prepared_review_unit_hash": "f1d4f0943f9440dd0c05004be7803c87926f46cb9015e53d659abda2cfddf1b3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -18355,7 +16368,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -18364,18 +16377,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config support, the other extends that foundation into broader heterogeneous model/runtime support. They overlap in shared config utilities but are not the same concrete change.", - "confidence": 0.84, + "summary": "Two related feature PRs, but they are not duplicates: one adds heterogeneous per-layer config support, the other adds broader heterogeneous model/runtime support that builds on it. The broader PR is the best representative of the cluster.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more representative change: it includes heterogeneous config handling plus model/cache/masking/runtime integration and tests, making it the best canonical PR for the cluster.", + "canonical_pr_reason": "PR #45332 is the more canonical representative because it covers the full heterogeneous-model feature set, including per-layer config handling plus model/cache/masking changes, while #45333 is config-only and narrower.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative because it covers the larger end-to-end heterogeneous model support rather than only the config layer plumbing.", + "best_pr_reason": "PR #45332 is the strongest cluster anchor: it is the broad umbrella change and most likely to matter for triage, whereas #45333 is a supporting subset focused on configuration plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share heterogeneous config utilities, but #45333 is only per-layer configuration while #45332 adds broader model/runtime support. This is related foundation work, not the same fix/change that should be merged into one PR." + "reason": "Related feature work, but not the same concrete code change. #45333 adds heterogeneous config plumbing only; #45332 extends the runtime/model implementation and depends on that groundwork. They are complementary, not duplicate PRs." } ] }, @@ -18388,7 +16401,7 @@ }, { "label": "pull_request", - "component_index": 21, + "component_index": 22, "component_count": 26, "review_unit_index": 1, "review_unit_count": 1, @@ -18405,7 +16418,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "7721d2b2c5d12f2f10ffbdae79837ba5b2183949a7ccb61f9b3dec78324f16e4", + "prepared_review_unit_hash": "a9233a85c72725e4003cbdd53dbb9d04e19dea289103e8fa309b8952a7e5a7f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -18427,81 +16440,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad type-checking sweep across many `src/transformers/*.py` files, while #45425 adds specific typing protocol/alias support for a smaller set of code paths. Shared filenames are incidental, not evidence of the same fix.", - "confidence": 0.89, + "summary": "Both PRs are typing-related, but they address different scopes and code paths: #45415 is a broad type-checking sweep across many transformers modules, while #45425 adds/adjusts internal typing helpers and protocols for specific modeling/utilities paths. They are similar in theme, not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more focused and concrete typing change; it introduces specific protocol/alias definitions to satisfy a narrower set of typing needs, whereas #45415 is a wide cleanup across many files.", + "canonical_pr_reason": "#45415 is the broader umbrella typing sweep across many files, so it is the better representative of the cluster's overall theme.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the best representative for the cluster because it is a self-contained typing improvement with a clear purpose and smaller scope.", + "best_pr_reason": "#45415 has the wider surface area and is the most central/general change in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They are related only at a high level (typing work) and touch some overlapping files, but they address different problems: a broad type-checking pass versus targeted typing protocol/alias additions. They would not plausibly be merged into one PR as the same concrete 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": 22, - "component_count": 26, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45487-2", - "nodes": [ - "pull_request:45487", - "pull_request:45615" - ], - "soft_pairs": [ - "pull_request:45487|pull_request:45615" - ], - "prepared_review_unit_hash": "4d452c0889d073b90531568d25de57b9ddccd272cb56d24a2d268f234eadbf09", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5159, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5159, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are unrelated PRs: one fixes a model-parallel device placement bug in AltCLIP/ChineseCLIP code, while the other only adds XPU test expectations for Qianfan OCR. They should not be clustered as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the substantive code fix, addressing a concrete device mismatch in model-parallel forward logic across AltCLIP/ChineseCLIP and related models.", - "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative because it changes runtime model code to fix a real bug; PR 45615 is only updating expected test outputs for another model.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45487", - "right": "pull_request:45615", - "accept": false, - "reason": "Different models and different change types: 45487 fixes a device-placement bug in model code, while 45615 only updates XPU test expectations for Qianfan OCR. They do not appear to address the same underlying bug or change." + "reason": "Same high-level typing theme, but different concrete changes and code paths: #45415 is a repo-wide type-checking pass, while #45425 adds specific typing protocols/helpers for selected modules. They would not plausibly be merged as one PR." } ] }, @@ -18531,7 +16481,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "49fbc7772e9f05e2978776cd59a1c60531632be67281b39adf9aba42154a01ed", + "prepared_review_unit_hash": "c94e3c1e8ea2d4ccc4f5f014b36eb8f08f3eab46503b8d54d95aae0b6ae9184b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18553,18 +16503,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are related to expert parallelism, but they target different failure modes and code paths: one focuses on EP/ZeRO-3 loading and config serialization, while the other fixes experts being overwritten by rank-0 broadcast during distributed loading. They should not be treated as duplicates.", - "confidence": 0.91, + "summary": "These are related to expert-parallel loading, but they target different bugs and different code paths: one fixes serialization/loading with accelerate+ZeRO-3, the other fixes rank-0 broadcast overwriting experts under FSDP2. They should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative because it targets a concrete distributed-loading bug with a clear failure mode (experts being overwritten) and a focused fix in the loading path; PR #45548 is narrower and addresses EP/ZeRO-3 launch/serialization behavior instead.", + "canonical_pr_reason": "PR 45662 is the more concrete and targeted fix: it addresses a specific expert-overwrite bug in the loading/sharding path, while 45548 appears to solve a separate distributed_config serialization/loading issue.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone candidate: it fixes a specific correctness issue in distributed model loading and has the most direct, concrete bug description. PR #45548 is useful but more ancillary, centered on launch compatibility and config handling.", + "best_pr_reason": "PR 45662 is the best representative of the cluster because it fixes a clear, reproducible code-path bug with a broader and more precise distributed-loading change set.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve expert parallelism, but they fix different bugs: #45548 adds EP config/compatibility handling for ZeRO-3 loading, while #45662 prevents experts from being overwritten during rank-0 broadcast in the loading path. Not the same underlying change." + "reason": "Different underlying problems: 45548 is about preserving distributed_config / EP state for accelerate+ZeRO-3 loading, while 45662 prevents experts from being overwritten during FSDP2/rank-0 broadcast. Shared EP theme and modeling_utils touchpoint are not enough." } ] }, @@ -18594,7 +16544,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "719c76c451bec8aae35576e448d0eea85ef44d6884da0d83fcf90965be09f395", + "prepared_review_unit_hash": "44b72bc6a529360d5f1c0af466b1d7c69c23a29fe1fba448e89f20b0367258f0", "component_budget": { "node_count": 2, "item_count": 2, @@ -18616,18 +16566,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem in testing_utils; PR 45645 is the broader, more complete version because it also updates CI handling for multiple captured_info files.", - "confidence": 0.92, + "summary": "Both pull requests target the same xdist captured_info collision in the testing debug path. PR 45645 is the broader/superset change, while PR 45639 is a narrower variant of the same fix.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 covers the same core xdist-safe captured_info fix as 45639 and additionally adjusts the CI workflow to consume the new per-worker artifact naming, making it the more complete implementation.", + "canonical_pr_reason": "pull_request:45645 is the better canonical PR because it covers the core testing_utils xdist-safe fix and also adds the CI/workflow handling needed to read multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative because it includes the core code-path fix plus the downstream CI/log collection changes needed to use it reliably.", + "best_pr_reason": "pull_request:45645 is the best representative because it addresses the same underlying captured_info artifact collision problem and appears more complete than 45639.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying captured_info xdist collision fix; 45645 is a superset that includes the testing_utils change and the related CI workflow update." + "reason": "Both PRs fix the same captured_info xdist collision in the patched testing/debug logging path. 45645 is a superset that also updates CI to consume the per-worker files, so they are plausibly one merged change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 8ad67098800db978d3c50871519af72d4813bc47..69d261b9e8deb6a022b04a9e2e3ade1fbfad5a7d 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260507t060024z", + "analysis_id": "hybrid-model-20260507t180032z", "archived_artifacts": { - "hybrid": "snapshots/20260507T060024Z/analysis-runs/hybrid-model-20260507t060024z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260507T060024Z/analysis-runs/hybrid-model-20260507t060024z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-07T06:05:26Z", + "published_at": "2026-05-07T18:15:22Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260507T060024Z", + "snapshot_id": "20260507T180032Z", "variant": "hybrid" } diff --git a/snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.json b/snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.json new file mode 100644 index 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], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "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/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..157dde841372e53d4d860a35a60009ccd3b18607 --- /dev/null +++ b/snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,16721 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260507T180032Z", + "generated_at": "2026-05-07T18:15:18Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 16, + "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", + 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Even the two model-loading issues do not clearly describe the same underlying bug, so I would not merge any pair.", + "confidence": 0.62, + "canonical_issue_reason": "issue:16618 is the broadest and most central-looking report in the cluster, with the most discussion activity and a generic model-loading failure title that best represents the shared theme of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best single representative because it is the most general of the three and closest to the common model-loading/download complaint, though the cluster is not truly cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization behavior is a different subsystem and a different kind of bug than a failure to load bert-base-uncased; they do not look like the same underlying issue." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve loading/downloading models, but one is specifically about a bad auth error message for private models and the other is a generic inability to load a public model; the concrete failure mode is not the same." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "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: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:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "4e6e0c564e595ce3fc17e751b7a18c8d21179db354780118a45600bcfa696389", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 71, + "serialized_chars": 48869, + "estimated_input_tokens": 12218, + "estimated_eval_tokens": 24692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated transformer/model issues. Only one soft pair looks like a true duplicate: the two DeepSpeed ZeRO-3 BERT index-out-of-bounds reports. The rest are similar at a high level but point to different models, code paths, or documentation edits.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43596 is the clearest representative of the ZeRO-3/BERT index-out-of-bounds bug and is broader than the narrower non-pretrained BERT repro in issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 best captures the duplicated underlying failure mode and is the better umbrella report for that subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a config attribute error and the other is a streaming chat/completions failure; different code paths." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different failures and platforms: GPT-OSS on AMD GPUs vs an MPS histogram/int issue in MoE." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from GPT-OSS GPU compatibility." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms; one is AMD GPU failure, the other is an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is a different model/path than GPT-OSS on AMD." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and failures; export to ONNX vs Qwen3MoE FineGrainedFP8." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cudaErrorAssert are different bugs." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they target different removed references and different pages, so not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export bug vs GenerationMixin import regression are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch during indexing is not the same as Gemma4 PLE device-map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are ZeRO-3-related index errors, but the reported shapes/symptoms and model contexts differ enough to avoid merging." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad zero-sized-indexing area, but this is a different mask-shape mismatch bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Index/mask shape mismatch and GPT-OSS TP-only failure are different issues." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different model/training stack failures; mask-shape error vs Qwen3.5 embedding unpacking." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention distributed training, but the underlying errors and models differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BERT index-0-out-of-bounds bug; 43638 is just a narrower repro of 43596." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Both mention model output differences, but one is DeepSeek detokenization and the other is LoRA merge/save inconsistency." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and GPT-OSS MoE tensor-parallel failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to LoRA merge/save output divergence." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is a different distributed-training bug from a mask-shape indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed-related training errors, but one is a 2-D weight RuntimeError and the other is a collective mismatch on ranks." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different symptoms and stacks: ZeRO-3 BERT init error vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing tensor recompute mismatch is not the same as a CustomTrainer signature regression." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated failures in different training modes and models." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoE invalid method call are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM sliding-window attribute error is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as GPT-OSS TP-only failure." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GPT-OSS tensor-parallel routing are different code paths." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel CE call and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and BERT ZeRO-3 index error are similar superficially but not clearly the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they refer to different removed content and different documentation locations." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl embedding video StopIteration." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and failure modes: autocast dtype mismatch vs MPS histogram implementation error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration is unrelated to the MPS histogram/int error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime paths; Liger Kernel cross_entropy vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch and trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Kernel dispatch to cross_entropy and mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs drift and transformers run-command docs drift are separate documentation fixes." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but Gemma3 and BERT repros do not look like the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM sliding-window attribute error and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-map forward mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy dispatch is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral grouped_mm torch dynamo tracing error is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import regression and Gemma3 sliding_window attribute regression are separate failures." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template compilation error are not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask/index shape mismatch and Gemma3 ZeRO-3 index-out-of-bounds are different tensor-shape errors." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted duplicate pair, issue:43596 and issue:43638, is well supported by the titles and the broader ZeRO-3/BERT index-out-of-bounds context. The other soft-edge verdicts are mostly careful negative calls based on clearly different models, failures, or documentation scopes, without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 2, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43873", + "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:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:45020|issue:45800", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "e3b6cc8294b38ebe421505a8dade73696ca336a689f5ba0153245817ae762c2c", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37470, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. The only clear duplicate-like subgroup is the v5 non-persistent-buffer corruption regression; the rest are superficial similarities across different models, APIs, or failure modes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the cluster is mostly heterogeneous; only the non-persistent-buffer regression subgroup is truly duplicate-like.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the clearest representative of the real duplicate subgroup around v5 non-persistent buffer corruption.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and problems: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "A missing config field regression is not the same as the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different issues: int4 memory/OOM behavior vs tied-weights handling in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE, but one is a grouped_mm tracing error and the other is tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is a different loading-path bug than the pydantic config regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage is broader and different from the torch 2.4.1 / transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic issue." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing errors do not match the Float8 storage lookup failure." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they arise from different tensor shapes and initialization paths." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one reports poor text embeddings while the other reports bad AutoModel/pipeline outputs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is a different path from Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5/TRL embedding unpacking and an MPS histogram int error in MoE are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom-module loading, but one is a cache-path collision and the other is saving/loading the wrong module after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head in Mistral3 is a distinct bug from translation-model tied-weight handling." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are unrelated issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache invalid group type is unrelated to tied-weight regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback checks are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer math bug is unrelated to a documentation typo." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied weights." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight issues." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality failure and Qwen3.5 embedding unpacking are different failure modes." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to removed docs command text." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5/TRL embedding unpacking and GraniteMoEHybrid invalid-method calls do not share the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and init_empty_weights TypeError are different regressions." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 regression where non-persistent buffers are filled/corrupted during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption bug, with 43950 giving the from_pretrained-specific manifestation." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors and SigLIP2 embedding quality regressions are not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the Qwen3.5 RLHF NaN / SDPA fallback issue." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and a generic noisy-load complaint are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the tightly aligned non-persistent-buffer v5 regression issues (43644/43950/44534), which is supported by the titles and the issue descriptions. The rest of the cluster is appropriately treated as heterogeneous, and the rejected pairwise links are phrased cautiously rather than overstating duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43638", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:43054|issue:45701", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43054|issue:43493", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43881|issue:43883", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43975|issue:44451", + "issue:45020|issue:45823", + "issue:43824|issue:43872", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43792|issue:44220", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866" + ], + "prepared_review_unit_hash": "ca0e1deb131b97440c5898aecc2dfe4b732fdcfd134579919a60c7d712c7a241", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38119, + "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 a grab-bag of Transformers v5/model-loading regression reports. Only a couple of pairs look like true duplicates; most are merely broad thematic neighbors (same model family, same compatibility area) but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the broadest and most central issue here: it captures the general remote_code regression theme that several other loading/compatibility reports seem to orbit around.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to keep as the cluster representative because it is open, broad, and closest to the recurring version-compatibility/loading-breakage pattern in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: custom trainer API mismatch vs ZeRO-3 load-time index error." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated: missing AutoImageProcessor import vs torch/Transformers version incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different code paths: Voxtral AutoTokenizer error message vs Molmo tied-weights attribute error." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are compatibility-type errors, but the specific failure modes are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is lower embedding quality; not clearly the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model loaders and different failures; only broad load-error similarity." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding regression vs generic tokenizer behavior changes." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is LoRA gradient checkpointing and the other is int4 reserved-memory/OOM behavior." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise/warnings vs a specific model load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related theme, but 43643 is a specific AutoConfig missing-fields bug and 45020 is a broader remote_code regression report." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation discrepancy manifesting as degraded outputs versus the original JAX behavior." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer/detokenization regression vs import_utils flash_attn KeyError; unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Different problems: detokenization regression vs AMD GPU execution support." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different load symptoms; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "One is a model loading failure, the other is a missing tied-weights attribute; no direct match." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are Qwen3/MoE-related memory concerns, but the concrete issue differs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different LoRA/tie_word_embeddings problems on different Qwen variants." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "ZeRO-3 load-time index error vs FineGrainedFP8Config failure; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int issue vs Gemma4 device placement mismatch." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer/detokenization regression vs inability to load a specific model." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are modern-version regressions, but one is remote_code loading and the other is Gemma4 device-mapping behavior." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2.5-VL vs bitsandbytes Int8Params incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different area: add-new-model-like/tokenizer mapping logic vs remote_code regressions." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "dtype/autocast mismatch in Phi-tiny-MoE vs Gemma4 device mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are version regressions, but 45356 is a specific tokenizer codec/fix_mistral_regex problem." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different load paths; no evidence of the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs flash-attn fallback checks; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Clear duplicate docs cleanup: both say old pipeline/task names remain referenced after v5 removals." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied weights bug in Mistral3 vs non-persistent buffer corruption in from_pretrained; distinct regressions." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs a specific fbank feature-extraction issue; plausible relation but not clearly the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load key error vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight-conversion issue vs broad remote_code regressions." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero-3/Bert training index error vs Gemma4 device mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading issue vs corrupted Ovis2 checkpoint." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative about most pairs being thematic neighbors rather than duplicates, and the two accepted soft edges are plausible from the packet. The canonical issue choice (45020) is defensible as the broad open remote_code-regression report, though many items in the cluster are only loosely related." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45030", + "issue:45161", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823" + ], + "soft_pairs": [ + "issue:43940|issue:45313", + "issue:45161|issue:45823", + "issue:43872|issue:44291", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:42915|issue:43872", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41553|issue:44488", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44661|issue:45823", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44155|issue:45584", + "issue:44877|issue:45030", + "issue:44560|issue:44805" + ], + "prepared_review_unit_hash": "17d2df7c605e40b7ba647ad212f032edc42d6771ae41b5f4d87e0d67d9bacbdd", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37757, + "estimated_input_tokens": 9440, + "estimated_eval_tokens": 19136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only thematically similar, not true duplicates. I\u2019d accept 4 soft edges as same underlying bugs: the `_is_hf_initialized` init-empty-weights/bitsandbytes regression, the repeated mask/tensor shape-mismatch IndexError, the Transformers 5.0 custom-model initialization regression, and the SigLIP2 wrong-output regression. No PRs are present, and there isn\u2019t a single global canonical artifact for this mixed set.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Same broad DeepSpeed/ZeRO-3 loading theme, but different Qwen model variants and different failure descriptions; not clearly the same concrete bug." + }, + { + "left": "issue:45161", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different symptoms (TP routing vs device-mapped forward mismatch); too broad to merge." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both report the same `_is_hf_initialized` constructor-argument regression in the Transformers 5.x init_empty_weights / bitsandbytes loading path." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and different error surfaces; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures on different architectures; only the generic 'cannot load model' theme matches." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Related to MoE/model loading, but one is an FP8 config failure and the other is an `_is_hf_initialized` incompatibility." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Qwen3.5 SDPA/position_ids NaN regression vs flash_attention.py crashing on `s_aux=None`." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is missing Qwen3 MOE weight conversion and the other is gradient averaging with `model_accepts_loss_kwargs=True`." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated bugs: custom trainer loss signature mismatch versus a mask/tensor shape mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; not the same underlying issue." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "One is an init/bitsandbytes compatibility bug; the other is a CLIPTokenizer `model_max_length` issue." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache crash versus NemotronH checkpoint loading." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError shape-mismatch symptom and same kind of mask/tensor indexing bug, just with different reproductions." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen regressions, but the reported failures and code paths differ." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight shape error versus segmentation-map processing." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different problems: GGUF architecture support versus autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but FSDP2 shared_kv_states reconstruction and PLE device mismatch are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated issues: GPT-OSS GGUF support versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/backend failures on different models; only the attention subsystem is shared." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook-specific report is just a narrower manifestation." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: GGUF architecture support versus missing Float8 storage type." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "One is non-persistent buffer corruption during from_pretrained; the other is a Qwen2.5-VL rope-index scaling regression." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/video/input handling, but one is a StopIteration in video embedding and the other is TRL SFT embedding unpacking." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel.py launch failure versus GPT-OSS GGUF architecture support." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import error for a specific class is not the same bug as meta-device loading breakage." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes and different model families; only both are load/config regressions." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping-name logic bug versus Gemma4 PLE device placement issue." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different issues: missing GenerationMixin import versus Qwen3Moe FP8 config failure." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 incorrect-output regression; one manifests as zero probabilities, the other as nonsensical AutoModel/pipeline results." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Different regressions: custom-model initialization versus non-persistent buffer corruption." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different multimodal/audio bugs with different failure mechanisms and models." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config loading, but they are different validation failures on different models." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated: Qwen3-vl video StopIteration versus a mask shape-mismatch IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the ambiguous pairs. The four accepted soft edges are reasonably supported by the packet titles, and the rejections avoid overclaiming duplicate status from only broad thematic similarity. No PR pair mergeability issues apply because there are no PRs in this packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43454", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:43638|issue:44661", + "issue:43317|issue:44756", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:44960|issue:44977", + "issue:45488|issue:45812", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:45276|issue:45335", + "issue:44488|issue:44991", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:44164|issue:44291", + "issue:44402|issue:44488" + ], + "prepared_review_unit_hash": "48697defd0f039b5619d46ce2f56325891bf69d118932a6370c7b45445b7a1f4", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36488, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous overall, but it does contain a couple of clear duplicate subclusters around Transformers v5 state-handling/token-embedding regressions. Most other pairs are only loosely similar and should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43644 is the strongest canonical issue here because it is a broad, generic report of a v5 regression in non-persistent buffer handling and has an almost exact duplicate in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best representative issue for the cluster\u2019s clearest duplicate theme: it is specific enough to be actionable, but generic enough to subsume the near-identical follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: Deepspeed ZeRO-3/BertModel index error vs tokenizer-mapping failure when adding a new model-like entry." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but one is device-map dequantized-model offload and the other is Strix Halo mmap OOM; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated code paths: BertModel ZeRO-3 index error vs tokenizer-mapping failure in add-new-model-like." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug and mask-shape IndexError are different problems with no clear shared code path." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is a documentation/example error with quantization; not the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-exact duplicate reports of the same Transformers v5 non-persistent buffer junk regression." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: Qwen3.5 ZeRO-3 weight loading vs incorrect visual-encoder keys during save_pretrained." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; one is GLM5, the other is Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different failure modes on different model families and do not look like one concrete bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but the reports are for different models and lack evidence of the same underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and load failures; one is GLM-4.7-Flash unit-test loading, the other is Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "One is auto device mapping causing CUDA assert, the other is FineGrainedFP8Config failure; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility and Gemma4 resize_token_embeddings propagation are unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and optimizer argument handling are separate issues." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training memory efficiency and the other is quantization/offloading behavior; too broad to merge." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different load paths and models; Qwen3 MoE accelerate+deepspeed conversion is not the same as GLM-4.7-Flash loading." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a doc/example bug and the other is an inference-output regression; not the same concrete change." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FineGrainedFP8Config failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE LoRA incompatibility and Qwen3-VL weight-shape mismatch are different failures." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization OOM; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other is Jupyter custom-model initialization; different problems." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention bugs: packed-sequence misinterpretation vs s_aux=None AttributeError." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated model/runtime crashes: Qwen3.5 chat vs Gemma4Processor in transformers serve." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45276 is a Gemma4-specific manifestation of the broader output_embeddings issue in 45292." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they concern different models and do not show the same underlying defect." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are different multimodal model implementations and not clearly the same code-path bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument handling are different issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch and a separate model-loading failure for another BERT model are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only positive matches are well-supported by the titles/body themes: 43644\u219444534 and 45276\u219445292. The other soft-edge rejections stay conservative and do not overclaim equivalence. Canonical choice for 43644 is reasonable given the near-duplicate 44534." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43335|issue:45663", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:45684|issue:45698", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:43646|issue:43708", + "issue:44479|issue:44877", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:44683|issue:45823", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43931|issue:44863", + "issue:44530|issue:45084" + ], + "prepared_review_unit_hash": "e977e8369924e9768b0afeca1d9cdd9edfdd5ffbd5df1294f89b5e9f1bf67883", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38761, + "estimated_input_tokens": 9691, + "estimated_eval_tokens": 19638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are only loosely related and should stay separate. The only clear duplicate family is the resize_token_embeddings regression across Gemma4 / generic / t5gemma reports, where the generic issue is the best umbrella canonical.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45292 is the broadest, most model-agnostic description of the resize_token_embeddings bug, and the Gemma4 and t5gemma reports read like model-specific manifestations of the same underlying failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the shared bug because it states the core regression without narrowing to one architecture.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: sparse-layer construction with zero sparse layers vs Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: SigLIP2 doc/example mistakes vs a GLM5 model description issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both involve version compatibility, but one is torch 2.10 incompatibility and the other is meta-device loading breakage." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA is unrelated to the apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state rebuild and Qwen 3.5 multimodal from_config unwrapping are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/offloading/quantization, but the reported failures are different and not the same concrete bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batching token leakage is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: unit-test model loading for GLM-4.7 vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are OOM-related, but one is int4 reserved-memory growth and the other is mmap/Strix Halo OOM." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is a different loading bug from Strix Halo mmap OOM." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/load problems, but they target different models and symptoms (loading failure vs fallback to bf16)." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying regression: resize_token_embeddings does not propagate to model-specific output embeddings; 45276 is a Gemma4-specific instance of the generic 45292 bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permission propagation in save_pretrained is different from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Checkpointing in eval mode and RLHF NaNs from SDPA math fallback are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/from_pretrained handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on s_aux=None is a different attention-path bug from Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and AudioFlamingo3 batched inference leakage are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen VL video-input regression and strict granite_speech config loading are different issues." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete bug is evident." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression is not the same as Strix Halo mmap OOM." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45335 is the t5gemma-specific manifestation of the generic output_embeddings bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch for one model is not the same as ScandiBERT load failure." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization breakage is different from save/from_pretrained extra_state handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE conversion under accelerate+deepspeed is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is broader and distinct from the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is a different failure mode from Strix Halo mmap OOM." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Video-input regression across Qwen VL variants is unrelated to Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention torch>=2.9 failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of an earlier issue is not the same bug as PagedAttentionCache invalid group type on Qwen3.5." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and tokenization changes across transformers versions are different problems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom-model breakage in Transformers 5.0.0, but one is loading with base_model_prefix and the other is notebook initialization; too different to merge as duplicates." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL shape mismatch and NemotronH checkpoint loading are different model-loading failures." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to the template-node compile error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet, and the soft-edge verdicts stay conservative. The resize_token_embeddings family is the only clearly supported duplicate set, and the summary does not overclaim beyond what the titles justify." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 7, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44811", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759" + ], + "soft_pairs": [ + "issue:43425|issue:43716", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43856|issue:44756", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:40990|issue:42947", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:43883|issue:44488", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:44811|issue:45584" + ], + "prepared_review_unit_hash": "8eac96413343ca1af4c42027e66d8f6fce974278d55de638c18e04168cdb5a60", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37037, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated closed issues, with a loose theme of Transformers v5 regressions, tokenizer/loading problems, and a few docs/audio/multimodal edge cases. None of the soft-similarity pairs look like clear duplicates of the same concrete bug or change.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 43611 is the broadest and most central representative of the loading-regression subset in this set; it is generic enough to anchor the cluster, even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to keep as the canonical anchor because it describes a core Transformers v5 loading breakage with wide applicability, unlike the more model-specific or symptom-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Both are regressions, but one is a Torch version incompatibility and the other is a multimodal dtype mismatch; different bugs and code paths." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation-related, but they cover different pipeline/docs mismatches and are not the same doc change." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated subsystems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failure modes: torch.export with compilable checks vs Perceiver image-classification resize/interpolation behavior." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE model-loading regression and the other is a weight-shape mismatch; not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A video-input regression for Qwen VL models is not the same as a generic mask-shape IndexError." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training-memory inefficiency and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility vs Qwen3.5 embedding unpacking in TRL are distinct problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA are not the same underlying bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM output regressions are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A bad SigLIP2 output issue is not the same as ModelOutput key assignment when values were previously None." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and from_config text_config unwrapping are different loading/saving bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict and gguf_file loading breakage are different tokenizer-loading failures." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init indexing error and torch>=2.9 flex_attention compilation failure are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model regressions: CamemBERT masked LM vs est-roberta tokenizer loading." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and different failure mechanisms." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling and Qwen video-input regression are different code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "A model-loading failure for cjvt/sleng-bert is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity behavior and runtime special-token/post-processor updates are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and the `_is_hf_initialized` flag regression are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name registration and flex_attention compilation failures do not share the same underlying problem." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about non-persistent buffer contents; too different to merge." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata and a model-loading failure are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are in audio feature extraction, but one is a specific unsupported-argument regression and the other is a generic `_torch_extract_fbank_features()` complaint; not clearly the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different models and versions." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset finetuning are different problems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig remote-code field loss and PagedAttentionCache invalid group type are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both touch Whisper special-token handling, but one is batch_decode ignoring a parameter and the other is generation failure after align_special_tokens; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:36032", + "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", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:43883|issue:44991", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:44987|issue:44991", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:42915|issue:45084", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:41553|issue:43582", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "09876ea2a6c55d239387613d376a7294bad6170c4229c67ed716fa2e4fa3318e", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38477, + "estimated_input_tokens": 9620, + "estimated_eval_tokens": 19496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 9, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:44479|issue:45325", + "issue:43317|issue:43856", + "issue:40990|issue:44811", + "issue:42175|issue:45542", + "issue:43425|issue:44403", + "issue:43818|issue:45357", + "issue:44079|issue:45663", + "issue:44462|issue:45812", + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44683|issue:45020", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43531|issue:44291", + "issue:43994|issue:44898", + "issue:44079|issue:44534", + "issue:43454|issue:44466" + ], + "prepared_review_unit_hash": "df836fcd9975ec0620bfeced6e75b3bc2a7c6a9abe581c728e90574164463ce3", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated model, tokenizer, training, packaging, and version-regression issues. There is no single underlying bug/change that cleanly ties them together, so I would not collapse them into one duplicate set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44403 is the broadest loading-related report, but it is still too generic and does not match the specific failure modes of the other issues well enough to serve as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL video/temporal handling, but one is a broad video-input regression and the other is a specific still-image rope-index scaling bug; not the same concrete defect." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is device_map/offload loading failure, the other is Qwen3 MoE training memory inefficiency; different code paths and symptoms." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "These are unrelated: GPT-OSS perplexity on WikiText vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention backend dependencies, but one is missing TensorFlow in an install extra and the other is a tf backend error from tensorboard-only installs; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is a version-support issue, while 44403 is about noisy transformer loading; no shared underlying bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different failures: Video-LLaVA temporal attention/weight sharing vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared_kv_states KeyError are separate implementation bugs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is tokenizer.json loading and the other is wrong Granite token IDs; not the same failure." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processing and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer load conflict and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is _is_hf_initialized-related initialization breakage and the other is junk-filled non-persistent buffers; different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated issues." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as AutoTokenizer failing to load est-roberta." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Same broad Qwen2-VL family, but one is multi-GPU training and the other is iterable-dataset multi-image prompt handling; not the same code-path problem." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "One is flash_attention_3 causing degenerate training; the other is a zero-loss classification setup with num_labels=1. Different root causes." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on new torch versions and remote_code loading regressions are separate problems." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image prompt finetuning and still-image temporal position scaling are not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are different v5 issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but they affect different models and different mechanisms; not enough to treat as one duplicate." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 cuda assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export exportability and bfloat16 dtype mismatches are different code paths and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 loading/init regressions, but they report different concrete breakages and are not clearly the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package-backend install issue vs PaddleOCR-VL load failure in vLLM are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatch are separate regressions." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument handling are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical AutoModel output and Perceiver interpolation failure are distinct vision-model issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internals bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head tying and inconsistent lm_head.weight serialization are related broadly to tied weights, but they are different failure modes and should not be merged." + } + ] + }, + "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": 16, + "review_unit_index": 10, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43632", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:43792|issue:43957", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43881|issue:44488", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43317|issue:43873", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43526|issue:43883", + "issue:43632|issue:45563", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:43262|issue:43746", + "issue:43377|issue:44610", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:43454|issue:45072", + "issue:43881|issue:44991", + "issue:40990|issue:45584", + "issue:39692|issue:40444", + "issue:44466|issue:45357" + ], + "prepared_review_unit_hash": "2d9fb8598456fa64c8f598cae826470a18b94ef0b968dadfeff20227835f16f1", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43454|issue:43720", + 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"node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with a few superficially similar model/loading/tokenization reports but no clear duplicate pair that should be merged. I would keep it split and use the broad offloading/quantization report as the cluster representative.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43873 is open, has the most discussion/inbound references, and is broad enough to represent the cluster without implying the other reports are duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue representative because it is active and central, but the set overall is too mixed for a single duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Both involve model loading problems, but the concrete failures differ: weight tying in AyaVision versus packed-weight unpacking in BitNet." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different models, different failure modes, and different contexts; one is a vLLM load failure, the other is a tokenizer regression in Transformers 5." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention on torch>=2.9 are unrelated code paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "One is about offloading/quantization behavior, the other is a tokenization change regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen models, but the failures are different: device mapping CUDA assert versus flash-attention generation." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 PLE device mismatch are distinct bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions and permission propagation in save_pretrained are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit transformers serve, but one is a multimodal batching crash and the other is a missing processor attribute." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/NER crashes and bfloat16 dtype mismatches are different subsystems." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading and Trainer checkpoint step calculation are unrelated bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "One is a generation API issue, the other is a device mapping crash." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload concerns, but mmap-on-Strix-Halo OOM is a different root cause than quantization offloading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are not the same underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config handling for granite_speech and tokenizer loading for est-roberta are separate regressions." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and packed-weight loading in BitNet are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shapes and tokenization changes are not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision preprocessing issues, but one is a wrong processor output size and the other is a non-default-resolution inference failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/padding crashes and image processor resolution mismatch are different classes of bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction and GLM-4V loading failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA memory growth under int4 quantization and an apex RMSNorm memory leak are different causes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected Trainer keyword arguments and a 3d_parallel execution failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a video-input regression and the other is a TRL input-embedding unpacking issue." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and different runtime paths: SDPA/compile versus CPU-offload device mismatch." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config API consistency issues, but they concern different classes and different serialized fields." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized model loading with gpu+cpu offload are not the same defect." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patching and Granite token ID regressions are separate tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and version-dependent tokenization change are too broad and not the same concrete 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": 16, + "review_unit_index": 12, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44779", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43720", + "issue:44779|issue:45812", + "issue:43550|issue:43653", + "issue:42915|issue:43322", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:43873|issue:45704", + "issue:44898|issue:45072", + "issue:41720|issue:43746", + "issue:44451|issue:44991", + "issue:44062|issue:44451" + ], + "prepared_review_unit_hash": "74eeec073607d47272355ca69c2137cf318bd9205cc9eaeb6996721a0fdb67e7", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36092, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical bucket of unrelated bug reports. I only found one clear duplicate pair: the two identical Qwen2_5_VLProcessor batched-input padding=False crash reports. The rest are at best superficially similar (tokenizers, offloading, Qwen, etc.) but appear to describe different code paths or failures.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44514 is the cleaner canonical because it is the earlier report of the exact same Qwen2_5_VLProcessor batched-input padding=False crash.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue anchor because it is a precise, concrete duplicate target for that exact crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Same broad area of runtime failures, but different models and different failure modes: cuda assert vs. segfault." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "A perplexity regression and a tokenization-change report are related to model behavior, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention Qwen/GPT-OSS and parallelism, but the concrete failures differ." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and a missing config field in StableLmConfig are unrelated defects." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Incorrect masked-LM predictions and recurrent-state reset behavior are different bugs and code paths." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor sync and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping cuda assert and 3d_parallel.py runtime failure are not the same issue." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes with different crash symptoms; too broad to be duplicates." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and weight_only loading error in Qwen3VL are distinct problems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor serve crash and Qwen3.5 streaming inference failure involve different components and errors." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "A runtime special-token/post-processor bug is not the same as a broad version-dependent tokenization report." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset behavior are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs for removed pipelines are both docs-facing, but not the same issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Gather-for-metrics label dropping and SAM3 PCS text/box behavior are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are not the same code-path failure." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Llava Next loading segfault are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title, same processor, same batched-input padding=False crash; these are the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "A sliding-window issue in Qwen3-MoE and a from_config text_config unwrapping bug are different defects." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch under CPU offload and tokenizer mask-token registration are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config persistence, but runtime post-processor updates and save/load custom token IDs are different bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counts not updating and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A LoRA warning about tie_word_embeddings and incorrect visual encoder keys after save_pretrained are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 RMSNorm memory leak are different problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation at non-default resolution and dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cuda assert and GraniteSpeech PEFT local-checkpoint loading failure are different failure modes." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load regressions on latest transformers, but the affected models and symptoms differ enough not to merge." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken argument collision and ScandiBERT tokenizer load failure are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate pair 44514/44545 is grounded, but the canonical-issue rationale overstates the evidence: the packet does not support that 44514 has 'more discussion/inbound references' than 44545 (44545 actually has more inbound refs, and the counts are close). The summary should stay more conservative on that comparison, e.g. 'earlier identical report' without the extra claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43575", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + 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"error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 14, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:42915", + "issue:43322", + "issue:43334", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + 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"issue:43606|issue:45072", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "d7667a3ee13b96f6292bbe67b8a3032bf5a0cd6006a74298b10efc5a7ee075a9", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43582", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:43452|issue:44991", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:45459|issue:45803", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43644|issue:43749", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:43526|issue:44554", + "issue:39692|issue:44912" + ], + "prepared_review_unit_hash": "bea58fcc7c84e427ad7016ae98adf058a36af9baf5b1ae0af7229bd626944ad9", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36042, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated bug reports spanning tokenization, loading, vision models, training, and backend packaging. The soft edges are mostly superficial keyword matches rather than true duplicates, so I reject them all.", + "confidence": 0.88, + "canonical_issue_reason": "Issue:45020 is the broadest open regression report in the set and the best available anchor for this mixed cluster, though the cluster is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most general and still-open issue here; it is the closest thing to a cluster representative, but it does not subsume most other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: BarkProcessor voice presets vs a GenerationMixin import error." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling and the other is tokenizer loading for a specific model; different root causes." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch vs dtype mismatch; unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading crashes, but they affect different classes and different bugs." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Model-specific masked-LM prediction bug vs a broad tokenization regression report." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different Qwen variants and different concrete issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "'ADD THE DATA' is not the same as a reproduction issue for another bug." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different models and different loading/tie-weight failures; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention broad exception handling, but they are different functions and different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to DAC latents/STE mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision-model bugs: label reduction vs output drift in RTDetrV2." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error vs CLIPTokenizer max_length misconfiguration are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs stale auto_mappings reference; different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "One is non-persistent buffer initialization corruption, the other FSDP CPU RAM-efficient loading failure." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific key error on one model vs a broad remote_code regression; not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token bug is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 + non-pretrained BERT IndexError is not the same as post-train evaluation failure." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode behavior are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probability issue is unrelated to OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading test failure is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc/example errors and MXFP4 quantization fallback are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 16, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44610", + "issue:44811", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:43454|issue:43577", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43749|issue:44291", + "issue:44568|issue:45488", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:43531|issue:45042", + "issue:44568|issue:45356", + "issue:36010|issue:36331", + "issue:43329|issue:43450", + "issue:44849|issue:45701", + "issue:34567|issue:40990", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:42915|issue:43742", + "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:43257|issue:43756", + "issue:42915|issue:44821", + "issue:43540|issue:44560", + "issue:42915|issue:45538", + "issue:43540|issue:44479" + ], + "prepared_review_unit_hash": "d1f4e320c1591b35cd5ca99cd0e00aa9de50d483f13b70f854a1009939549a73", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38067, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated issues with a few loose theme clusters around tokenization, video processors, and model-loading regressions. I found no true duplicate pair among the soft candidates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45701 is the broadest and most representative issue here: it is open, version-focused, and describes a general tokenization regression that can subsume narrower tokenizer bugs in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best umbrella issue for this mixed cluster because it captures a broad, cross-version tokenizer-change problem and has active references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent decoding mismatch vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated components: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model/load paths: AyaVision weight tying vs Blip2 dtype not propagating." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 compatibility issues, but one is a GenerationMixin import error and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Distinct subsystems: Qwen3 MoE weight conversion/loading vs multimodal token counting video-branch bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: BitNet packed-weight unpacking during loading vs OmDet processor/model input-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated quantization/compile problems: SDPA torch.compile failure vs MXFP4 loading fallback." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both touch tokenization, but they affect different tokenizers and different regressions." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio-processing issues, but one is chat-template sample-rate defaulting and the other is Whisper batch_decode special-token handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config bugs: trust_remote_code field loss vs from_config failing to unwrap text_config." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "No shared bug: Qwen3-MoE sliding_window issue vs PIL backend processors wrongly requiring torchvision." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs codec-handling/warning behavior in Kimi-K2.5." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error for GenerationMixin is unrelated to a Trainer.compute_loss keyword-argument regression." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video-branch token counting bug vs batched video processor shape bug; related area, different defect." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug is unrelated to a generic tokenization regression." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to high-perplexity model evaluation." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video input handling, but one is token counting and the other is a broader Qwen video regression." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen-family load failures: MoE weight conversion vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output differences and Qwen3.5 save_pretrained key mapping are unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init_empty_weights loading error is unrelated to PIL processor torchvision dependency regression." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen model paths and failures: auto device mapping CUDA assert vs video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 failure and MobileLLM key error are separate loading bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counting are entirely unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading bug vs CLIPTokenizer model_max_length constant issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Same general video-input area, but one is a broad regression across Qwen video models and the other is a specific vision_position_ids symptom; not clearly the same bug from the titles alone." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model package and CLIPTokenizer max-length behavior are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both mention Qwen/weights, but one is MoE weight conversion and the other is Smollm3 RoPE layer configuration." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different video bugs in different models: Qwen3OmniMoe processing error vs Qwen3-vl embedding StopIteration." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated defects." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but the affected models and failure modes differ enough that they do not look like 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": 16, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28282", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44589", + "issue:44704", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:43257|issue:43696", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:43540|issue:45823", + "issue:44062|issue:44991", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:43643|issue:45375", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43493|issue:43994", + "issue:36010|issue:42175", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43526|issue:45479", + "issue:28282|issue:34689", + "issue:43756|issue:45325", + "issue:45042|issue:45081", + "issue:45405|issue:45600", + "issue:43742|issue:44589", + "issue:44484|issue:44704" + ], + "prepared_review_unit_hash": "63eea06b9d6cefa1d6bbd7e7754d29efbe4c0c1ceedb0c2563dd7b1873a92a74", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35412, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers issues spanning model loading, config handling, trainer APIs, dtype/device bugs, and a few model-specific regressions. None of the soft pairs look like the same concrete bug/change, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44704 is the best umbrella representative because it is a generic, user-facing loading regression in the from_pretrained/cached_file path, which is the broadest recurring theme in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "As a representative issue, it captures a central load-time API break and is broad enough to stand in for the cluster, even though the cluster itself is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both are Qwen/GPT-related failures, but one is an MoE weight conversion bug and the other is a CUDA OOM during inference; different root causes." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "These are different dtype problems in different models/components; no sign of the same code-path bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure vs a PEFT version bump issue; unrelated symptoms and fixes." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is non-default-resolution image classification failure; not clearly the same defect." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug and a flash-attention sink handling crash are separate code paths." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key error vs init_empty_weights unexpected argument; different loading regressions." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError and Gemma4 PLE device mismatch are different model-specific failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken argument collision is unrelated to EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated repro of an older issue and a Qwen2.5-VL video position-id bug are not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:43749", + "accept": false, + "reason": "Missing fields with trust_remote_code and broken FSDP CPU RAM efficient loading are different mechanisms." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/loading concerns, but one is FSDP loading and the other is mmap on Strix Halo; not the same fix." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention dropped fields, but one is AutoConfig trust_remote_code behavior and the other is a specific config field filtered by @strict." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting and CustomTrainer.compute_loss signature breakage are separate trainer API issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer special-token collision vs Mistral regex patch crash are unrelated tokenizer bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 discrepancy with JAX vs nonsensical AutoModel/pipeline outputs are related only by model name, not clearly the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and torch-only install backend omission are different import/package issues." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are distinct packaging/loading problems." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file breakage in from_pretrained and failure to load a specific model are different loading bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal model loading failure are model-specific and distinct." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction and zero-loss sequence classification are different defects in different layers." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError for AutoModel and Llama 3.2 Vision model-loading breakage are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen2.5-VL still-image position-id scaling are separate architecture-specific issues." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Torchvision requirement regression in PIL image processors and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version constraint bump and removed Sam3LiteText config references are different CI/package issues." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and missing Float8 storage type are different runtime failures." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior and AutoProcessor cached_file kwarg forwarding are unrelated API 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": 16, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45440", + "issue:45823" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:28282|issue:29127", + "issue:44514|issue:45381", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:43643|issue:44561", + "issue:43452|issue:43577", + "issue:42175|issue:44938", + "issue:44466|issue:45005", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:30064|issue:33666", + "issue:44464|issue:44743", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "8b296f36fe69eaf5f9a5d0e5c5d61a6b8f0e05396f96837f76de864704e70ae7", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37149, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:43577|issue:45588", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:34567", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43122|issue:43906", + "issue:43452|issue:44451", + "issue:44568|issue:45812", + "issue:43688|issue:43749", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:43329|issue:45325", + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43334|issue:43572", + "issue:43577|issue:44554", + "issue:43688|issue:45704", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "08788a810f44cb471be56a07b7372cc17e7c98eca98fb6a1a79870c6a05f66aa", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38164, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues grouped only by loose embedding similarity. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43927 is the clearest representative of the small token/config regression subset: a concrete save/load bug with an explicit runtime failure, and it sits near several similarly themed serialization/token-ID issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43927 is the best single issue representative of the cluster because it is specific, high-signal, and closest to the recurring save/load/tokenization regression theme without being overly broad.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different problem spaces: Blip2 dtype handling vs flash-attention crash on sink-less models." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention output issues." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is a model execution bug, while DiaConfig is a save/load token-ID regression." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile + SDPA failure does not match MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading for Beit semantic segmentation is unrelated to BitNet packed-weight loading during accelerate init." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different concrete failures: pretrained model preset load vs compile-time SDPA failure." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit loading bug does not match OmDet processor/model input-size mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "NoneType GPU broadcast error is unrelated to Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch import error and embedding reinitialization are distinct issues." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer output changes across versions are not the same as the isolated reproduction of a separate regression." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loader breakage is not the same as inability to load a specific model checkpoint." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mdeberta special-token regression and Granite token-ID regression are both tokenizer bugs, but they affect different model families and failure modes." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug in Qwen3.5 is different from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is not the same as chunked generation with compiled forward." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-branch variables in multimodal token counting are unrelated to rope-index scaling in Qwen2.5-VL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as a pipeline error-message issue." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar-looking but distinct config regression reports." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to GPTNeoX rotary_pct persistence on reload." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting is unrelated to processor.tokenizer regression with images in v4.57.5." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is a different code path from DiaConfig token-ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to config/token-ID save-load corruption." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing and NoneType GPU broadcast are unrelated startup/runtime errors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and MacOS bus error on CLIP model are different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and StableLmConfig pad_token_idx issue are different model/config regressions." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype persistence is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training issue is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to the SigLIP2 HF/JAX implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to the PEFT minimum-version bump 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": 16, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:43756|issue:45083", + "issue:43278|issue:43844", + "issue:45200|issue:45229", + "issue:43257|issue:43299", + "issue:44488|issue:44843", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:43688|issue:45701", + "issue:45229|issue:45823", + "issue:39692|issue:43295", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44625|issue:45759", + "issue:43575|issue:45405", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "f2318ea86ed5068928d95a18a733811e192c2f0b3388435ff56f5a370f2edddb", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35361, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: most are same-family regressions (Qwen, Gemma, multimodal, tokenizer/config) but on different code paths or failure modes. No PRs are present. The most suitable anchor issue is the open multimodal regression #44521 because it is concrete, broad, and already has follow-on references.", + "confidence": 0.82, + "canonical_issue_reason": "#44521 is the best canonical issue: it is open, clearly reproducible, affects multimodal `apply_chat_template`, and already has multiple inbound references, making it the most actionable representative bug in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the strongest overall issue candidate because it has a clear regression statement, broad impact on multimodal inputs, and enough discussion/reference activity to serve as a triage hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a video-input regression across Qwen2.5/3/3.5 VL models and the other is `num_labels` propagation between configs; different bugs and code paths." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "`Qwen3OmniMoe` video-processing `ValueError` and `Qwen3.5` flash-attention generation issues are separate runtime problems." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is about model parity, while the other is a ZeRO-3 gradient scaling issue; not the same defect." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and a `qwen3_omni_moe` helper length function bug are unrelated implementations." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval and abnormal gradients under ZeRO-3 are distinct training/eval bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "`mm_token_type_ids` defaulting and Gemma4 multi-GPU OOM are different symptoms with different fixes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE loading, but one is accelerate/deepspeed weight conversion and the other is a loader regression in v5.0; not the same issue." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model failing to load and an offline-mode hub call in `_patch_mistral_regex` are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and missing `Float8_e4m3fnStorage` are different import/runtime errors." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent `lm_head.weight` serialization are separate v5 regressions." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models and tokenization changes across versions are unrelated bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM under multi-GPU inference and device mismatch with `device_map=\"auto\"` are different forward-path failures." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc-example errors and the `processor.tokenizer`/image-to-tokenizer regression are both multimodal, but not the same concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "A storage-class lookup failure and a Python 3.13 `flash_attn` import key error are unrelated compatibility issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are completely different problem areas." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading failure and Bark CPU-offload device mismatch do not share the same failure mode." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are `transformers serve` issues, but one crashes on multimodal batching and the other on KV-cache continuation indexing; different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLM config and unexpected `_is_hf_initialized` during `init_empty_weights` are separate config/init regressions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID loss on save/load and MLukeTokenizer task failures are unrelated tokenizer/config bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT semantic-segmentation loading and BigBirdTokenizer special-token registration are distinct model/tokenizer issues." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 multimodal configs and `AutoModelForCausalLM.from_config` not unwrapping `text_config` are related only at a high level; they are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct TP OOM and a PEFT minimum-version bump are not duplicates." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU-offload device mismatch in Bark and a stale GraniteSpeech CI test are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and PEFT version pinning are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline and unexpected key/position-id issues are different model-loading regressions." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure after token alignment are different generation bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks in multimodal templates and tool-call assistant messages with no content are both template bugs, but the concrete failure and fix are different." + } + ] + }, + "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": 16, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:43688|issue:43873", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43873|issue:44464", + "issue:43572|issue:43957", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43550|issue:43844", + "issue:43295|issue:43873", + "issue:38175|issue:45412" + ], + "prepared_review_unit_hash": "8b4f88e052664728b72dda6a71b440e0377070332103df631c9df0848a8f329d", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous; almost all soft pairs are topical only and should not be deduplicated. I would reject every soft edge here. There are a couple of weak model/config overlaps (especially pad_token_id-related issues), but not enough to treat them as the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster; the items split into unrelated regressions across tokenizers, multimodal processors, generation, loading, and training.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue 43334 is the closest to a recurring concrete bug pattern (config missing pad_token_id during model loading), but it still does not unify the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash-Attention test failures and MLflow job-state reporting are unrelated subsystems and different failure modes." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and a multimodal model load failure are not the same bug or code path." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization offloading are different training/runtime issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness bug is unrelated to a flex_attention import/version check bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compiler/template-node errors and a flash_attn import KeyError on Python 3.13 are not the same problem." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "A specific special-token behavior regression and a broad tokenization-version complaint are too different to merge." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids handling are different model paths." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync behavior and output_hidden_states on Qwen3.5 are separate generation/model-output issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share the same root cause." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is missing mm_token_type_ids defaults and the other is a device-map forward mismatch; different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatches are unrelated trainer/runtime bugs." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to the Qwen3.5 hidden_states regression." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An attention kernel correctness issue and a Kimi tokenizer/codec regression are not the same underlying change." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer access regression and OmDet-Turbo image-size mismatch are both processor-related but not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling are distinct multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocabulary are different failures." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and are not clearly the same concrete bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume checkpoint key mismatch are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import breakage and meta-device model loading regressions are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "A StableLm config attribute regression and a generic model-loading failure in transformers>=5.1 are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both are v5 loading regressions, but they involve different mechanisms and model families." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "A processor/tokenizer API regression is not the same as incorrect batched video output shapes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class and incorrect detokenization in v5 are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure and ZeRO-3 gradient inflation are different training/runtime issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization offloading are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory leaks are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 22, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "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:44351", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44514|issue:44521", + "issue:43295|issue:43994", + "issue:43278|issue:43856", + "issue:44442|issue:45198", + "issue:37428|issue:43824", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:44360|issue:44561", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:43606|issue:45083", + "issue:43335|issue:43550", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43611|issue:43931" + ], + "prepared_review_unit_hash": "57a3f901cc0b005a834a091fa200eedbd95da3af30fe871cafea3b30200a1bc7", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35836, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it is a loose collection of unrelated issues spanning imports, multimodal/chat-template bugs, model loading, tokenizer behavior, and docs. All soft-similarity pairs look like false positives.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items do not share one underlying bug or code path, so there is no true duplicate center in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative only in a weak sense: it is active, well-discussed, and sits on the broad multimodal apply_chat_template path, but it still is not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general apply_chat_template area, but one is a batched-padding crash and the other is zero assistant masks; different bug shapes." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Different failures: custom model access to processor.tokenizer/images vs SigLIP2 output quality mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/loading problems, but they affect different models and different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated modules." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX parity; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to a missing Qwen2.5-VL export." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline deprecations and different APIs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale-device tests are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batch shape bug is unrelated to SigLIP2 model discrepancy." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shapes and tensor-parallel OOM are different subsystems and failures." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a paged-generate warning are not the same code-path bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation issue and removal of is_torch_fx_available affect different areas entirely." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count runtime limits are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch and qwen3_omni_moe feature-length helper behavior are separate issues." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature-extractor argument crash and Whisper empty-transcription generation failure are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and video batch-shape handling are unrelated multimodal bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch has nothing to do with GraniteSpeech device override CI flakiness." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP crash are different model-processing problems." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing import symbol and Torch 2.10 compatibility are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash and missing auxiliary losses in D-FINE are different training bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline error-message wording are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer config bug and torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are separate multimodal issues." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma token-type defaults and flash_attention s_aux handling are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset bug are not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: flash-support helper vs HybridCache." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are unrelated model-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43927", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:39692|issue:43526", + "issue:43388|issue:43526", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:39692|issue:44493", + "issue:43335|issue:45083", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:45459|issue:45712", + "issue:44568|issue:45491", + "issue:43606|issue:44857", + "issue:45198|issue:45803", + "issue:29127|issue:32090", + "issue:44857|issue:45072", + "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:43927|issue:45698", + "issue:43701|issue:45083", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "35a3cbb53140c2cd5faf8c7e53ce5699dcc6585afec2051426948f78c2321adc", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37522, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44493", + "issue:44734", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:45372|issue:45588", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43873|issue:44493", + "issue:45372|issue:45459", + "issue:36010|issue:37428", + "issue:43066|issue:44462", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:44451|issue:45520", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:43421|issue:45491", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43065|issue:43994", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "646e8639c9d4743b04238e6cdd681bd4add17f11aa5ff85fa9159b2e579233ac", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are only loosely text-similar and do not describe the same underlying bug. I would not merge any of the soft-edge pairs; there is no strong duplicate family here.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45588 is the most concrete and central bug among the few related Gemma/flash-attention items: it names a specific crashing code path in `integrations/flash_attention.py` and has a clear repro/fix surface. That said, it is not a true umbrella for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45588 is the best representative issue because it is actionable, code-path specific, and closer to the small Gemma/flash-attention subset than the other loose similarities.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Gemma 4 processor loading import error vs `flash_attention.py` crash on `s_aux=None`; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "`torch.compile` + SDPA model failure is unrelated to `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export / `erfinv` support issue is a different code path from the flash-attention `AttributeError`." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality RuntimeError and stale paged-generate warning are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as token-embedding resize reinitialization in `post_init`." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior and unexpected position-id keys are different defects." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import break and tokenizer error masking when protobuf is missing are separate tokenizer-loading problems." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules/code paths." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and ignoring repository `tokenizer.json` are distinct tokenizer-loading bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Dtype change in eval vs training is unrelated to gradient checkpointing being unsupported in eval mode." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` nesting change and Trainer `_gpu_broadcast_one` `NoneType` error are different subsystems." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy `Conv2d` in Sam3PixelDecoder and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr image loss AMP/CUDA crash is a different model/loss path than the flash-attention integration crash." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output between v4/v5 for Pegasus and inconsistent `lm_head.weight` serialization are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER padding/truncation crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility break and DeepSeekV3MoE divergence are different issues." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure and Python 3.13 `flash_attn` KeyError are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline output issue and RT-DETR memory leak are different defects." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are separate tokenizer problems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe and quantized model saving failure are quantization-related but not the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings during mixed-length batching." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos-token config mismatch and Qwen3.5 flash-attention generation regression are different model/config issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "`torch.export` failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and SigLIP2 nonsensical outputs are not the same underlying problem." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg crash and Qwen video-input regression are different failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Both are preprocessing/test regressions, but Flash Attention 2 failures and void-segmentation-map handling are different code paths and bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing `_tokenizer` are unrelated errors." + } + ] + }, + "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": 16, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43756|issue:45440", + "issue:43873|issue:45229", + "issue:43723|issue:44554", + "issue:45372|issue:45406", + "issue:43278|issue:43575", + "issue:43381|issue:43701", + "issue:43278|issue:43329", + "issue:43653|issue:44442", + "issue:45440|issue:45593", + "issue:41720|issue:45229", + "issue:29942|issue:36010", + "issue:43334|issue:43531", + "issue:32090|issue:33357", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:43526|issue:44610", + "issue:43262|issue:44206", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:44464|issue:45491", + "issue:44743|issue:44811", + "issue:43575|issue:43701", + "issue:29127|issue:35141" + ], + "prepared_review_unit_hash": "1e8200158e89d91fdaca5c2d4b87df3910dad48393dd0ace793b4aa5d90f353a", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36798, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose soft-similarity grouping of mostly unrelated Transformers issues across different models, components, and failure modes. I would not merge any of the proposed soft edges; the best single representative issue is the broad quantization/offloading report, but even that is not a true duplicate anchor for the rest.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set and has the strongest discussion/reference signal, but it should be treated as a representative umbrella issue rather than a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most generally phrased, actively discussed issue and best fits as a cluster anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different problems: MacOS bus error for a pretrained CLIP model vs documentation/example mismatches for SigLIP2." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and trainer token-count bookkeeping are unrelated code paths." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR model deletion/memory release." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma4 processor import failure are different failures." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model implementation differences, but they are for different models and different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as a multi-GPU OOM during Gemma4 loading." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "One is a missing dependency symbol during processor loading; the other is a missing processor attribute in serve." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to tensor-parallel OOM on a large Qwen2 model." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and checkpoint key mismatch are different trainer behaviors." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype changes and multimodal token counting bugs do not share the same underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration and FastSpeech2Conformer auto-loading are distinct tokenizer issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is a different failure than Gemma4 multi-GPU OOM." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are different model bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error has no connection to the CLIP MacOS bus error." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEIT reduce_labels behavior is unrelated to LayoutLMv2Tokenizer NER/padding crashes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to the category-count RuntimeError." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing Qwen2.5-VL export is not the same as a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Image label reduction and float16 CUDA loss crashes are different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "BEIT label processing is unrelated to OmDet-Turbo image-size output mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and unsupported feature-extractor args are separate processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bf16 dtype mismatch in inference are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Fine-grained FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is model generation failure and the other is an integration crash on None auxiliary state." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaNs from sliding-window attention are distinct issues." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state cache reset and Whisper batch_decode behavior are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are different failure classes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and output-embedding reinitialization are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 26, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:43575|issue:44387", + "issue:33357|issue:38175", + "issue:44977|issue:45584", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:28218|issue:29127", + "issue:44479|issue:45290", + "issue:28218|issue:32090", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:43761|issue:44188", + "issue:34689|issue:43611", + "issue:43931|issue:45216", + "issue:44442|issue:44898", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:43295|issue:45584", + "issue:43316|issue:45759", + "issue:44568|issue:45479", + "issue:41628|issue:45372", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "b79183af6913c983695f6c085b4dca33e051efbd74ae60ea3d3c1dff61d36c6c", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36094, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a true duplicate set: the issues span many unrelated subsystems and model-specific regressions. I rejected all soft-edge candidates.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items cover unrelated bugs/regressions across tokenization, multimodal loading, quantization, config APIs, docs, and runtime crashes.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is heterogeneous rather than one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different components and failure modes: tokenizer loading vs a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but one is a broad 5.0 custom model init regression while the other is a specific patchtsmixer post_init policy issue." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated paths: gguf loading in tokenizer/model loaders vs flash-attention crashing on sink-less models." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes differ: tensor-parallel model load OOM vs increased CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero probabilities on SigLIP2." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and bugs: Phi-4 multimodal loading vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but for different models and different missing attributes; not the same underlying bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Model output regression vs generic ModelOutput key assignment bug; related area but not clearly the same concrete defect." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing bug vs LayoutLMv3 error-message clarity; no shared underlying issue." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Different regressions: multimodal video input handling vs chat template/tool-call crash." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing issue and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized model saving and the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in DeepSpeed Adafactor is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression and attention-kernel divergence on torch.compile are different code paths and symptoms." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they concern different model-loading mechanisms and different root causes." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch at load time is not the same as incorrect checkpoint saving in save_pretrained." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures: tokenizer loading vs Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings during mixed-length batching." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and quantization offloading are separate problems." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Implementation discrepancy in SigLIP2 is unrelated to docs still using removed pipeline() calls." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different model internals: torch.compile SDPA failure in Bamba vs recurrent-state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43295", + "right": "issue:45584", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is Qwen multimodal config unwrapping." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior is unrelated to the degenerate zero-loss classification issue." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/load failures, but they involve different missing symbols and different modules." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to FastSpeech2ConformerTokenizer AutoTokenizer loading." + } + ] + }, + "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": 16, + "review_unit_index": 27, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + 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"issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "89de60e7e45dfb52dd3f82fbfd4cbc0e2ee8da9e1af3f23306434b221258baa7", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35880, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers bugs and regressions; the soft-similarity scores are driven by shared subsystem vocabulary, not the same underlying defect. No duplicate pair is convincing enough to merge, and issue 43825 is the most representative user-facing regression if one issue must stand in for the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43825 is the broadest, clearest, and most user-facing regression in the set, so it is the best single representative issue if a canonical issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43825 is the most actionable and reusable summary of a concrete regression; it has a clear failure mode and affects a common pipeline path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a trust_remote_code loading omission and the other is a GPTNeoX config field reload bug; different code paths and fixes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType 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"issue:44792", + "accept": false, + "reason": "ESM2 model breakage and janus image-generation test failure are different model regressions." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are unrelated training/eval bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions in user-facing APIs, but one is processor/tokenizer image handling and the other is an incorrect pipeline translation message." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor selection and Sam3VisionEncoderOutput missing attribute are different issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaulting are different model behaviors." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint resume key mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are separate configuration/API issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed optimizer OOM and token-embedding resize reinitialization are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same underlying problem." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are unrelated model-family 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": 16, + "review_unit_index": 28, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43335", + "issue:43452", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + 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false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity links mostly connect unrelated issues that only share a broad subsystem (v5 regressions, model loading, chat templates, multimodal/video). None of the candidate pairs look like the same concrete bug or change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster: the linked items span distinct bugs across unrelated code paths, and the soft pairs are thematic rather than true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue among these for duplicate consolidation; choosing one would be arbitrary because the items are not the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache behavior in v5, but they describe different failures and likely different code paths: chunked prefill cache missing vs recurrent state reset when seq_len>1." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "One is about gguf_file breaking AutoTokenizer/AutoModel loading, the other is a config.json missing model_type. Related loading failures, but not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different models and errors: tensor-parallel OOM for Qwen2-57B vs a key error loading MobileLLM-125M." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train() is a trainer lifecycle bug; from_pretrained loading the wrong custom module after save_pretrained is a separate serialization/loading issue." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage is broader and unrelated to GPTNeoXConfig rotary_pct reverting on reload." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different problems with no shared code-path evidence." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and MoE load-balancing loss omission are separate model-forward issues." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/placement concerns, but tensor-parallel OOM and quantization offloading not working are distinct issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init allowance and non-persistent buffer junk in v5 are unrelated initialization/state bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch is a loading/shape issue; the tied-weights warning in Qwen3-Next is a different config/tying bug." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward are unrelated to Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "One is a video-input regression across Qwen VL variants; the other is a serve KV-cache continuation tensor-indexing bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch affect different models and layers." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated failures." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() after removal is documentation drift, not the same as SigLIP2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Failed janus image-generation test and Qwen3.5 flash-attention 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"issue:43526", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:43388|issue:43688", + "issue:44112|issue:44964", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43854|issue:44964", + "issue:44496|issue:45042", + "issue:44016|issue:44220", + "issue:43531|issue:45600", + "issue:43299|issue:45216", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:45335|issue:45584", + "issue:43381|issue:45593", + "issue:44075|issue:44368", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:43901|issue:44496", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:44016|issue:44062", + "issue:43388|issue:43827", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:43824|issue:44933", + "issue:43577|issue:45216", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "2d59860833a80507eed447889fa5754482b8deadbb0ceba57291e2fe5e618cc0", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + 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I would not merge any of the soft pairs as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set: it describes recent Transformers versions breaking models that rely on remote_code, which is the closest high-level representative of several load/compatibility complaints here. It is still not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to represent the cluster because it is the most general compatibility/regression report and could subsume a few of the model-loading breakages, but only at a very coarse level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Image/video pipeline processor lookup is unrelated to a notebook syntax error." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is a metrics collation bug; the other is auxiliary-loss normalization. Different code paths and symptoms." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-test failure is not the same as a Phi-4 multimodal model loading bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings affecting decoder embeddings are distinct bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral models and FlashAttention load failures are different failures." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache/chunked_prefill issue is unrelated to ANSI formatting in loading_report." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different load failures; only the general theme matches." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config recognition and PIL/torchvision dependency handling are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error has nothing to do with fbank feature extraction." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are separate problems." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6 multimodal regressions, but one is load-time model loading and the other is save_pretrained serialization; not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install and a generic dependency issue are not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug in t5gemma is unrelated to Whisper generation after align_special_tokens." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary losses are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD optimizer args and a tie_word_embeddings warning are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "One is a loading regression; the other is incorrect visual-encoder keys on save_pretrained. Related family, different code-path." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and from_config not unwrapping text_config are distinct config-handling bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores do not duplicate a model import/config error." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router-logits auxiliary loss handling is unrelated to mm_token_type_ids defaulting." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import and broad import errors after version upgrade are not the same concrete defect." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument conflict are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric gathering bug and stale docs references to pipeline() are different classes of issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased peft minimum version are unrelated dependency problems." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor lookup and remote_code regression share only a vague release-breakage theme, not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are distinct config issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Specific missing Qwen2.5-VL import and a generic nonexistent import from image_utils are different import failures." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "flex_attention on torch>=2.9 and a TensorFlow backend packaging issue are not the same problem." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 VL/Qwen3.5 loading regressions and GLM-4.7-Flash unit-test loading failure are different models and failure modes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and unreleased MIN_PEFT_VERSION bump are not duplicates." + } + ] + }, + "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": 16, + "review_unit_index": 31, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43295", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823" + ], + "soft_pairs": [ + "issue:32090|issue:35141", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:43295|issue:44779", + "issue:41950|issue:43650", + "issue:44297|issue:44462", + "issue:44462|issue:45081", + "issue:44521|issue:45325", + "issue:43976|issue:44279", + "issue:45600|issue:45712", + "issue:43976|issue:44987", + "issue:44462|issue:44779", + "issue:43450|issue:44279", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:43441|issue:44683", + "issue:44623|issue:45397", + "issue:43650|issue:45290", + "issue:44623|issue:44749", + "issue:43723|issue:44162", + "issue:43653|issue:45593", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:44016|issue:44291", + "issue:44297|issue:45397" + ], + "prepared_review_unit_hash": "5fe8a0acb360c18511d4bd1d5d97bda5aff144308492220f60bcfed0d429e801", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37322, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 32, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45593" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:43262|issue:44521", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:43450|issue:44617", + "issue:44589|issue:45362", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:16998|issue:22355", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:45362|issue:45375", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:43441|issue:43540", + "issue:44779|issue:45292" + ], + "prepared_review_unit_hash": "e723f1f1ba0b87294468bceebe16c4bdedbc7c7ef70f75e5a77fe3adee38ff80", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are unrelated standalone bugs. Only one soft pair looks like the same underlying regression: missing Qwen2.5-VL exports causing import failures at different entry points.", + "confidence": 0.63, + "canonical_issue_reason": "Use issue:43824 as the canonical issue: it captures the broader, user-facing top-level `transformers` import failure for Qwen2.5-VL, which can subsume the companion submodule export problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best representative of the duplicate-like pair because it describes the public API break directly and is the clearest anchor for a single export-fix PR.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Different bugs: attention-kernel divergence under `torch.compile` vs stray ANSI codes in loading reports." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Unrelated regressions: chunked-prefill cache handling vs CLIPVision hidden states not returned." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention `apply_chat_template`, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different failures: missing `pad_token_id` on Llama4Config vs glm-4v-9b loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Config attribute error vs `trust_remote_code` returning incomplete config fields are not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video-shape bug and SAM3Video CUDA OOM are different code-path problems." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import error is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but one is a LoRA compatibility regression and the other is model loading on v5 dev; too different to merge as one fix." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is unrelated to intermittent import slowness." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code output bug vs wrong `position_ids` docstring." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing `AutoImageProcessor` export is not the same as Python 3.9/3.10 compatibility breakage." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa `model_max_length` question is unrelated to missing `transformers.onnx` module." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and different loss mechanisms." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific Nemotron FlashAttention-2 unsupported error vs a generic Flash Attention topic." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "`position_ids` buffer access error and Gemma-4 ZeRO-3 loading are distinct issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance regression is unrelated to model-config `model_type` recognition." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline choosing image processors is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI output has nothing to do with GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Qwen2.5-VL export failure and `huggingface_hub.is_offline_mode` import error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5-VL image-processor export is unrelated to `HybridCache` import failure." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache handling regression is unrelated to removal of `is_torch_fx_available` for trust-remote-code models." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import/export failure is unrelated to Python version support." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python 3.9/3.10 compatibility issue is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma-3 eos token config mismatch are different problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and LwDetr float16 AMP crash are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash and missing `deepstack_visual_indexes` are both Qwen3.5-related, but they appear to be different bugs in different paths." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "`position_ids` buffer error is unrelated to the Chinese performance regression report." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-processing ValueError are different model/runtime issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression is unrelated to `resize_token_embeddings` not updating output embeddings." + } + ] + }, + "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": 16, + "review_unit_index": 33, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44869", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:45292|issue:45701", + "issue:43901|issue:45003", + "issue:44987|issue:45459", + "issue:45561|issue:45563", + "issue:45375|issue:45759", + "issue:43232|issue:44336", + "issue:43526|issue:45003", + "issue:36246|issue:43596", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43065|issue:43408", + "issue:43262|issue:44246", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44060|issue:44077", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:44933|issue:45459", + "issue:43931|issue:44368", + "issue:44869|issue:45356" + ], + "prepared_review_unit_hash": "dffd5484f92d954faf513872333378037dec57e9b5f6dfdb787ee5485cb962b4", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with superficial title similarity only; the soft pairs are not the same underlying bug/change in almost every case. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items span unrelated bugs (tokenizers, generation, DeepSpeed, SAM3, docs, utilities). The closest family is the resize_token_embeddings regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best canonical-style issue in the set: it describes a broad API regression in resize_token_embeddings, which is more reusable than the narrower model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: embedding resize regression vs Whisper empty-transcription crash after align_special_tokens." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Different models and failures: granite_speech config loading vs missing deepstack_visual_indexes in Qwen config." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Unrelated: tokenization/version behavior changes are not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch vs runtime sys.modules access bug; no shared code-path failure." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model package fails for one reason; the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test-file race in xdist vs stale warning in paged generate(); different subsystems and symptoms." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field vs Composite config unwrapping in AutoModelForCausalLM.from_config; distinct loading problems." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs bug after sync_gpus is unrelated to ANSI escape output in loading_report." + }, + { + "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:43596", + "accept": false, + "reason": "ImportError for Qwen2.5 VL image processor vs DeepSpeed ZeRO3 BertModel index error; different failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config issue is unrelated to unsafe sys.modules lookup." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is not the same as the empty-deque ZeRO3 crash." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass vs missing default mm_token_type_ids; different code paths." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same issue as sam3_video/sam3_tracker config mismatch warning." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to slow import behavior." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenization failure and multi-GPU OOM are unrelated problems." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output is unrelated to Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embeddings, but one is device-dependent tied-weight serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache bug is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Zero3 from_pretrained issue is distinct from optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token bug is unrelated to the broad ESM2 regression report." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie_word_embeddings warning in Qwen3.5 LoRA is unrelated to flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Warning about tied embeddings is not the same as stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve cache terms, but one is a missing cache in chunked_prefill and the other is wrong tensor indexing in /v1/responses continuation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to xdist capture-file races." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 empty-deque crash is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import from image_utils is unrelated to hidden tokenizer errors when protobuf is missing." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is a loading error, not the tied-embeddings warning seen in Qwen3.5." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are separate tokenizer/decoding 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": 16, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44242", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44933", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:44623|issue:45656", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:44749|issue:45656", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43377|issue:44242", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:44496|issue:45561" + ], + "prepared_review_unit_hash": "9ff02bde45a21986ef1c2b6f088fa4d4606ce22fecbf5f3828d089e8d0c6c742", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37383, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers regressions, mostly v5-era import/loading/config issues across different models. The titles overlap on broad themes, but none of the soft pairs look like the same concrete bug with enough confidence to merge.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the best representative because it is a broad, central v5 regression report and can subsume several of the more specific compatibility breakages in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most generally useful issue to anchor the cluster: it is specific enough to be actionable, but broad enough to represent the larger Transformers 5.x custom-initialization breakage theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is about tokenizer metadata and the other about processor files; different code paths and fixes." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic v5 breakage vs a specific ESM2 model failure; too little evidence they are the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and a performance regression report are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is sync_gpus/update kwargs handling and the other is a missing GenerationMixin cache in chunked prefill; not the same defect." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save/export bug vs deepspeed optimizer double-step; unrelated subsystems." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache issue vs documentation referencing removed pipeline APIs; no shared underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf/from_pretrained loading failure and unsafe sys.modules access are different problems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch backend vs Sentence Transformers hanging on load; not the same issue." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A slowdown regression after upgrade and a Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown and optimizer stepping twice are different failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized save failure and Qwen2.5-GGUF loading failure are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Vision output attribute bug vs missing config fields from trust_remote_code; not a duplicate." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The generic report provides no evidence it matches the Gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings warning and remote-code meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files do not look like the same bug." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different symptoms: missing field on SAM 3 Vision output vs wrong vision_position_ids for Qwen2.5-VL." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but the missing AutoImageProcessor export is not the same as a nonexistent image_utils import." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are different issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a specific missing config field and the other is a generic from_pretrained failure; not enough to treat as the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same model name, but the reported leak contexts differ enough that this is not a confident duplicate from titles alone." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Vision output attribute error and tokenizer mapping/add-new-model failure are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE related, but one is a from_pretrained error and the other is a missing vision config field; too different to merge confidently." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different symptoms and likely different fixes." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 token-type-id defaulting are unrelated model-specific issues." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE vs Qwen3.5 MoE from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Padding-mask batching bug in MIMI encoder vs load-balancing loss omission in MoE routing are different model behaviors." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package install backend selection and leftover dummy torch classes are related to optional deps broadly, but not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they are for different APIs and likely separate export regressions." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE and v5, but one is Qwen3-VL-Moe and the other is Qwen3.5 MoE; insufficient evidence they share the same root cause." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs xdist race in testing utils; 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": 16, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "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:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:44964|issue:45137", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:42898|issue:44779", + "issue:42898|issue:44448", + "issue:44188|issue:44964", + "issue:43479|issue:44079", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:44297|issue:45310" + ], + "prepared_review_unit_hash": "6d9e01e651837f34d7b812f4f19045c0455c671fad02c4768420cfdee79f9f63", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38567, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43576", 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"analyst_result": { + "summary": "This cluster does not contain a real duplicate set; the issues are mostly unrelated regressions spanning import errors, tokenizer behavior, model loading, quantization, serving, and config serialization. No soft pair looks like the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out: the issues describe different root causes and code paths, so using one as an umbrella would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue for deduping the whole cluster; 45278 is the broadest upgrade-regression report, but it still does not represent the other unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: MLFlow reporting on job failure vs model loading regression for a specific Llama vision checkpoint." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer from_pretrained issue vs Qwen3.5 flash-attention generation bug; different code paths and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch dependency import error is unrelated to MLFlow not updating after a failed training job." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is a different problem from incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow failure reporting and embedding reinitialization in post_init are unrelated bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained failure is not the same as the max_shard_size default question." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection and Gemma4Processor _tokenizer crash are different serving failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is about torch.split return values and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids buffer and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization when None is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched apply_chat_template crash is unrelated to auto_docstring failures under future annotations." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code meta-init incompatibility are distinct issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual-encoder save_pretrained regression are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and eos_token_id inconsistency are separate tokenizer/model-config issues." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal config defaults vs GPTNeoX rotary_pct not persisting on reload are unrelated serialization/config bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and SigLIP2 zero-probability output do not share a concrete failure mode." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different subsystems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are both import errors but not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Two missing exports from transformers, but they involve different symbols and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping and mdeberta-v3 BOS/EOS handling are different tokenizer behaviors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime indexer bug and a docstring issue are not duplicates." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and a Qwen3_5 image-specific infinite loop are different generation bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Generic FP8 accuracy issue and Qwen3-VL-Moe regression are not the same concrete problem." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing huggingface_hub symbol and a broad transformers upgrade import-regression report are too different to merge." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + } + ] + }, + "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": 16, + "review_unit_index": 37, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45600" + ], + "soft_pairs": [ + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43122|issue:44514", + "issue:43784|issue:45600", + "issue:44261|issue:44373", + "issue:42907|issue:43937", + "issue:43723|issue:44779", + "issue:41628|issue:45278", + "issue:43723|issue:44442", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43232|issue:44743", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:39401|issue:44488", + "issue:44038|issue:44222", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:39401|issue:44521" + ], + "prepared_review_unit_hash": "defb15bf33a7f34bfbd0c963cb6d1b11bda6758e1cbddfbfd59914dfd883c12e", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions around imports, tokenizers, processors, generation, and a few model-specific bugs. The broadest representative is the open report about many import errors after upgrading to 5.5.0.", + "confidence": 0.55, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here and best matches the recurring import/load regressions seen across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative user-facing problem in the set, and it can plausibly absorb several of the narrower import failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained plumbing, but one is a tokenizer mapping None bug and the other is an AutoProcessor kwarg propagation issue; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific bugs: Smollm3 RoPE-layer handling versus Qwen3-Next tied-weights warnings." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to the GLMoe torch.split return-value bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang in sentence-transformers and a MacOS bus error in CLIP are different failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are unrelated problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwarg forwarding and apply_chat_template crashing on tool-call messages are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class metadata being wrong on save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation sync_gpus state handling and a 2^24 category limit error are not the same issue." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output drift across versions and batched chat-template crashing with padding=False are different behaviors." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A missing nn import in sentence-transformers is unrelated to stale Sam3LiteText auto-mapping references." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm epsilon precision and a wrong docstring for position_ids are not duplicates." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failures and invalid GenerationConfig validation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms, so they are not clearly the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad umbrella for many import errors, but the former is one specific missing import; not enough evidence they are the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer loading failure and FastSpeech2ConformerTokenizer lookup failure are distinct model-specific import/load issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 model-type warning and missing fpn_position_embeddings are different SAM3-video problems." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior drift and zero assistant masks in multimodal chat templates are separate bugs." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache state, but one is about sync_gpus kwargs and the other about recurrent state reset; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example output and Gemma 4 mm_token_type_ids defaults are different issues." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "An error-message clarity complaint is not the same as a loading hang." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe version-5 bug and tokenizer_class metadata mismatch are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save problems and Phi-4 multimodal load failure do not match." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they are model-specific and do not appear to share a concrete fix." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated bugs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking auto-loading are different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong Qwen3 offset_mapping and inability to load a specific model are unrelated tokenizer/model-loading problems." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a loading/compatibility bug and the other is FP8 save_pretrained behavior; not the same issue." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and multi-label classification script behavior are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLForConditionalGeneration versus HybridCache." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Incorrect offset_mapping and zero assistant_masks are separate tokenizer/chat-template 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": 16, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43381", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43066|issue:44779", + "issue:22355|issue:28218", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:43450|issue:43986" + ], + "prepared_review_unit_hash": "45ffd8b471482161bc3af8841a99a746d15a39665c53a745ae899179dfe32021", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36732, + "estimated_input_tokens": 9183, + "estimated_eval_tokens": 18622 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of Transformers v5 regression reports, with many unrelated tokenizer/import/model-specific bugs. I did not find any soft pair that clearly describes the same concrete bug, so all soft edges are rejected.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item in the set: a general post-upgrade import-regression report. It is the best anchor for the cluster theme, though it is not a true duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue because it captures the widest visible failure mode (many import errors after upgrading), making it the best single cluster label.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model/version family, but one is save_pretrained checkpoint corruption and the other is a from_pretrained load failure; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/modules (`is_offline_mode` vs `HybridCache`)." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors/models (decoder type vs Deepseek token output)." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: missing `transformers.onnx` import vs tokenizer spacing bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Different issues: generic tokenization change vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE save_pretrained." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different from_pretrained layers: encoder weight loading vs AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Different failures and code paths: import-time `nn` NameError vs flex_attention version check." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is invalid GenerationConfig and the other is a RoPE implementation issue." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and subsystems: vitpose model breakage vs Ministral FlashAttention." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "Unrelated: TF32 API warning vs missing image processor method." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both are version-compatibility bugs, but for different dependencies (`python` vs `torch`)." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different multimodal problems: SigLIP2 implementation mismatch vs Qwen3.5 image-generation loop." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: FP8 accuracy regression vs Qwen3.5 infinite loop." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer evaluate-after-train failure; different code paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different example/pipeline issues: empty multilabel outputs vs stale translation support message." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3 MoE, but one is a VL-Moe bug and the other is a from_pretrained load error." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Different save/load bugs: FP8 MoE serialization vs Qwen3.5 load failure." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Unrelated: classification script behavior vs SigLIP2 model discrepancy." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Both involve training/generation internals, but one is optimizer-state sharding and the other is cache handling." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated: feature-extraction length helper vs flex_attention import/version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: invalid GenerationConfig vs stale warning about `num_return_sequences`." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import vs broad report of many import errors; not the same concrete failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and outputs (offset mapping vs general correctness)." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression vs Qwen3 offset-mapping bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: tokenizer mapping None handling vs flash_attention crash on `s_aux=None`." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely unrelated: ONNX module import vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation/pipeline removal issue vs PyTorch version-check bug." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated training-mode checkpointing constraint vs pipeline-parallelism output bug." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different dependency/version problems: PEFT release bump vs torch version gating." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve processors, but one is batch shape output and the other is a missing torchvision import crash." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation/model bugs, but they target different models and failure modes (GLM-5 invalid config vs Qwen3.5 flash-attention behavior)." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different dependency/version problems: PEFT release bump vs torch version gating." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Processor batch-shape bug vs AutoProcessor crash without torchvision; different concrete failures." + } + ] + }, + "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": 16, + "review_unit_index": 39, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:42175|issue:42222", + "issue:43408|issue:43742", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:43066|issue:43122", + "issue:42371|issue:44261", + "issue:43874|issue:44261", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:42222|issue:45459", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "8e0f94c095237951e23aa1f0e2fff57294196b118f797abd5ffbb715bdb0a37b", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, especially around model/tokenizer loading, API compatibility, and dtype/precision changes. The soft pairs share broad subsystem keywords, but they usually describe different concrete failures and should not be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it describes a broad import-failure regression after upgrading to 5.5.0, which matches the cluster\u2019s general \u201cv5 breakage\u201d theme better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the broadest and most cluster-like issue here, covering a general upgrade regression rather than a single model- or component-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Both are performance/precision regressions, but one is a VRAM leak and the other is a dtype mismatch warning; different bugs." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer internals, but one is a missing mapping entry and the other is a Mistral regex/backend crash." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping errors and runtime post-processor update bugs are related to tokenization, but not the same code-path problem." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and different breakage points." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are distinct model-level regressions." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "These are both Qwen-related, but one is missing projections in a model layer and the other is a from_pretrained loading error." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5 API changes, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and TensorFlow/tensorboard installation issues are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Max shard size behavior has nothing to do with the Qwen3.5 MoE loading error." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package dependency/backends mismatch versus broken VitPose models; different failure classes." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "These are different model-loading warnings/errors for unrelated models and code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and missing model_type config are both loading issues, but they are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions on Qwen3.5, but one is a general API rejection and the other is a streaming inference failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer arguments being ignored is not the same as an optimizer step being called twice under deepspeed." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal load failure is not the same as a broad import-error regression after upgrade." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a warning during compilation and the other is incorrect dtype propagation in BLIP2." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch and tokenization output differences are related but not the same underlying defect." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA layernorm epsilon precision issues are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch-count support and missing rms_norm_eps are different multimodal/model-configuration bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "A missing import symbol and a feature-extraction helper issue are different failures." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family issues, but one is missing projections and the other is a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior is unrelated to the Qwen3.5 MoE loading regression." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is a torch.split/indexer issue and the other is a RoPE implementation discussion." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config API and unexpected key warnings are both version-breakage symptoms, but not the same concrete change." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model failure on Ministral-3 and the other is a training degeneration bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A precision warning and a model-type mismatch warning are different issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Import symbol breakage and PretrainedConfig type-checking regressions are distinct API problems." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression in PretrainedConfig is unrelated to the TensorFlow backend installation error." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior control and FineGrainedFP8 accuracy issues are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a VRAM leak and the other is a generation failure with flash-attention." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A Qwen3ForCausalLM memory leak is not the same as a reproduction of a different upstream issue." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing torchvision crash path and a save_pretrained shard-size question are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 40, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43452", + "issue:43502", + "issue:43577", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588" + ], + "soft_pairs": [ + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:42673|issue:43577", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:44964|issue:45071", + "issue:44261|issue:44485", + "issue:43931|issue:44410", + "issue:44964|issue:45341", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:42617|issue:45341", + "issue:43825|issue:44655", + "issue:45341|issue:45588", + "issue:43992|issue:44484" + ], + "prepared_review_unit_hash": "3e86f2adaa3e93b5587a2975338bc49dc5946829c8e38846bc1653d90e9d91d3", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37408, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most items are independent bug reports across different subsystems, model families, and failure modes. None of the soft-edge pairs are safe duplicate merges from title-level evidence alone. Issue 43097 is the best broad representative of a v5-breaking-change/reporting theme, but it is not a duplicate of the others.", + "confidence": 0.62, + "canonical_issue_reason": "43097 is the clearest cluster representative because it is a concrete, user-facing v5 API regression with broader impact and inbound references; however, the cluster overall is too mixed to imply a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 has the strongest combination of scope, clarity, and community impact among the listed issues, making it the most reasonable single representative for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a shape-mismatch on a specific checkpoint and the other is a broader v5/model compatibility issue; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/loading failures, but they point to different code paths and symptoms; no evidence they are the same underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed config attribute in v5; the other is a gguf/from_pretrained loading break. Different APIs and failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "A SwitchTransformersConfig sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and incorrect pipeline-parallel outputs are unrelated issues." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "These are different warnings in different model/config paths; not the same code-path problem." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-family issues, but one is an image-processor API absence and the other is a torch.split indexing bug; distinct defects." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Training degradation with flash_attention_3 is unrelated to the category-count runtime limit." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP/optimizer-state corruption and Liger Kernel not applied via model_init are different training-time issues." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3 variant/config problems; one is missing layer projections, the other is a missing config field silently dropped." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "These are separate import-name failures with different symbols and modules." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer-mapping None handling are unrelated tokenizer bugs." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "A VRAM leak in dataloader threads is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed config API and flash_attention sink-less crash are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring annotation handling are different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen3/Qwen3-VL-ish models, but the concrete failures differ completely." + }, + { + "left": "issue:44964", + "right": "issue:45071", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal and PretrainedConfig type-checking regression are not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon handling and GLM-5 RoPE implementation are separate model-specific bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and symptoms; one is load-time shape mismatch, the other is missing projections in a layer." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Phi-4 model loading and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor crash without torchvision is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight on UMT5Encoder are different loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config attribute and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The reproduction issue references another ticket, but there is no clear evidence it is the same tokenizer-decoder bug." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Both touch processor/chat-style flows, but one is torchvision-dependent video loading and the other is chat templating with tool-call messages." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model loading without torchvision and Gemma 4 processor import failure are distinct problems." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing_utils bug and an xdist race on captured_info.txt are not clearly the same defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different subsystems entirely; no duplicate signal." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed API behavior and stale docs for return_all_scores are not the same underlying issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation messaging and pipeline save_pretrained support are separate pipeline issues." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utilities and flash_attention sink handling are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing encoder weight during load is unrelated to save_pretrained shard size defaults." + } + ] + }, + "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": 16, + "review_unit_index": 41, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44220", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45381", + "issue:45440", + "issue:45753" + ], + "soft_pairs": [ + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43531|issue:45341", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:38617|issue:43502", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44220|issue:44655", + "issue:36010|issue:42757", + "issue:43756|issue:44485", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43906|issue:45753", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43299|issue:45753", + "issue:36683|issue:43881", + "issue:43352|issue:43976" + ], + "prepared_review_unit_hash": "8d332596a91c350508142bb4be60391ddb745db5f039669e1ce63a279e19071a", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37731, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most high-similarity pairs are only superficially related (imports, model-specific regressions, save/load, chat template, attention backends) and do not look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failures across different models and subsystems, so there is no safe duplicate anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for deduping the cluster; the broadest-looking reports still cover different code paths and would be misleading as a canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes: xLSTM training bugs vs Bamba torch.compile/SDPA bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same as a Bamba compile failure under SDPA." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they concern different warnings from different code paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to Qwen3.5 looping on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both are save-related, but one is dequantized model saving and the other is saving Pipeline objects; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BEiTImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions request handling and Qwen2_5_VLProcessor batching are different code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A precision warning during compile is not the same as a flex_attention compile failure on newer torch." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different libraries and missing symbols." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe model loading and fp8 inference support are separate model-specific problems." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden_states; not clearly the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request rejection and apply_chat_template crashing on tool-call messages are different failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "A missing configuration import and unwanted hub requests under local_files_only=True are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are different problems." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading failure and sorted-state_dict load error are distinct serialization/loading bugs." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat completions request parsing and Qwen2.5-VL video vision_position_ids are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "A stale doc mention and Pipeline save_pretrained failure do not share the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3 vision output missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Loading failure with sorted state_dict and Qwen3.5 save_pretrained checkpoint corruption are different serialization regressions." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline saving failure are not the same code path." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention support and GLM-5 generation config validation are different issues." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction and Pipeline save_pretrained are different subsystems." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different packages and symbols; no shared underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer behavior and GLM-5 RoPE implementation are not the same concrete change." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A torch.split result issue in one class and DeepseekV3MoE divergence are different model bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are separate config regressions." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "A reproduction of another issue and Qwen3.5 image looping are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output assignment regression and Qwen3.5 checkpoint saving regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute missing and MoE load-balancing loss omission are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-Moe loading failure and Qwen3.5 infinite loop on an image are unrelated model-specific issues." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different missing-attribute/loading failures on different model configs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for Nemotron and Python version compatibility are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43441|issue:44380", + "issue:43992|issue:45310", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:43064|issue:44492", + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43867|issue:44484", + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:43618|issue:44977", + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:44655|issue:44938", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:44222|issue:45125" + ], + "prepared_review_unit_hash": "6b4fe99a6547a0064d9317ec5187ea227378ba8bc82151daf6a8cd0fa544a221", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36917, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs. Only one soft edge looks like a true duplicate: the import-time slowdown reports (41669 \u2194 44246).", + "confidence": 0.84, + "canonical_issue_reason": "Issue 41669 is the most concrete root-cause report in the only clearly matching duplicate pair: it identifies the import-* overhead directly, while 44246 is a symptom-level complaint about slow imports.", + "canonical_pr_reason": null, + "best_issue_reason": "41669 is the best representative issue here because it names the actionable cause of the import slowdown and is the clearest standalone bug report in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific FA issue and the other is GPT-2 attention scaling behavior." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from_pretrained failures, but they involve different models and different likely failure modes." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron lacking FA2 support is not the same bug as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different code paths: attention backend configuration vs sequence-classification zero-loss behavior." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "One is a state_dict loading problem; the other is a missing config field silently dropped." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A distributed optimizer-state bug is unrelated to a cache-strategy typo." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying issue: slow import of transformers caused by import-heavy model modules." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment and GPT-2 attention scaling are different bugs." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same broad flash-attention area, but different model-specific failures and different symptoms." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a Python 3.13 decorator parsing issue are distinct causes." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing Gemma3Config.vocab_size is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed in one test is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder is unrelated to flash-attention support." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict ordering load failures and wrong visual-encoder save keys are different model I/O bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-specific load failures, but they are different Python compatibility problems." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are different model-loading issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Wrong optimizer states in training and inability to save Pipeline objects are different features." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM during model loading." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init policy and GPT-2 attention scaling are unrelated bugs." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "A load-model failure is not the same as a question about max_shard_size defaults." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import support and tokenizer-loading regression do not share the same root cause." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Missing CLIP attentions and a float16 AMP crash are different model paths." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIPOutput attentions assignment and FlashAttention s_aux=None crash are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions missing is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs mismatch for return_all_scores and Python 3.14 import failure are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness and multimodal model loading failure are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained limitations are not the same as Python 3.14 load failures." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A seed-related test flake is unrelated to a GraniteSpeech CI device override issue." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "No evidence these are the same bug; one is a test-seed flake, the other is an unspecified testing_utils issue." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are separate Qwen3.5 MoE problems." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Ignoring local_files_only and AddedToken special-arg duplication are different code paths." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache no_grad decoration and SGD argument handling are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky integration test does not match an auto_mappings reference to removed Sam3LiteText configs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft edge (41669 \u2194 44246) is a conservative duplicate call based on matching import-slowdown reports. The other pair rejections stay within the evidence available from titles and do not overstate certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:44222|issue:44230", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:43010|issue:45656", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43299|issue:44556", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:43010|issue:43976", + "issue:31795|issue:38617", + "issue:38617|issue:43576", + "issue:41628|issue:42548", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:43010|issue:43232", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "394fab7adf1ed8b88cf18e1f1523d264fd061305b008a6b163afd19014985781", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38565, + "estimated_input_tokens": 9642, + "estimated_eval_tokens": 19540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "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": 16, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753" + ], + "soft_pairs": [ + "issue:44273|issue:45003", + "issue:44273|issue:45542", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44373|issue:44961", + "issue:44556|issue:45092", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:43673|issue:44492", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43827|issue:44492", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "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" + ], + "prepared_review_unit_hash": "17c81ef194bd8f7ce9c261948ad761797a0cedf3c5fd284be42a3c6bce008c6e", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41367, + "estimated_input_tokens": 10342, + "estimated_eval_tokens": 20940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with one weakly related import/lazy-loading area. The 44246/44273 pair is not strong enough to treat as a duplicate from the packet alone, so I would not merge it confidently. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44273 is the best available issue anchor only because it is the newer open report in the closest-looking import/lazy-loading area, but the packet does not show that it clearly subsumes 44246.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best overall issue candidate for the cluster because it is open and closest in topic to the only near-related report, but the evidence remains limited to title-level similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both are import-adjacent, but sys.modules access is a different concrete problem than lazy loading / import slowness." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "TensorFlow backend initialization is a different subsystem and failure mode from lazy loading/import behavior." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but the symptoms differ: 2D bbox hallucination/error versus an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both involve v5 breakage, but the command regression and checkpoint reload incompatibility are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Shared Qwen3.5/MoE context is too broad; tensor-parallel plan missing is a distinct issue from the v5/model-loading report." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output issues and PretrainedConfig type checking are unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance and chunked-prefill cache handling are different concrete problems." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "A docstring typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 loading regressions, but one is generic checkpoint reload and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "The packet only supports rough topical similarity: one report is about import-time slowdown, the other about lazy-loading failure, so they are not clearly the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A sam3 model-type warning and a Liger Kernel/model_init issue are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bounding-box behavior are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support and Qwen3-VL bbox output are different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env command regression and scheduler parameter bug do not share the same root cause." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access and a generic bug report are not duplicates." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a typo in cache strategies are not the same concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and HybridCache import failure are distinct import-related issues, not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance work and a testing_utils bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star performance and cache-strategy typo are not the same issue." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 MoE/VL bug reports with different symptoms and code paths." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both touch model initialization, but the underlying incompatibilities are different." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation and tied-weight key handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docstring confusion and tokenizer loading regression are different issues." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-performance cleanup and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache strategy typo are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained behavior and tied-weight key crashes are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env command regression and lazy-loading/import regression are too broad to treat as the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder bug report is not a duplicate of a specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import regression and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are different model bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence. In particular, the accepted soft edge between issue:44246 and issue:44273 is not well-grounded from the packet alone: one is an import-time slowdown report and the other is a lazy-loading failure, so calling them the same regression overstates the evidence. The canonical/best-issue language also goes beyond what is explicitly supported; the packet only shows title-level similarity, not that 44273 clearly subsumes 44246. The rest of the pairwise rejections look conservative, but this accepted duplicate needs to be downgraded or left uncertain." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-389", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "310d3c4ca47b4f0d33a9e48aeb466eacbd3dadcf9932ead815f8b0cbeab6b26a", + "component_budget": { + "node_count": 389, + "item_count": 389, + "soft_pair_count": 1467, + "serialized_chars": 755066, + "estimated_input_tokens": 188767, + "estimated_eval_tokens": 377790 + }, + "budget": { + "node_count": 26, + "item_count": 26, + "soft_pair_count": 21, + "serialized_chars": 20884, + "estimated_input_tokens": 5221, + "estimated_eval_tokens": 10698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a real duplicate set. The soft links are mostly false positives across unrelated topics (tokenizer loading, config/import errors, training/runtime bugs, model-specific regressions). If an anchor is required, issue 31515 is the densest node by soft similarity, but it is not a good true canonical representative.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 31515 has the most soft connections, so it is the weakest cluster anchor if one must be chosen. However, the linked issues are semantically unrelated, so there is no strong canonical duplicate candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 31515 is the best available issue anchor only by graph density, not by topic match. The cluster is too heterogeneous to treat any issue as a genuine representative duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different bugs: torch.split/indexing behavior versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in CI is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and failure modes: MLA layernorm precision config versus Gemma-4 audio encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in Qwen3 multi-threaded use is unrelated to a testing_utils bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-difference behavior change and the other is a wrong decoder type in v5; not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs propagation bug is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights AttributeError and chat template tool-call crash affect different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id and tied-weights key handling are separate config/path bugs." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in dataloader threads does not match the unrelated 'Unemployment' issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star model load performance issue is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to _get_tied_weight_keys crashing." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder type regression is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and missing layer_type_validation import are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU omission is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 model support and processor.save_pretrained missing files are different feature/bug areas." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job status reporting and slow from_pretrained checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor parallel training bug are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and documentation confusion for input_ids/past_key_values are not the same issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request and Qwen3.5 MoE from_pretrained error are distinct model/version problems." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both mention loading, but tokenizer loading regression and slow checkpoint loading are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and fp8 inference support are separate feature requests/bugs." + } + ] + }, + "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": 16, + "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": "3eb6e65573ed8abf1d726015d9b5a59b8b65c2e1df9862a9c39d4fc06f59f595", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature requests that only share the \"Community contribution\" framing and broad architecture-support theme; one is for Flash Attention 2 support and the other is for GGUF support. They are not the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue: the items request different capabilities for different code paths and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths: Flash Attention 2 architecture support vs GGUF architecture support. The similarity is only superficial." + } + ] + }, + "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": 16, + "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": "d6a19dbf927be540c9bb2137ab945f5220388a3f949af88b0b6ce629cab0ee70", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are i18n translation request issues, but the apparent similarity is mostly from a shared template. The Turkish request is concrete and distinct; the placeholder-language issues could easily be separate translation requests for different languages, so they should not be merged as duplicates without a shared target language or explicit linkage.", + "confidence": 0.94, + "canonical_issue_reason": "issue:27088 is the most specific and concrete item (Turkish translation request). The other issues are generic template-style placeholders and do not clearly point to the same underlying request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the best representative because it names an actual language and avoids collapsing potentially distinct localization requests into one bucket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish-specific request vs generic language-placeholder request; same template, but not the same underlying localization task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The only clear signal is the shared i18n template. No evidence they target the same language or same change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish translation request does not match the generic placeholder issue; likely separate language requests." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look like template-generated translation requests, but there is no concrete shared language target or explicit duplication evidence." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "High textual similarity comes from the issue template alone; that is not enough to conclude they are the same request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same generic template, but no indication they refer to the same language or 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": 16, + "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-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:36879|issue:37015", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "c56eadc821564948d199992fdaf364f1d2cfbf4e3e27af60e276aab5bed73e94", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20705, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20705, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-request issues across different architectures and modalities; the similarities are mostly generic \"add model\" phrasing, not duplicate underlying changes.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue here: the items request different models/features, so there is no single same-underlying bug or change to deduplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue 42738 is the broadest umbrella-style request, but it still does not actually subsume the other model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert vs DEIMv2 are unrelated model requests; only the add-model wording overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config request vs Qwen3-TTS support are different model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are distinct architectures; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different models with different implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is vision detection; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR share no concrete code path or model change." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated; generic request similarity only." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and feature areas." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer are separate model requests, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a BERT-style text model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions, not one issue." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT target different model families and code paths." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer are different model changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 is not the same change as Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests; no shared concrete bug/change." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and implementation targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is specific; \"BERT-like models with RoPE\" is a broad class request, not the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Broad BERT/RoPE request vs Voxtral TTS support; different model families and modalities." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related in vendor name but are different concrete support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; not mergeable as one PR-style change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and weight-sparse transformer are not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-adjacent but still different model integrations." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio is an audio model; SAM3-LiteText is a vision/text model request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model integrations." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer are not the same code-path problem." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementations." + } + ] + }, + "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": 16, + "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": "fc9fc519a24d67dd09d0bbe99d1a74d8d6121a577417a7a47f7bf63739223af2", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not true duplicates; they span unrelated models, configs, tokenizers, and a typo report. The soft similarities are only lexical and do not indicate the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the cluster is spurious, with each issue describing a different component and fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43668 is the closest to a generic correctness/metadata bug, but it still does not represent the rest of the set because the cluster is not a real duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different model/component and different problem: Llama4TextL2Norm normalization behavior vs ModernBERTConfig type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and loss kwargs passthrough are unrelated bugs in different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug and tokenizer regex warning are unrelated subsystems and symptoms." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to a typo in quantization_operation." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different defect types: segmentation loss handling vs config type annotation." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type hint issue and tokenizer regex warning are different concerns with no shared code path." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type hint bug in ModernBERTConfig is unrelated to a typo in a quantization attribute name." + } + ] + }, + "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": 16, + "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": "3dfe77f47d44e250c20e3939a01fb949fee337615a89845c4bf628741922bc76", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for a block decoding setting, while the other requests DeepSeek v3.2 support. They describe different product areas and different underlying changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more specific and actionable request; it names a concrete model/version support target rather than a vague configuration feature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding configuration vs adding DeepSeek v3.2 support. They do not appear to be 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": 8, + "component_count": 16, + "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": "35149c218264b1d93d44ec458bfa95ac05559f03f6b8e119bfc858e120b0a95c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to custom trainers in Trainer, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43598 is the more concrete and actionable report, centered on a specific Trainer behavior (`remove_unused_column`) and its customizability.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best representative of the cluster because it describes a clear, isolated code-path concern rather than a broader metric-estimation question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs: one concerns unused-column removal in Trainer, the other concerns FLOPS estimation for custom trainers. Similar theme, but not the same fix or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 16, + "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": "b06ee7efff7c346120fd1b10de1ef7f183e637b3a6b81a1a32a98fb6d2f23380", + "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": "The two issues are related to Qwen model support, but they request different API coverage: one is broad registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other is specific AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the most central and general request in the cluster; 44405 is a narrower, separate capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different target classes and different model/config families. This is not the same underlying fix; one asks for AutoModel/AutoModelForConditionalGeneration registration, the other for sequence-classification support." + } + ] + }, + "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": 16, + "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": "0df0540002f721b6a6f57f03517cdb6e5014b8a251d2b09cfc977345f54508b2", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface \" issues (43845, 43846, 43859) share the same title and soft-similarity signals, so 43845 is the best representative of that likely duplicate cluster. Issue 43835 has a different title and looks unrelated.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the earliest of the identical-title \"huggingface \" reports and is the cleanest representative of the likely duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 best captures the repeated \"huggingface \" reports because it is the earliest identical-title issue and sits in the densest similarity cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no concrete overlap beyond generic soft similarity; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared details in the packet indicating the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no evidence they describe the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title with strong soft-similarity signal; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title with matching soft-similarity signal; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and substantial soft similarity; likely duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is somewhat grounded by the identical titles and the similarity signal, but several verdicts overstate the evidence. In particular, the packet does not expose report text, so claims like \"near-identical report text\" are unsupported, and 43845 vs 43859 are not closely timed (they are over 12 hours apart), so that rationale is too strong. The summary should stay more conservative: same title and soft similarity suggest possible duplicates, but not near-identical reports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "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": "927811ed024c9470d04294a1f416603cef1eaed586e894b6d17f47195376b475", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items look like unrelated low-signal spam/generic posts rather than duplicate reports of the same bug or change. No soft pair has enough evidence to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the least spam-like and most descriptive title, but it still does not provide a concrete problem statement or a credible duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled \"\", but there is no substantive description or shared bug/change evidence to show the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical placeholder titles alone are not enough; these look like separate spam submissions, not a duplicate bug report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation suggestion; no shared concrete problem or target." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and generic; no evidence they describe the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion and a spam placeholder do not indicate the same report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No overlap beyond both being low-quality submissions; no concrete duplicate signal." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Although both are titled \"\", there is no issue content showing a shared bug or change to deduplicate." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Titles are unrelated; nothing indicates the same underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The posts do not share a concrete technical subject or fix target, so they should not be merged." + } + ] + }, + "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": 16, + "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": "fc9f7d5d850ebecd55a19c6b5b61423152ea6851bb26b0e887088b2f7103db01", + "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": "These two closed issues appear to be near-identical duplicates: same title, nearly identical body size, and high text similarity with no distinguishing targets or filenames. Issue #45145 is the better canonical/best representative because it was created first and already has an inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earliest of the two and has an inbound reference, so it is the best canonical issue to keep.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest overall issue representative due to being first and having slightly more linkage/activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and effectively the same issue report; no evidence of distinct scope or implementation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, very similar body sizes, no filenames or explicit targets, and only soft similarity evidence. Choosing #45145 as canonical because it is earlier and has an inbound reference is reasonable and conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "1f231709a686ac24dac3823e9998e045048a1bfe5e43b23991a5d1d928c406e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues both involve 4-bit inference, but they describe different failure modes: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits; these are separate bugs affecting different code paths and should remain distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Shared 4-bit inference context is too broad; the reported errors, triggers, and affected paths are different, so they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "159d34b78be04b867c4aa4f5cbfbfe57aae489b5bed6df99b229c7fd4fd194f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated single-line entries with different personal names/dates and no shared technical content, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a clear canonical representative; both look like unrelated spam/personal-name posts rather than duplicate bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates, no shared description, targets, or technical context; they do not appear to describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "0e500448b18bb8f7d4ab2926a4de09adcdecb895877a2426f3e6403ceaffb242", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not describe the same underlying bug or change; they look like unrelated placeholder/spam-style entries with different personal-name/date titles.", + "confidence": 0.95, + "canonical_issue_reason": "No good canonical issue: neither entry contains a technical problem description, and the titles are unrelated personal-name/date strings.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative for a duplicate cluster because there is no shared bug report or actionable content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the only similarity is superficial title patterning; there is no shared problem statement, body, or issue linkage indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795", + "pull_request:45826" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:45826", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45826", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "735a299923eaa038d046897c9324546982791390dcb479a32666f048f939ca2c", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37863, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37863, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated PRs (new models, docs, model refactors, and one loss utility fix). The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical issue exists in this cluster. If a representative PR is needed, `pull_request:43251` is the closest fit because it is the only concrete bugfix with an explicit issue target and it matches the near-identical companion PR.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best representative of the only genuine duplicate pair: it is a focused code-path fix in `loss_utils.py`, with an explicit target and a direct overlap with `pull_request:43254`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs. ExecuTorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas: Mistral tokenizer methods vs. adding MobileLLM." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix vs. ExecuTorch export test; no shared bug/change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-loading robustness work vs. adding a new model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs. new MobileLLM model code." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility change vs. Mistral4 test/model work; not the same fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export test vs. Mistral4 fixes; unrelated code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs. new model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs. config-resolution ordering fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45826", + "accept": false, + "reason": "New model addition vs. Gemma4 multi-GPU fix; different artifacts." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs. Falcon output-interface refactor." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs. a draft model-creation skill; no shared code bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor vs. Mistral4 test/model fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes vs. `layrnorm` rename fixes; different underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 work vs. docs for audio/video processors; not duplicate changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes vs. config resolution order fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45826", + "accept": false, + "reason": "Mistral4 fixes vs. Gemma4 multi-GPU fix; separate model-specific bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 code/test fixes vs. draft model-creation skill docs; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs. draft skill/docs bundle; no common change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "New model addition vs. docs for adding processors; different scope." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying `fixed_cross_entropy` change in `loss_utils.py` for the same issue target; these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: most PRs are clearly unrelated across models/docs/refactors, and the only pair with explicit shared issue target and exact file overlap is `pull_request:43251`/`pull_request:43254`. The soft-edge rejections are conservative, and the accepted pair looks mergeable as one loss-utils bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "a70f681617c4493d2bb946e1193e63adccc7fa3bdbaabd0ab4613155d3e89a99", + "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": "These are related VibeVoice PRs, but they are not the same change: #40546 adds the core VibeVoice integration, while #42781 adds a separate VibeVoice Realtime extension plus an acoustic tokenizer. They overlap on shared model plumbing, but they do not look mergeable as one duplicate PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the broader, non-draft base VibeVoice implementation with substantial review activity and likely serves as the foundational integration work.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best overall PR candidate because it is the main implementation of VibeVoice rather than the narrower realtime follow-up, and it appears more complete and established.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: #42781 is a separate VibeVoice Realtime/acoustic-tokenizer expansion, not the same concrete code-path fix as #40546's core VibeVoice integration. Shared filenames reflect common framework wiring, but the feature scope is different enough that they would not plausibly be merged into one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "2766fb1383ec9d9b2dbb9e5889fc438d0a447c7f40e0ae374a6e4478f0e8c19f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families (TimesFM covariates vs. DINOv3 image classification), so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:41224 is the cleaner representative PR: it is narrower in scope, has substantial review activity, and the change is a concrete model support addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: TimesFM forecasting-with-covariates versus DINOv3 image-classification support. They do not appear 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": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "b962b393b3ec4aa3209c3cacd4df9b47281ebb0347183fdaf77628e30c4f2fe9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10428, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10428, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated model-addition PRs. Their overlap is mostly boilerplate registration/docs files, not the same underlying code change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes add different models (DeepSeek OCR, Isaac, Kimi2-6) with separate codepaths and integration surfaces.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication: the shared files are generic model scaffolding, not evidence of one shared fix or feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both are model-onboarding PRs and share registration/docs boilerplate, but they add different models and fix no common code-path problem." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "The overlap is generic integration scaffolding; Isaac and Kimi2-6 are distinct model additions with different implementations." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "1e2b373976ff3213ba865eff1e5d3a1557542ae62322824cf8984a4a6a9b49a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related workflow-maintenance PRs, but they do not appear to be the same change: one upgrades actions for Node 24 compatibility, the other bumps Docker build actions and other workflows to newer versions.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the cleaner representative of the cluster because it has a single, explicit goal\u2014GitHub Actions Node 24 compatibility\u2014across many workflow files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different concrete changes and motivations: 42975 updates core GitHub Actions versions for Node 24 compatibility, while 42976 upgrades docker/build-push-action and other workflow dependencies. They overlap in broad workflow maintenance but are not the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "994e1a7331a570b62393fed6c216b0b88e942f4bf6173d2fecd8ea1024235569", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14079, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14079, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they add four different models (ViT NEPA, Molmo, Molmo2, and CTSM). The overlap is only in shared Hugging Face scaffolding like docs/auto-mapping updates, which is too generic to merge as one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each change introduces a different model and codepath, so there is no single underlying fix or feature to deduplicate around.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication purposes; the PRs are distinct feature additions rather than alternate implementations of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto registration files are generic scaffolding, not the same code-path change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. They touch similar integration points but implement separate models and processors." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. The overlap is only framework registration/docs, not the same underlying bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families with different files and logic; this is not one concrete fix that could be merged into a single PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions. Shared auto/docs changes are incidental and do not indicate the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model implementations with different processors/modeling code, so they should not be deduplicated." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "2071079d76d6bb49ad463aacea15aed82881538f21c47527170e1cb76fa6e8b3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one is a concrete Whisper decoding fix, one is test-only noise, and one is a separate FP8/dequant draft touching a different code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43291 is the cleanest self-contained bug fix with an actual product code-path change; 43665 is just test noise, and 44815 is a separate, broader FP8/dequant effort.", + "best_issue_reason": null, + "best_pr_reason": "PR 43291 is the strongest representative fix in the set because it changes real Whisper logic and includes targeted tests, unlike the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "43291 changes Whisper decoding logic; 43665 only injects failing test assertions and does not address the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "They target different areas and problems: Whisper tokenization/decoding vs. FP8 dequant/model loading. No shared concrete bug or mergeable combined fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "43665 is test-only noise, while 44815 is a substantive FP8/dequant fix; they do not fix the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "96a005404be6de5ec4757c8d1e098c3422be4e0bcd86f1172d522c1cb2a2be1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open '[don't merge]' PRs are only loosely related via a shared Vit test file, but they make different changes: one is a setup/version/dependency bot check, the other rewires CI/workflow and testing utilities. They are not the same underlying fix/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, #43532 is the better anchor because it has the broader, more coherent change set across CI/testing-related files.", + "best_issue_reason": null, + "best_pr_reason": "#43532 is the stronger representative for the cluster: its diff is larger and centers on a single workflow/testing change, whereas #43488 is a narrow setup/bot-check tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: the overlap on tests/models/vit/test_modeling_vit.py is incidental. #43488 changes setup/version/dependencies, while #43532 modifies CI workflows, testing utilities, and notifications; they are not the same concrete change and would not merge 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": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "e54de17bc447703804e15a9dba363e1792b8f42df3dbd260d0999a11a9ebcc7b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some docs/plumbing, but they target different tasks, model integrations, and code paths, so they should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 and 43613 are separate feature additions for different segmentation pipelines, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the broader and more complete PR if a single representative is needed, but it is still distinct from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: both are segmentation-pipeline feature PRs, but they implement different concrete pipelines and model support. Shared docs/registry files are not enough to treat them as 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": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "fc02d655ed2939ebca38c7b314bff4dc67b2384339338506c66f0284e0fef435", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/trainer.py`, but they implement different trainer extension points: one changes gradient-accumulation loss scaling, the other exposes signature-column filtering. They are not the same underlying fix/change, so this is not a duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different trainer behaviors and code paths: `_loss_is_scaled_for_ga` controls loss scaling in `training_step`, while `_get_signature_columns` changes column filtering/signature inspection. Shared file alone is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "038ee218bb45672ba328343fa486ec1f2c2b9e2eddffda24a8b615b3466186e0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster centers on TypeAdapter-related NameErrors in `src/transformers/cli/serve.py`. PR 43842 is the cleanest, most targeted fix; PR 43836 appears to address the same underlying runtime typing issue; PR 43656 looks related but not clearly the same concrete bug fix.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most specific and narrowly scoped fix for the serve CLI TypeAdapter NameError, with an explicit issue link and a small, focused change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because it directly targets the runtime `TypeAdapter` import/annotation problem in one code path without broader unrelated typing churn.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch `serve.py` and mention TypeAdapter, but 43656\u2019s diff preview looks like a broader typing/import cleanup and a different issue target, so the shared concrete bug is not clear enough to treat as the same PR." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both appear to fix the same runtime `TypeAdapter` NameError in `src/transformers/cli/serve.py`, and the changes look plausibly mergeable into one patch for the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The distinction between PR 43842 as the narrowest fix, PR 43836 as a related but broader same-file change, and PR 43656 as related but not clearly the same bugfix is supported by the issue links and diff previews. The soft-edge verdicts are conservative enough, including the rejected 43656|43842 pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request: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:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44059|pull_request:44068", + "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:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request: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" + ], + "prepared_review_unit_hash": "7436d1c9ddc283646ac8799ba90d808b2a569ce0e11662db2c8c47714bb5ea90", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75095, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly independent output-tracing refactors tied to #43979, not one clean duplicate set. The clearest duplicate pair in the packet is 43996\u219444007; the GPT-J/CodeGen subgroup also converges on 44066\u219444722 and 44085\u219444722, while the GPT-Neo 44018\u219444068 pair and the cross-model same-theme links are too weak to merge.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR cleanly represents the full mixed cluster, but 44722 is the best canonical PR for the main GPT-J/CodeGen subcluster: it is issue-linked, concrete, and subsumes the same-file GPT-J path represented by the strongest matches.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest overall representative because it is the most complete issue-linked GPT-J/CodeGen implementation and sits at the center of the only substantial same-code-path subgroup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same issue theme only; different model code paths and no shared concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; shared output-tracing pattern is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are GPT-J-themed, but the concrete edits differ and the packet does not mark this as deterministic." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations; only the tracing refactor theme overlaps." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families and different files; same issue target alone is insufficient." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; same refactor style, different underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model code paths; only broad decorator migration matches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "Same GPT-Neo family, but the packet marks this as non-deterministic and the diffs look like separate refactor iterations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; shared theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same concrete fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; same tracing pattern, different model implementation." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; only the refactor theme overlaps." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; different models and different edits." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same broad migration only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; unrelated model code." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; same theme, different path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2; only the output-tracing pattern overlaps." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; different concrete fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same refactor theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; unrelated model code." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer vs GPT-J/CodeGen; different model paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5; only the standardized tracing theme overlaps." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; different concrete code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; unrelated fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "Segformer vs GPT-Neo; shared refactor theme only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; unrelated model code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; not the same fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; same theme only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44101", + "accept": false, + "reason": "DeBERTa vs Flaubert/XLM; unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet vs LongT5; different model code." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet vs Segformer; same output-tracing theme only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa; different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; not the same underlying change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; different concrete fixes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Accept: same GPT-J/CodeGen output-tracing migration, same issue target, and shared GPT-J file path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Accept: same GPT-J output-tracing refactor on the same file path; 44722 is the broader version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": true, + "reason": "Accept: clear same-change duplicate pair for the standardized output-tracing migration, with the same tracking issue and matching refactor pattern." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated model code." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; different concrete fixes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBert; unrelated model code." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert vs LongT5; different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 vs MPT; different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44086", + "accept": false, + "reason": "ResNet vs MGP-STR; unrelated concrete changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44017", + "accept": false, + "reason": "ViLT vs Segformer; different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert vs GPT-Neo; same refactor pattern only." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not conservative enough and misses a clear duplicate pair in the packet. In particular, the packet marks pull_request:43996 with pull_request:44007 as deterministic_accept=true, but the summary says the only clear near-duplicates are GPT-J/GPT-Neo. Also several soft-edge verdicts overstate evidence relative to the packet: pull_request:44066 vs pull_request:44085 and pull_request:44018 vs pull_request:44068 are marked accept=true even though the packet\u2019s soft-pair entries are deterministic_accept=false. That makes the clustering too confident for the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "2acc66fd29a848b1c9d1a4d18675712547e2c7a7a4f958ce13ecd556716736be", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all implement the same broad standardized-output/capture_outputs refactor pattern, but they target different model code paths and are not duplicates of one concrete change. Treat them as related refactors, not mergeable duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the strongest representative because it has an explicit issue target, a clear output-tracing refactor, and enough context to anchor the cluster around the standardized capture_outputs migration pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the best single anchor for this cluster: it is well-scoped, explicitly linked to an issue, and clearly in the same output-tracing migration family as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-refactor PRs, but for different models (FocalNet vs ImageGPT). Same pattern, not the same concrete bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations; these are similar refactors, not one mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert touch different code paths and model-specific output plumbing, so they are not duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are distinct model-specific migrations; the shared decorator pattern is too broad to call them duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; both use the same refactor theme, but not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different models with different forward/output logic; same migration style, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "402188bee21c2f4885f3b94962ea13a1cf8528724d40c018680633dc592fcdbe", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a high-level \"output tracing\" theme, but they are model-specific refactors across different code paths. I do not see any true duplicate pairs; the similarities are mostly naming, decorator adoption, and API cleanup patterns.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the best representative among the group because it is a fuller example of the refactor pattern and spans two closely related Depth Anything model files, making it broader than the single-file PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the strongest single representative of the cluster\u2019s general pattern, but it should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different models and code paths; no shared concrete bug or mergeable change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect unrelated model implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and forward paths; similarity is only at the abstraction level." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated model code paths; not the same underlying fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Both refactor output handling, but they target different architectures and runtime behavior." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated; no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and implementation details; not mergeable as one fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are tracing/API cleanup changes, but they apply to different models and modules." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper/model code paths; similarity is only thematic." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Speech encoder-decoder and MobileNetV1 are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are different model stacks with different forward semantics." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "UperNet and vision-text dual encoder do not share the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and target behavior; not a duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Shared refactor language only; these are separate model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "No concrete overlap beyond adopting the same tracing pattern." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models, different forward/return behavior, no single shared bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV differ substantially in architecture and fix scope." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems; not the same code-path problem." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba stateful tracing changes are not the same as SuperPoint output changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-style stateful model changes are unrelated to CodeGen's cache/output refactor." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen differ completely in model architecture and affected APIs." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not share a concrete bug or mergeable implementation." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "No shared code path; only a generic output-tracing similarity." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are separate code paths; not the same fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and forward signatures; no duplicate change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated model paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths; similarity is only in the refactor pattern." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrappers but not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and outputs; no shared concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate encoder-decoder wrapper vs. stateful LM code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision encoder-decoder and DPR fix different forward APIs and behavior." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different wrapper architectures; not the same bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR touch different abstractions and outputs." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models; no mergeable shared fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and affected code paths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model implementations; only the refactor style matches." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44646-2", + "nodes": [ + "pull_request:44646", + "pull_request:45824" + ], + "soft_pairs": [ + "pull_request:44646|pull_request:45824" + ], + "prepared_review_unit_hash": "f46b1bd5711a13e32be134fc05fd5eb3b9d013ec3f8e34cf4943f485ce18ef25", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4988, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4988, + "estimated_input_tokens": 1247, + "estimated_eval_tokens": 2750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are unrelated as duplicate fixes in the strict PR sense: they are separate typo-only comment cleanups, with 45824 being a broader sweep across many model files and 44646 a small subset for two files. They overlap stylistically, but not as the same concrete change request.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45824 is the better canonical representative because it is the broader, more complete typo-fix sweep across many affected model files, including the overlapping Qwen files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45824 is the best overall PR candidate due to its wider scope and more comprehensive coverage of the typo cleanup across the codebase.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44646", + "right": "pull_request:45824", + "accept": false, + "reason": "Reject: both are typo/comment cleanups, not the same concrete bug or code-path fix. 45824 is a broader multi-file sweep, while 44646 only patches a small subset, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "21774fb1ffc049923e09fd896ca7bb7b90a529368656ac96a206d119cbc746a7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They overlap only in generic Transformers registration/docs scaffolding, not in the same concrete code change or bug fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations with different architectures and files; shared auto/docs registry edits are generic and not enough to treat as the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both add new model support, but for different models and code paths; overlap is limited to common Transformers plumbing." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Separate model additions with distinct implementations; same broad subsystem only, not a single mergeable fix or duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "77892b8c3a11b84325606624e322600a886025957f57b493b97eb4ce8518b3d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related kernel-fusion feature PRs, but they are not duplicates: one adds a new generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration hooks. They touch different code paths and are not mergeable as a single PR without collapsing distinct work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the new Module Fusion API and supporting tests, whereas #45363 is a separate KernelConfig-based application/integration of fusion.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best representative because it defines the core abstraction the other PR builds on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but different concrete changes: generic module-fusion API vs KernelConfig-driven n-to-1 fusion integration. They do not look like the same underlying bug/change 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": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "63cf9c6c84d7a2b5f72cadad582a805992481c8e3182a55fc9f91cebfd6879ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests implement the same Mistral regex fix in the same code path; 45317 is the more complete variant because it adds test coverage. They are close enough to be treated as duplicates/one change set.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the stronger canonical PR: it applies the same AttributeError fix as 45086 and also adds tests, so it better represents the complete change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR candidate because it covers the same fix with additional validation, making it the more complete merge target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file and issue target; 45317 mainly adds tests, so they can plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "de1207137732b110acbd965903defad09bb3527c1c38a35dad1cfbf5ab703c28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH model PRs, but they address different workstreams: PR 45115 is a narrower inheritance/conversion refactor, while PR 45569 is a broader model-split and documentation/update PR. They overlap in shared model files but are not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more complete architecture change and better represents the main NemotronH split into dense/sparse variants; PR 45115 is a narrower follow-up refactor around conversion and inheritance.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best standalone candidate because it bundles the user-facing model organization, auto-mapping, docs, and tests in one coherent change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH internals, but 45115 focuses on conversion mapping and inheritance refactoring, whereas 45569 introduces the dense/sparse model split and documentation updates. Different concrete changes, so not a duplicate PR pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "f1d4f0943f9440dd0c05004be7803c87926f46cb9015e53d659abda2cfddf1b3", + "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, but they are not duplicates: one adds heterogeneous per-layer config support, the other adds broader heterogeneous model/runtime support that builds on it. The broader PR is the best representative of the cluster.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the more canonical representative because it covers the full heterogeneous-model feature set, including per-layer config handling plus model/cache/masking changes, while #45333 is config-only and narrower.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest cluster anchor: it is the broad umbrella change and most likely to matter for triage, whereas #45333 is a supporting subset focused on configuration plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete code change. #45333 adds heterogeneous config plumbing only; #45332 extends the runtime/model implementation and depends on that groundwork. They are complementary, not duplicate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "a9233a85c72725e4003cbdd53dbb9d04e19dea289103e8fa309b8952a7e5a7f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they address different scopes and code paths: #45415 is a broad type-checking sweep across many transformers modules, while #45425 adds/adjusts internal typing helpers and protocols for specific modeling/utilities paths. They are similar in theme, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45415 is the broader umbrella typing sweep across many files, so it is the better representative of the cluster's overall theme.", + "best_issue_reason": null, + "best_pr_reason": "#45415 has the wider surface area and is the most central/general change in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Same high-level typing theme, but different concrete changes and code paths: #45415 is a repo-wide type-checking pass, while #45425 adds specific typing protocols/helpers for selected modules. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "c94e3c1e8ea2d4ccc4f5f014b36eb8f08f3eab46503b8d54d95aae0b6ae9184b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to expert-parallel loading, but they target different bugs and different code paths: one fixes serialization/loading with accelerate+ZeRO-3, the other fixes rank-0 broadcast overwriting experts under FSDP2. They should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the more concrete and targeted fix: it addresses a specific expert-overwrite bug in the loading/sharding path, while 45548 appears to solve a separate distributed_config serialization/loading issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best representative of the cluster because it fixes a clear, reproducible code-path bug with a broader and more precise distributed-loading change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying problems: 45548 is about preserving distributed_config / EP state for accelerate+ZeRO-3 loading, while 45662 prevents experts from being overwritten during FSDP2/rank-0 broadcast. Shared EP theme and modeling_utils touchpoint are not enough." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "44b72bc6a529360d5f1c0af466b1d7c69c23a29fe1fba448e89f20b0367258f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same xdist captured_info collision in the testing debug path. PR 45645 is the broader/superset change, while PR 45639 is a narrower variant of the same fix.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45645 is the better canonical PR because it covers the core testing_utils xdist-safe fix and also adds the CI/workflow handling needed to read multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45645 is the best representative because it addresses the same underlying captured_info artifact collision problem and appears more complete than 45639.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same captured_info xdist collision in the patched testing/debug logging path. 45645 is a superset that also updates CI to consume the per-worker files, so they are plausibly one merged 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": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/manifest.json b/snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3a5c85c95387f5ec79e72dbcf9489935b0a659a8 --- /dev/null +++ b/snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260507t180032z", + "artifacts": { + "hybrid": "snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-07T18:15:22Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260507T180032Z", + "variant": "hybrid" +} diff --git a/snapshots/20260507T180032Z/manifest.json b/snapshots/20260507T180032Z/manifest.json index b7fc918321250b869aabfd3b1e996d8c2b10e001..41958a8f8e2eab8f963f15a834727101a4044e02 100644 --- a/snapshots/20260507T180032Z/manifest.json +++ b/snapshots/20260507T180032Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1561 }, "extracted_at": "2026-05-07T18:00:32Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260507t180032z", + "runs": { + "hybrid-model-20260507t180032z": { + "analysis_id": "hybrid-model-20260507t180032z", + "artifacts": { + "hybrid": "snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260507T180032Z/analysis-runs/hybrid-model-20260507t180032z/manifest.json", + "model": null, + "published_at": "2026-05-07T18:15:22Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260507T180032Z", "watermark": {